diff --git a/.github/workflows/eval-benchmarks.yaml b/.github/workflows/eval-benchmarks.yaml
index 090101de84..73ca197433 100644
--- a/.github/workflows/eval-benchmarks.yaml
+++ b/.github/workflows/eval-benchmarks.yaml
@@ -1,27 +1,33 @@
-name: Run full eval benchmarks
+name: Run eval benchmarks
on:
# Allow manual trigger
workflow_dispatch:
inputs:
+ benchmark_type:
+ description: 'Benchmark type (fast-benchmark or full-benchmark). Cannot be combined with custom test_markers.'
+ required: false
+ type: choice
+ options:
+ - 'fast-benchmark'
+ - 'full-benchmark'
+ default: 'fast-benchmark'
models:
- description: 'Comma-separated list of models to test (e.g., gpt-4o,claude-sonnet-4)'
+ description: 'Comma-separated list of models to test'
required: false
- default: 'gpt-4o,gpt-4.1,gpt-5,anthropic/claude-sonnet-4-20250514'
+ default: 'azure/gpt-4.1'
test_markers:
- description: 'Additional pytest markers (will be combined with "llm" - e.g., "easy", "medium", "logs")'
+ description: 'Custom pytest markers (ONLY use if not using benchmark_type). Cannot be combined with benchmark_type.'
required: false
- default: 'easy'
+ default: ''
iterations:
description: 'Number of iterations per test (max 10)'
required: false
- # TODO: For testing, use just 1 iteration by default
- default: '1' # Was: '3'
+ default: '1'
- # TODO: Enable after testing
- # # Run weekly on Sunday at 2 AM UTC
- # schedule:
- # - cron: '0 2 * * 0'
+ # Run weekly on Sunday at 2 AM UTC
+ schedule:
+ - cron: '0 2 * * 0'
jobs:
run-benchmarks:
@@ -48,36 +54,42 @@ jobs:
cluster-name: 'kind'
wait-for-ready: 'true'
- - name: Determine test command
- id: test-command
+ - name: Build benchmark command
+ id: build-command
run: |
- # Set default values from workflow inputs or triggers
+ # Start with base command
+ CMD="./run_benchmarks_local.py"
+
if [ "${{ github.event_name }}" == "workflow_dispatch" ]; then
- MODEL="${{ github.event.inputs.models }}"
- # Always prepend "llm and " to user-provided markers with proper parentheses
- TEST_MARKERS="llm and (${{ github.event.inputs.test_markers }})"
- # Cap iterations at 10
+ BENCHMARK_TYPE="${{ github.event.inputs.benchmark_type }}"
+ CUSTOM_MARKERS="${{ github.event.inputs.test_markers }}"
+ MODELS="${{ github.event.inputs.models }}"
ITERATIONS="${{ github.event.inputs.iterations }}"
- if [ "$ITERATIONS" -gt 10 ]; then
- echo "Capping iterations at 10 (requested: $ITERATIONS)"
- ITERATIONS="10"
+
+ # Add benchmark type or custom markers (script validates they're mutually exclusive)
+ if [ -n "$CUSTOM_MARKERS" ]; then
+ CMD="$CMD --markers \"$CUSTOM_MARKERS\""
+ elif [ -n "$BENCHMARK_TYPE" ]; then
+ CMD="$CMD --benchmark-type $BENCHMARK_TYPE"
fi
- elif [ "${{ github.event_name }}" == "schedule" ]; then
- MODEL="gpt-4o,anthropic/claude-sonnet-4-20250514,gpt-4.1"
- TEST_MARKERS="llm and (easy)"
- ITERATIONS="10"
- fi
- # Set test path and markers separately
- TEST_PATH="tests/llm/"
+ # Add models only if specified (otherwise use script defaults)
+ if [ -n "$MODELS" ]; then
+ CMD="$CMD --models $MODELS"
+ fi
- # Write all outputs atomically
- {
- echo "models=$MODEL"
- echo "test_path=$TEST_PATH"
- echo "test_markers=$TEST_MARKERS"
- echo "iterations=$ITERATIONS"
- } >> $GITHUB_OUTPUT
+ # Add iterations if specified
+ if [ -n "$ITERATIONS" ] && [ "$ITERATIONS" != "1" ]; then
+ CMD="$CMD --iterations $ITERATIONS"
+ fi
+ else
+ # Scheduled run: use fast-benchmark with azure/gpt-4.1
+ BENCHMARK_TYPE="fast-benchmark"
+ CMD="$CMD --benchmark-type fast-benchmark --models azure/gpt-4.1"
+ fi
+
+ echo "command=$CMD" >> $GITHUB_OUTPUT
+ echo "benchmark_type=$BENCHMARK_TYPE" >> $GITHUB_OUTPUT
- name: Run evaluation benchmarks
env:
@@ -86,47 +98,11 @@ jobs:
AZURE_API_BASE: ${{ secrets.AZURE_API_BASE }}
AZURE_API_KEY: ${{ secrets.AZURE_API_KEY }}
AZURE_API_VERSION: ${{ secrets.AZURE_API_VERSION }}
- MODEL: ${{ steps.test-command.outputs.models }}
- ITERATIONS: ${{ steps.test-command.outputs.iterations }}
- RUN_LIVE: "true"
- CLASSIFIER_MODEL: "gpt-4o" # Always use OpenAI for classification
BRAINTRUST_API_KEY: ${{ secrets.BRAINTRUST_API_KEY }}
EXPERIMENT_ID: "ci-benchmark-${{ github.run_id }}"
- UPLOAD_DATASET: "true"
- run: |
- poetry run pytest "${{ steps.test-command.outputs.test_path }}" \
- -m "${{ steps.test-command.outputs.test_markers }}" \
- --no-cov \
- --tb=short \
- -v \
- --strict-setup-mode \
- --strict-setup-exceptions=22_high_latency_dbi_down \
- --json-report \
- --json-report-file=eval_results.json \
- || true # Don't fail the workflow if tests fail
-
- # TODO: For testing, show what would be run
- echo "==== Test execution summary ===="
- echo "Models: ${{ steps.test-command.outputs.models }}"
- echo "Markers: ${{ steps.test-command.outputs.test_markers }}"
- echo "Iterations: ${{ steps.test-command.outputs.iterations }}"
- echo "================================"
-
- - name: Generate benchmark report
- if: always()
run: |
- # Generate latest results
- poetry run python tests/generate_eval_report.py \
- --json-file eval_results.json \
- --output-file docs/development/evaluations/latest-results.md \
- --models "${{ steps.test-command.outputs.models }}"
-
- # Also generate timestamped version for history
- TIMESTAMP=$(date +%Y%m%d_%H%M%S)
- poetry run python tests/generate_eval_report.py \
- --json-file eval_results.json \
- --output-file "docs/development/evaluations/history/weekly/results_${TIMESTAMP}.md" \
- --models "${{ steps.test-command.outputs.models }}"
+ echo "Running: ${{ steps.build-command.outputs.command }}"
+ ${{ steps.build-command.outputs.command }}
- name: Upload eval results
if: always()
@@ -134,20 +110,56 @@ jobs:
with:
name: eval-results-${{ github.run_id }}
path: |
+ docs/development/evaluations/fast-benchmark-results.md
+ docs/development/evaluations/full-benchmark-results.md
docs/development/evaluations/latest-results.md
+ eval_results.json
+
+ - name: Create PR with benchmark results
+ if: always() && (github.event_name == 'schedule' || github.event_name == 'workflow_dispatch')
+ env:
+ GH_TOKEN: ${{ secrets.GITHUB_TOKEN }}
+ run: |
+ # Configure git
+ git config --local user.email "github-actions[bot]@users.noreply.github.com"
+ git config --local user.name "github-actions[bot]"
+
+ # Create timestamped branch
+ BRANCH_NAME="automated/benchmark-$(date +%Y%m%d)"
+ git checkout -b "$BRANCH_NAME"
- # TODO: Enable after testing
- # - name: Commit benchmark results
- # if: (github.event_name == 'schedule' || github.event_name == 'workflow_dispatch') && github.ref == 'refs/heads/main'
- # run: |
- # git config --local user.email "github-actions[bot]@users.noreply.github.com"
- # git config --local user.name "github-actions[bot]"
- #
- # # Copy results to historical directory with timestamp
- # TIMESTAMP=$(date +%Y%m%d_%H%M%S)
- # mkdir -p docs/development/evaluations/history
- # cp docs/development/evaluations/latest-results.md "docs/development/evaluations/history/results_${TIMESTAMP}.md"
- #
- # git add docs/development/evaluations/
- # git diff --staged --quiet || git commit -m "Update benchmark results [skip ci]"
- # git push
+ # Add all evaluation results
+ git add docs/development/evaluations/
+
+ # Check if there are changes to commit
+ if git diff --staged --quiet; then
+ echo "No changes to commit"
+ exit 0
+ fi
+
+ # Commit and push
+ BENCHMARK_TYPE="${{ steps.build-command.outputs.benchmark_type }}"
+ git commit -m "Update ${BENCHMARK_TYPE:-benchmark} results [skip ci]"
+ git push origin "$BRANCH_NAME" --force
+
+ # Create PR (or update existing)
+ PR_TITLE="Weekly Benchmark Results $(date +%Y-%m-%d)"
+ PR_BODY="Automated weekly benchmark results from CI.
+
+ **Benchmark Type**: ${BENCHMARK_TYPE:-custom}
+ **Command**: ${{ steps.build-command.outputs.command }}"
+
+ # Check if PR already exists
+ EXISTING_PR=$(gh pr list --head "$BRANCH_NAME" --json number --jq '.[0].number')
+ if [ -n "$EXISTING_PR" ]; then
+ echo "Updating existing PR #$EXISTING_PR"
+ gh pr edit "$EXISTING_PR" \
+ --title "$PR_TITLE" \
+ --body "$PR_BODY"
+ else
+ gh pr create \
+ --title "$PR_TITLE" \
+ --body "$PR_BODY" \
+ --base master \
+ --head "$BRANCH_NAME"
+ fi
diff --git a/conftest.py b/conftest.py
index a48c0768c5..802bfd8a56 100644
--- a/conftest.py
+++ b/conftest.py
@@ -233,7 +233,9 @@ def responses():
# Allow Elasticsearch/OpenSearch Cloud API calls (various hosting regions)
rsps.add_passthru(re.compile(r"https://.*\.cloud\.es\.io")) # Elastic Cloud
rsps.add_passthru(re.compile(r"https://.*\.elastic-cloud\.com")) # Azure-hosted
- rsps.add_passthru(re.compile(r"https://.*\.es\.amazonaws\.com")) # AWS OpenSearch
+ rsps.add_passthru(
+ re.compile(r"https://.*\.es\.amazonaws\.com")
+ ) # AWS OpenSearch
# Allow
rsps.add_passthru("https://google.com")
diff --git a/docs/development/evaluations/.nav.yml b/docs/development/evaluations/.nav.yml
index 2e74d6550b..0222eba3fb 100644
--- a/docs/development/evaluations/.nav.yml
+++ b/docs/development/evaluations/.nav.yml
@@ -1,7 +1,7 @@
nav:
- index.md
- Latest Results: latest-results.md
- - Historical Results: history
+ - History: history
- Running Evaluations: running-evals.md
- Adding New Evaluations: adding-evals.md
- Benchmarking New Models: benchmarking-new-models.md
diff --git a/docs/development/evaluations/fast-benchmark-results.md b/docs/development/evaluations/fast-benchmark-results.md
new file mode 100644
index 0000000000..8c5ba80e7c
--- /dev/null
+++ b/docs/development/evaluations/fast-benchmark-results.md
@@ -0,0 +1,71 @@
+# โก HolmesGPT LLM Evaluation Fast Benchmark Results
+
+**Generated**: 2026-01-05 16:05 UTC
+**Total Duration**: 1m 27s
+**Iterations**: 1
+**Judge (classifier) model**: gpt-4.1
+
+!!! info "Fast Benchmark"
+ **Markers**: `regression or benchmark`
+ **Schedule**: Weekly (Sunday 2 AM UTC)
+ **Purpose**: Quick regression tests to catch breaking changes
+
+HolmesGPT is continuously evaluated against real-world Kubernetes and cloud troubleshooting scenarios.
+
+If you find scenarios that HolmesGPT does not perform well on, please consider adding them as evals to the benchmark.
+
+## Model Accuracy Comparison
+
+| Model | Pass | Fail | Skip/Error | Total | Success Rate |
+|-------|------|------|------------|-------|--------------|
+| sonnet-4.5 | 1 | 0 | 0 | 1 | ๐ข 100% (1/1) |
+
+## Model Cost Comparison
+
+| Model | Tests | Avg Cost | Min Cost | Max Cost | Total Cost |
+|-------|-------|----------|----------|----------|------------|
+| sonnet-4.5 | 1 | $0.19 | $0.19 | $0.19 | $0.19 |
+
+## Model Latency Comparison
+
+| Model | Avg (s) | Min (s) | Max (s) | P50 (s) | P95 (s) |
+|-------|---------|---------|---------|---------|---------|
+| sonnet-4.5 | 47.8 | 47.8 | 47.8 | 47.8 | 47.8 |
+
+## Performance by Tag
+
+Success rate by test category and model:
+
+| Tag | sonnet-4.5 | Warnings |
+|-----|-------|----------|
+| [easy](https://www.braintrust.dev/app/robustadev/p/HolmesGPT/experiments/local-benchmark-20260105-160330?c=&search=%7B%22filter%22%3A%20%5B%7B%22text%22%3A%20%22tags%2520includes%2520%255B%2522easy%2522%255D%22%2C%20%22label%22%3A%20%22Tags%2520includes%2520easy%22%2C%20%22originType%22%3A%20%22form%22%7D%5D%7D) | ๐ข 100% (1/1) | |
+| [kubernetes](https://www.braintrust.dev/app/robustadev/p/HolmesGPT/experiments/local-benchmark-20260105-160330?c=&search=%7B%22filter%22%3A%20%5B%7B%22text%22%3A%20%22tags%2520includes%2520%255B%2522kubernetes%2522%255D%22%2C%20%22label%22%3A%20%22Tags%2520includes%2520kubernetes%22%2C%20%22originType%22%3A%20%22form%22%7D%5D%7D) | ๐ข 100% (1/1) | |
+| [one-test](https://www.braintrust.dev/app/robustadev/p/HolmesGPT/experiments/local-benchmark-20260105-160330?c=&search=%7B%22filter%22%3A%20%5B%7B%22text%22%3A%20%22tags%2520includes%2520%255B%2522one-test%2522%255D%22%2C%20%22label%22%3A%20%22Tags%2520includes%2520one-test%22%2C%20%22originType%22%3A%20%22form%22%7D%5D%7D) | ๐ข 100% (1/1) | |
+| [regression](https://www.braintrust.dev/app/robustadev/p/HolmesGPT/experiments/local-benchmark-20260105-160330?c=&search=%7B%22filter%22%3A%20%5B%7B%22text%22%3A%20%22tags%2520includes%2520%255B%2522regression%2522%255D%22%2C%20%22label%22%3A%20%22Tags%2520includes%2520regression%22%2C%20%22originType%22%3A%20%22form%22%7D%5D%7D) | ๐ข 100% (1/1) | |
+| **Overall** | ๐ข 100% (1/1) | |
+
+## Raw Results
+
+Status of all evaluations across models. Color coding:
+
+- ๐ข Passing 100% (stable)
+- ๐ก Passing 1-99%
+- ๐ด Passing 0% (failing)
+- ๐ง Mock data failure (missing or invalid test data)
+- โ ๏ธ Setup failure (environment/infrastructure issue)
+- โฑ๏ธ Timeout or rate limit error
+- โญ๏ธ Test skipped (e.g., known issue or precondition not met)
+
+| Eval ID | [sonnet-4.5](https://www.braintrust.dev/app/robustadev/p/HolmesGPT/experiments/local-benchmark-20260105-160330?c=&search=%7B%22filter%22%3A%20%5B%7B%22text%22%3A%20%22metadata.model%2520%253D%2520%2522sonnet-4.5%2522%22%2C%20%22label%22%3A%20%22metadata.model%2520equals%2520sonnet-4.5%22%2C%20%22originType%22%3A%20%22form%22%7D%5D%7D) |
+|---------|-------|
+| [**09_crashpod**](https://github.com/HolmesGPT/holmesgpt/blob/master/tests/llm/fixtures/test_ask_holmes/09_crashpod/test_case.yaml) [๐](https://www.braintrust.dev/app/robustadev/p/HolmesGPT/experiments/local-benchmark-20260105-160330?c=&search=%7B%22filter%22%3A%20%5B%7B%22text%22%3A%20%22metadata.eval_id%2520%253D%2520%252209_crashpod%2522%22%2C%20%22label%22%3A%20%22metadata.eval_id%2520equals%252009_crashpod%22%2C%20%22originType%22%3A%20%22form%22%7D%5D%7D) | [๐ข](https://www.braintrust.dev/app/robustadev/p/HolmesGPT/experiments/local-benchmark-20260105-160330?c=&search=%7B%22filter%22%3A%20%5B%7B%22text%22%3A%20%22span_attributes.name%2520%253D%2520%252209_crashpod%255Bsonnet-4.5%255D%2522%22%2C%20%22label%22%3A%20%22Name%2520equals%252009_crashpod%255Bsonnet-4.5%255D%22%2C%20%22originType%22%3A%20%22form%22%7D%5D%7D) |
+| **SUMMARY** | ๐ข 100% (1/1) |
+
+## Detailed Raw Results
+
+| Eval ID | sonnet-4.5 |
+|---------|-------|
+| [09_crashpod](https://github.com/HolmesGPT/holmesgpt/blob/master/tests/llm/fixtures/test_ask_holmes/09_crashpod/test_case.yaml) [๐](https://www.braintrust.dev/app/robustadev/p/HolmesGPT/experiments/local-benchmark-20260105-160330?c=&search=%7B%22filter%22%3A%20%5B%7B%22text%22%3A%20%22metadata.eval_id%2520%253D%2520%252209_crashpod%2522%22%2C%20%22label%22%3A%20%22metadata.eval_id%2520equals%252009_crashpod%22%2C%20%22originType%22%3A%20%22form%22%7D%5D%7D) | [๐ข 100% (1/1)](https://www.braintrust.dev/app/robustadev/p/HolmesGPT/experiments/local-benchmark-20260105-160330?c=&search=%7B%22filter%22%3A%20%5B%7B%22text%22%3A%20%22span_attributes.name%2520%253D%2520%252209_crashpod%255Bsonnet-4.5%255D%2522%22%2C%20%22label%22%3A%20%22Name%2520equals%252009_crashpod%255Bsonnet-4.5%255D%22%2C%20%22originType%22%3A%20%22form%22%7D%5D%7D) / โฑ๏ธ 47.8s / ๐ฐ $0.19 |
+
+---
+*Results are automatically generated and updated weekly. View full traces and detailed analysis in [Braintrust experiment: local-benchmark-20260105-160330](https://www.braintrust.dev/app/robustadev/p/HolmesGPT/experiments/local-benchmark-20260105-160330).*
diff --git a/docs/development/evaluations/full-benchmark-results.md b/docs/development/evaluations/full-benchmark-results.md
new file mode 100644
index 0000000000..ec58877ef9
--- /dev/null
+++ b/docs/development/evaluations/full-benchmark-results.md
@@ -0,0 +1,71 @@
+# HolmesGPT LLM Evaluation Full Benchmark Results
+
+**Generated**: 2026-01-05 16:08 UTC
+**Total Duration**: 1m 27s
+**Iterations**: 1
+**Judge (classifier) model**: gpt-4.1
+
+!!! info "Full Benchmark"
+ **Markers**: `easy or medium or hard or regression or benchmark`
+ **Schedule**: Manual / On-demand
+ **Purpose**: Comprehensive testing across all difficulty levels
+
+HolmesGPT is continuously evaluated against real-world Kubernetes and cloud troubleshooting scenarios.
+
+If you find scenarios that HolmesGPT does not perform well on, please consider adding them as evals to the benchmark.
+
+## Model Accuracy Comparison
+
+| Model | Pass | Fail | Skip/Error | Total | Success Rate |
+|-------|------|------|------------|-------|--------------|
+| sonnet-4.5 | 1 | 0 | 0 | 1 | ๐ข 100% (1/1) |
+
+## Model Cost Comparison
+
+| Model | Tests | Avg Cost | Min Cost | Max Cost | Total Cost |
+|-------|-------|----------|----------|----------|------------|
+| sonnet-4.5 | 1 | $0.15 | $0.15 | $0.15 | $0.15 |
+
+## Model Latency Comparison
+
+| Model | Avg (s) | Min (s) | Max (s) | P50 (s) | P95 (s) |
+|-------|---------|---------|---------|---------|---------|
+| sonnet-4.5 | 49.8 | 49.8 | 49.8 | 49.8 | 49.8 |
+
+## Performance by Tag
+
+Success rate by test category and model:
+
+| Tag | sonnet-4.5 | Warnings |
+|-----|-------|----------|
+| [easy](https://www.braintrust.dev/app/robustadev/p/HolmesGPT/experiments/local-benchmark-20260105-160651?c=&search=%7B%22filter%22%3A%20%5B%7B%22text%22%3A%20%22tags%2520includes%2520%255B%2522easy%2522%255D%22%2C%20%22label%22%3A%20%22Tags%2520includes%2520easy%22%2C%20%22originType%22%3A%20%22form%22%7D%5D%7D) | ๐ข 100% (1/1) | |
+| [kubernetes](https://www.braintrust.dev/app/robustadev/p/HolmesGPT/experiments/local-benchmark-20260105-160651?c=&search=%7B%22filter%22%3A%20%5B%7B%22text%22%3A%20%22tags%2520includes%2520%255B%2522kubernetes%2522%255D%22%2C%20%22label%22%3A%20%22Tags%2520includes%2520kubernetes%22%2C%20%22originType%22%3A%20%22form%22%7D%5D%7D) | ๐ข 100% (1/1) | |
+| [one-test](https://www.braintrust.dev/app/robustadev/p/HolmesGPT/experiments/local-benchmark-20260105-160651?c=&search=%7B%22filter%22%3A%20%5B%7B%22text%22%3A%20%22tags%2520includes%2520%255B%2522one-test%2522%255D%22%2C%20%22label%22%3A%20%22Tags%2520includes%2520one-test%22%2C%20%22originType%22%3A%20%22form%22%7D%5D%7D) | ๐ข 100% (1/1) | |
+| [regression](https://www.braintrust.dev/app/robustadev/p/HolmesGPT/experiments/local-benchmark-20260105-160651?c=&search=%7B%22filter%22%3A%20%5B%7B%22text%22%3A%20%22tags%2520includes%2520%255B%2522regression%2522%255D%22%2C%20%22label%22%3A%20%22Tags%2520includes%2520regression%22%2C%20%22originType%22%3A%20%22form%22%7D%5D%7D) | ๐ข 100% (1/1) | |
+| **Overall** | ๐ข 100% (1/1) | |
+
+## Raw Results
+
+Status of all evaluations across models. Color coding:
+
+- ๐ข Passing 100% (stable)
+- ๐ก Passing 1-99%
+- ๐ด Passing 0% (failing)
+- ๐ง Mock data failure (missing or invalid test data)
+- โ ๏ธ Setup failure (environment/infrastructure issue)
+- โฑ๏ธ Timeout or rate limit error
+- โญ๏ธ Test skipped (e.g., known issue or precondition not met)
+
+| Eval ID | [sonnet-4.5](https://www.braintrust.dev/app/robustadev/p/HolmesGPT/experiments/local-benchmark-20260105-160651?c=&search=%7B%22filter%22%3A%20%5B%7B%22text%22%3A%20%22metadata.model%2520%253D%2520%2522sonnet-4.5%2522%22%2C%20%22label%22%3A%20%22metadata.model%2520equals%2520sonnet-4.5%22%2C%20%22originType%22%3A%20%22form%22%7D%5D%7D) |
+|---------|-------|
+| [**09_crashpod**](https://github.com/HolmesGPT/holmesgpt/blob/master/tests/llm/fixtures/test_ask_holmes/09_crashpod/test_case.yaml) [๐](https://www.braintrust.dev/app/robustadev/p/HolmesGPT/experiments/local-benchmark-20260105-160651?c=&search=%7B%22filter%22%3A%20%5B%7B%22text%22%3A%20%22metadata.eval_id%2520%253D%2520%252209_crashpod%2522%22%2C%20%22label%22%3A%20%22metadata.eval_id%2520equals%252009_crashpod%22%2C%20%22originType%22%3A%20%22form%22%7D%5D%7D) | [๐ข](https://www.braintrust.dev/app/robustadev/p/HolmesGPT/experiments/local-benchmark-20260105-160651?c=&search=%7B%22filter%22%3A%20%5B%7B%22text%22%3A%20%22span_attributes.name%2520%253D%2520%252209_crashpod%255Bsonnet-4.5%255D%2522%22%2C%20%22label%22%3A%20%22Name%2520equals%252009_crashpod%255Bsonnet-4.5%255D%22%2C%20%22originType%22%3A%20%22form%22%7D%5D%7D) |
+| **SUMMARY** | ๐ข 100% (1/1) |
+
+## Detailed Raw Results
+
+| Eval ID | sonnet-4.5 |
+|---------|-------|
+| [09_crashpod](https://github.com/HolmesGPT/holmesgpt/blob/master/tests/llm/fixtures/test_ask_holmes/09_crashpod/test_case.yaml) [๐](https://www.braintrust.dev/app/robustadev/p/HolmesGPT/experiments/local-benchmark-20260105-160651?c=&search=%7B%22filter%22%3A%20%5B%7B%22text%22%3A%20%22metadata.eval_id%2520%253D%2520%252209_crashpod%2522%22%2C%20%22label%22%3A%20%22metadata.eval_id%2520equals%252009_crashpod%22%2C%20%22originType%22%3A%20%22form%22%7D%5D%7D) | [๐ข 100% (1/1)](https://www.braintrust.dev/app/robustadev/p/HolmesGPT/experiments/local-benchmark-20260105-160651?c=&search=%7B%22filter%22%3A%20%5B%7B%22text%22%3A%20%22span_attributes.name%2520%253D%2520%252209_crashpod%255Bsonnet-4.5%255D%2522%22%2C%20%22label%22%3A%20%22Name%2520equals%252009_crashpod%255Bsonnet-4.5%255D%22%2C%20%22originType%22%3A%20%22form%22%7D%5D%7D) / โฑ๏ธ 49.8s / ๐ฐ $0.15 |
+
+---
+*Results are automatically generated and updated weekly. View full traces and detailed analysis in [Braintrust experiment: local-benchmark-20260105-160651](https://www.braintrust.dev/app/robustadev/p/HolmesGPT/experiments/local-benchmark-20260105-160651).*
diff --git a/docs/development/evaluations/history/index.md b/docs/development/evaluations/history/index.md
index 52ad48e0fc..137f42b95d 100644
--- a/docs/development/evaluations/history/index.md
+++ b/docs/development/evaluations/history/index.md
@@ -1,9 +1,10 @@
-# Historical Evaluation Results
+# Benchmark History
-Browse through our past benchmark runs to track performance trends over time.
+Browse through past benchmark runs to track performance trends over time.
-## Weekly Results
-Regular weekly benchmark runs that track model performance over time.
+Results marked with โก are **fast benchmarks** (quick regression tests). Other results are **full benchmarks** (comprehensive test suites).
-## Extended Comparisons
-Special benchmark runs comparing multiple models and configurations.
+| Type | Markers | Purpose |
+|------|---------|---------|
+| โก Fast | `regression or benchmark` | Quick regression tests |
+| Full | `easy or medium or hard or regression or benchmark` | Comprehensive testing |
diff --git a/docs/development/evaluations/history/results_20260104_174301.md b/docs/development/evaluations/history/results_20260104_174301.md
new file mode 100644
index 0000000000..48ad60a2e3
--- /dev/null
+++ b/docs/development/evaluations/history/results_20260104_174301.md
@@ -0,0 +1,121 @@
+# โก January 04, 2026
+
+**Generated**: 2026-01-04 17:43 UTC
+**Total Duration**: 43m 0s
+**Iterations**: 5
+**Judge (classifier) model**: gpt-4.1
+
+## About this Benchmark
+
+**Fast Benchmark**: Quick regression tests using markers `regression or benchmark` - designed to run frequently and catch regressions.
+
+HolmesGPT is continuously evaluated against real-world Kubernetes and cloud troubleshooting scenarios.
+
+If you find scenarios that HolmesGPT does not perform well on, please consider adding them as evals to the benchmark.
+
+## Model Accuracy Comparison
+
+| Model | Pass | Fail | Skip/Error | Total | Success Rate |
+|-------|------|------|------------|-------|--------------|
+| deepseek-3.1 | 49 | 21 | 0 | 70 | ๐ก 70% (49/70) |
+| gpt-5 | 37 | 33 | 0 | 70 | ๐ก 53% (37/70) |
+| gpt-5.1 | 36 | 34 | 0 | 70 | ๐ก 51% (36/70) |
+| haiku-4.5 | 44 | 26 | 0 | 70 | ๐ก 63% (44/70) |
+| sonnet-4.5 | 59 | 11 | 0 | 70 | ๐ก 84% (59/70) |
+
+## Model Cost Comparison
+
+| Model | Tests | Avg Cost | Min Cost | Max Cost | Total Cost |
+|-------|-------|----------|----------|----------|------------|
+| gpt-5 | 70 | $0.06 | $0.00 | $0.28 | $4.38 |
+| gpt-5.1 | 65 | $0.11 | $0.00 | $0.39 | $7.46 |
+| haiku-4.5 | 70 | $0.04 | $0.00 | $0.11 | $2.84 |
+| sonnet-4.5 | 70 | $0.17 | $0.01 | $0.34 | $11.66 |
+
+## Model Latency Comparison
+
+| Model | Avg (s) | Min (s) | Max (s) | P50 (s) | P95 (s) |
+|-------|---------|---------|---------|---------|---------|
+| deepseek-3.1 | 87.8 | 6.6 | 167.8 | 93.2 | 143.1 |
+| gpt-5 | 33.1 | 3.7 | 639.3 | 25.7 | 46.6 |
+| gpt-5.1 | 89.1 | 6.5 | 338.4 | 74.4 | 202.3 |
+| haiku-4.5 | 27.5 | 3.1 | 59.8 | 30.4 | 42.2 |
+| sonnet-4.5 | 43.6 | 7.6 | 94.5 | 46.6 | 66.2 |
+
+## Performance by Tag
+
+Success rate by test category and model:
+
+| Tag | deepseek-3.1 | gpt-5 | gpt-5.1 | haiku-4.5 | sonnet-4.5 | Warnings |
+|-----|-------|-------|-------|-------|-------|----------|
+| [benchmark](https://www.braintrust.dev/app/robustadev/p/HolmesGPT/experiments/local-benchmark-20260101-140005?c=&search=%7B%22filter%22%3A%20%5B%7B%22text%22%3A%20%22tags%2520includes%2520%255B%2522benchmark%2522%255D%22%2C%20%22label%22%3A%20%22Tags%2520includes%2520benchmark%22%2C%20%22originType%22%3A%20%22form%22%7D%5D%7D) | ๐ก 44% (11/25) | ๐ก 48% (12/25) | ๐ก 36% (9/25) | ๐ก 28% (7/25) | ๐ก 56% (14/25) | |
+| [context_window](https://www.braintrust.dev/app/robustadev/p/HolmesGPT/experiments/local-benchmark-20260101-140005?c=&search=%7B%22filter%22%3A%20%5B%7B%22text%22%3A%20%22tags%2520includes%2520%255B%2522context_window%2522%255D%22%2C%20%22label%22%3A%20%22Tags%2520includes%2520context_window%22%2C%20%22originType%22%3A%20%22form%22%7D%5D%7D) | ๐ก 90% (9/10) | ๐ก 90% (9/10) | ๐ก 50% (5/10) | ๐ก 20% (2/10) | ๐ก 90% (9/10) | |
+| [counting](https://www.braintrust.dev/app/robustadev/p/HolmesGPT/experiments/local-benchmark-20260101-140005?c=&search=%7B%22filter%22%3A%20%5B%7B%22text%22%3A%20%22tags%2520includes%2520%255B%2522counting%2522%255D%22%2C%20%22label%22%3A%20%22Tags%2520includes%2520counting%22%2C%20%22originType%22%3A%20%22form%22%7D%5D%7D) | ๐ข 100% (5/5) | ๐ข 100% (5/5) | ๐ข 100% (5/5) | ๐ข 100% (5/5) | ๐ข 100% (5/5) | |
+| [datetime](https://www.braintrust.dev/app/robustadev/p/HolmesGPT/experiments/local-benchmark-20260101-140005?c=&search=%7B%22filter%22%3A%20%5B%7B%22text%22%3A%20%22tags%2520includes%2520%255B%2522datetime%2522%255D%22%2C%20%22label%22%3A%20%22Tags%2520includes%2520datetime%22%2C%20%22originType%22%3A%20%22form%22%7D%5D%7D) | ๐ก 87% (13/15) | ๐ก 87% (13/15) | ๐ก 67% (10/15) | ๐ก 47% (7/15) | ๐ก 93% (14/15) | |
+| [easy](https://www.braintrust.dev/app/robustadev/p/HolmesGPT/experiments/local-benchmark-20260101-140005?c=&search=%7B%22filter%22%3A%20%5B%7B%22text%22%3A%20%22tags%2520includes%2520%255B%2522easy%2522%255D%22%2C%20%22label%22%3A%20%22Tags%2520includes%2520easy%22%2C%20%22originType%22%3A%20%22form%22%7D%5D%7D) | ๐ก 89% (31/35) | ๐ก 63% (22/35) | ๐ก 66% (23/35) | ๐ก 86% (30/35) | ๐ข 100% (35/35) | |
+| [grafana-dashboard](https://www.braintrust.dev/app/robustadev/p/HolmesGPT/experiments/local-benchmark-20260101-140005?c=&search=%7B%22filter%22%3A%20%5B%7B%22text%22%3A%20%22tags%2520includes%2520%255B%2522grafana-dashboard%2522%255D%22%2C%20%22label%22%3A%20%22Tags%2520includes%2520grafana-dashboard%22%2C%20%22originType%22%3A%20%22form%22%7D%5D%7D) | ๐ด 0% (0/5) | ๐ด 0% (0/5) | ๐ด 0% (0/5) | ๐ด 0% (0/5) | ๐ด 0% (0/5) | |
+| [hard](https://www.braintrust.dev/app/robustadev/p/HolmesGPT/experiments/local-benchmark-20260101-140005?c=&search=%7B%22filter%22%3A%20%5B%7B%22text%22%3A%20%22tags%2520includes%2520%255B%2522hard%2522%255D%22%2C%20%22label%22%3A%20%22Tags%2520includes%2520hard%22%2C%20%22originType%22%3A%20%22form%22%7D%5D%7D) | ๐ด 0% (0/5) | ๐ด 0% (0/5) | ๐ด 0% (0/5) | ๐ด 0% (0/5) | ๐ด 0% (0/5) | |
+| [kubernetes](https://www.braintrust.dev/app/robustadev/p/HolmesGPT/experiments/local-benchmark-20260101-140005?c=&search=%7B%22filter%22%3A%20%5B%7B%22text%22%3A%20%22tags%2520includes%2520%255B%2522kubernetes%2522%255D%22%2C%20%22label%22%3A%20%22Tags%2520includes%2520kubernetes%22%2C%20%22originType%22%3A%20%22form%22%7D%5D%7D) | ๐ก 71% (25/35) | ๐ก 43% (15/35) | ๐ก 46% (16/35) | ๐ก 63% (22/35) | ๐ก 86% (30/35) | |
+| [logs](https://www.braintrust.dev/app/robustadev/p/HolmesGPT/experiments/local-benchmark-20260101-140005?c=&search=%7B%22filter%22%3A%20%5B%7B%22text%22%3A%20%22tags%2520includes%2520%255B%2522logs%2522%255D%22%2C%20%22label%22%3A%20%22Tags%2520includes%2520logs%22%2C%20%22originType%22%3A%20%22form%22%7D%5D%7D) | ๐ก 60% (12/20) | ๐ก 70% (14/20) | ๐ก 50% (10/20) | ๐ก 35% (7/20) | ๐ก 70% (14/20) | |
+| [loki](https://www.braintrust.dev/app/robustadev/p/HolmesGPT/experiments/local-benchmark-20260101-140005?c=&search=%7B%22filter%22%3A%20%5B%7B%22text%22%3A%20%22tags%2520includes%2520%255B%2522loki%2522%255D%22%2C%20%22label%22%3A%20%22Tags%2520includes%2520loki%22%2C%20%22originType%22%3A%20%22form%22%7D%5D%7D) | ๐ก 60% (3/5) | ๐ข 100% (5/5) | ๐ข 100% (5/5) | ๐ก 80% (4/5) | ๐ข 100% (5/5) | |
+| [medium](https://www.braintrust.dev/app/robustadev/p/HolmesGPT/experiments/local-benchmark-20260101-140005?c=&search=%7B%22filter%22%3A%20%5B%7B%22text%22%3A%20%22tags%2520includes%2520%255B%2522medium%2522%255D%22%2C%20%22label%22%3A%20%22Tags%2520includes%2520medium%22%2C%20%22originType%22%3A%20%22form%22%7D%5D%7D) | ๐ก 60% (18/30) | ๐ก 50% (15/30) | ๐ก 43% (13/30) | ๐ก 47% (14/30) | ๐ก 80% (24/30) | |
+| [metrics](https://www.braintrust.dev/app/robustadev/p/HolmesGPT/experiments/local-benchmark-20260101-140005?c=&search=%7B%22filter%22%3A%20%5B%7B%22text%22%3A%20%22tags%2520includes%2520%255B%2522metrics%2522%255D%22%2C%20%22label%22%3A%20%22Tags%2520includes%2520metrics%22%2C%20%22originType%22%3A%20%22form%22%7D%5D%7D) | ๐ด 0% (0/5) | ๐ด 0% (0/5) | ๐ด 0% (0/5) | ๐ด 0% (0/5) | ๐ด 0% (0/5) | |
+| [network](https://www.braintrust.dev/app/robustadev/p/HolmesGPT/experiments/local-benchmark-20260101-140005?c=&search=%7B%22filter%22%3A%20%5B%7B%22text%22%3A%20%22tags%2520includes%2520%255B%2522network%2522%255D%22%2C%20%22label%22%3A%20%22Tags%2520includes%2520network%22%2C%20%22originType%22%3A%20%22form%22%7D%5D%7D) | ๐ข 100% (5/5) | ๐ข 100% (5/5) | ๐ก 80% (4/5) | ๐ข 100% (5/5) | ๐ข 100% (5/5) | |
+| [one-test](https://www.braintrust.dev/app/robustadev/p/HolmesGPT/experiments/local-benchmark-20260101-140005?c=&search=%7B%22filter%22%3A%20%5B%7B%22text%22%3A%20%22tags%2520includes%2520%255B%2522one-test%2522%255D%22%2C%20%22label%22%3A%20%22Tags%2520includes%2520one-test%22%2C%20%22originType%22%3A%20%22form%22%7D%5D%7D) | ๐ข 100% (5/5) | ๐ก 40% (2/5) | ๐ก 60% (3/5) | ๐ข 100% (5/5) | ๐ข 100% (5/5) | |
+| [port-forward](https://www.braintrust.dev/app/robustadev/p/HolmesGPT/experiments/local-benchmark-20260101-140005?c=&search=%7B%22filter%22%3A%20%5B%7B%22text%22%3A%20%22tags%2520includes%2520%255B%2522port-forward%2522%255D%22%2C%20%22label%22%3A%20%22Tags%2520includes%2520port-forward%22%2C%20%22originType%22%3A%20%22form%22%7D%5D%7D) | ๐ก 30% (3/10) | ๐ก 50% (5/10) | ๐ก 50% (5/10) | ๐ก 40% (4/10) | ๐ก 50% (5/10) | |
+| [question-answer](https://www.braintrust.dev/app/robustadev/p/HolmesGPT/experiments/local-benchmark-20260101-140005?c=&search=%7B%22filter%22%3A%20%5B%7B%22text%22%3A%20%22tags%2520includes%2520%255B%2522question-answer%2522%255D%22%2C%20%22label%22%3A%20%22Tags%2520includes%2520question-answer%22%2C%20%22originType%22%3A%20%22form%22%7D%5D%7D) | ๐ด 0% (0/5) | ๐ด 0% (0/5) | ๐ด 0% (0/5) | ๐ด 0% (0/5) | ๐ด 0% (0/5) | |
+| [regression](https://www.braintrust.dev/app/robustadev/p/HolmesGPT/experiments/local-benchmark-20260101-140005?c=&search=%7B%22filter%22%3A%20%5B%7B%22text%22%3A%20%22tags%2520includes%2520%255B%2522regression%2522%255D%22%2C%20%22label%22%3A%20%22Tags%2520includes%2520regression%22%2C%20%22originType%22%3A%20%22form%22%7D%5D%7D) | ๐ก 84% (38/45) | ๐ก 56% (25/45) | ๐ก 60% (27/45) | ๐ก 82% (37/45) | ๐ข 100% (45/45) | |
+| [runbooks](https://www.braintrust.dev/app/robustadev/p/HolmesGPT/experiments/local-benchmark-20260101-140005?c=&search=%7B%22filter%22%3A%20%5B%7B%22text%22%3A%20%22tags%2520includes%2520%255B%2522runbooks%2522%255D%22%2C%20%22label%22%3A%20%22Tags%2520includes%2520runbooks%22%2C%20%22originType%22%3A%20%22form%22%7D%5D%7D) | ๐ก 40% (4/10) | ๐ก 60% (6/10) | ๐ก 60% (6/10) | ๐ก 70% (7/10) | ๐ข 100% (10/10) | |
+| **Overall** | ๐ก 70% (49/70) | ๐ก 53% (37/70) | ๐ก 51% (36/70) | ๐ก 63% (44/70) | ๐ก 84% (59/70) | |
+
+## Raw Results
+
+Status of all evaluations across models. Color coding:
+
+- ๐ข Passing 100% (stable)
+- ๐ก Passing 1-99%
+- ๐ด Passing 0% (failing)
+- ๐ง Mock data failure (missing or invalid test data)
+- โ ๏ธ Setup failure (environment/infrastructure issue)
+- โฑ๏ธ Timeout or rate limit error
+- โญ๏ธ Test skipped (e.g., known issue or precondition not met)
+
+| Eval ID | [deepseek-3.1](https://www.braintrust.dev/app/robustadev/p/HolmesGPT/experiments/local-benchmark-20260101-140005?c=&search=%7B%22filter%22%3A%20%5B%7B%22text%22%3A%20%22metadata.model%2520%253D%2520%2522deepseek-3.1%2522%22%2C%20%22label%22%3A%20%22metadata.model%2520equals%2520deepseek-3.1%22%2C%20%22originType%22%3A%20%22form%22%7D%5D%7D) | [gpt-5](https://www.braintrust.dev/app/robustadev/p/HolmesGPT/experiments/local-benchmark-20260101-140005?c=&search=%7B%22filter%22%3A%20%5B%7B%22text%22%3A%20%22metadata.model%2520%253D%2520%2522gpt-5%2522%22%2C%20%22label%22%3A%20%22metadata.model%2520equals%2520gpt-5%22%2C%20%22originType%22%3A%20%22form%22%7D%5D%7D) | [gpt-5.1](https://www.braintrust.dev/app/robustadev/p/HolmesGPT/experiments/local-benchmark-20260101-140005?c=&search=%7B%22filter%22%3A%20%5B%7B%22text%22%3A%20%22metadata.model%2520%253D%2520%2522gpt-5.1%2522%22%2C%20%22label%22%3A%20%22metadata.model%2520equals%2520gpt-5.1%22%2C%20%22originType%22%3A%20%22form%22%7D%5D%7D) | [haiku-4.5](https://www.braintrust.dev/app/robustadev/p/HolmesGPT/experiments/local-benchmark-20260101-140005?c=&search=%7B%22filter%22%3A%20%5B%7B%22text%22%3A%20%22metadata.model%2520%253D%2520%2522haiku-4.5%2522%22%2C%20%22label%22%3A%20%22metadata.model%2520equals%2520haiku-4.5%22%2C%20%22originType%22%3A%20%22form%22%7D%5D%7D) | [sonnet-4.5](https://www.braintrust.dev/app/robustadev/p/HolmesGPT/experiments/local-benchmark-20260101-140005?c=&search=%7B%22filter%22%3A%20%5B%7B%22text%22%3A%20%22metadata.model%2520%253D%2520%2522sonnet-4.5%2522%22%2C%20%22label%22%3A%20%22metadata.model%2520equals%2520sonnet-4.5%22%2C%20%22originType%22%3A%20%22form%22%7D%5D%7D) |
+|---------|-------|-------|-------|-------|-------|
+| [**09_crashpod**](https://github.com/HolmesGPT/holmesgpt/blob/master/tests/llm/fixtures/test_ask_holmes/09_crashpod/test_case.yaml) [๐](https://www.braintrust.dev/app/robustadev/p/HolmesGPT/experiments/local-benchmark-20260101-140005?c=&search=%7B%22filter%22%3A%20%5B%7B%22text%22%3A%20%22metadata.eval_id%2520%253D%2520%252209_crashpod%2522%22%2C%20%22label%22%3A%20%22metadata.eval_id%2520equals%252009_crashpod%22%2C%20%22originType%22%3A%20%22form%22%7D%5D%7D) | [๐ข](https://www.braintrust.dev/app/robustadev/p/HolmesGPT/experiments/local-benchmark-20260101-140005?c=&search=%7B%22filter%22%3A%20%5B%7B%22text%22%3A%20%22span_attributes.name%2520%253D%2520%252209_crashpod%255Bdeepseek-3.1%255D%2522%22%2C%20%22label%22%3A%20%22Name%2520equals%252009_crashpod%255Bdeepseek-3.1%255D%22%2C%20%22originType%22%3A%20%22form%22%7D%5D%7D) | [๐ก](https://www.braintrust.dev/app/robustadev/p/HolmesGPT/experiments/local-benchmark-20260101-140005?c=&search=%7B%22filter%22%3A%20%5B%7B%22text%22%3A%20%22span_attributes.name%2520%253D%2520%252209_crashpod%255Bgpt-5%255D%2522%22%2C%20%22label%22%3A%20%22Name%2520equals%252009_crashpod%255Bgpt-5%255D%22%2C%20%22originType%22%3A%20%22form%22%7D%5D%7D) | [๐ก](https://www.braintrust.dev/app/robustadev/p/HolmesGPT/experiments/local-benchmark-20260101-140005?c=&search=%7B%22filter%22%3A%20%5B%7B%22text%22%3A%20%22span_attributes.name%2520%253D%2520%252209_crashpod%255Bgpt-5.1%255D%2522%22%2C%20%22label%22%3A%20%22Name%2520equals%252009_crashpod%255Bgpt-5.1%255D%22%2C%20%22originType%22%3A%20%22form%22%7D%5D%7D) | [๐ข](https://www.braintrust.dev/app/robustadev/p/HolmesGPT/experiments/local-benchmark-20260101-140005?c=&search=%7B%22filter%22%3A%20%5B%7B%22text%22%3A%20%22span_attributes.name%2520%253D%2520%252209_crashpod%255Bhaiku-4.5%255D%2522%22%2C%20%22label%22%3A%20%22Name%2520equals%252009_crashpod%255Bhaiku-4.5%255D%22%2C%20%22originType%22%3A%20%22form%22%7D%5D%7D) | [๐ข](https://www.braintrust.dev/app/robustadev/p/HolmesGPT/experiments/local-benchmark-20260101-140005?c=&search=%7B%22filter%22%3A%20%5B%7B%22text%22%3A%20%22span_attributes.name%2520%253D%2520%252209_crashpod%255Bsonnet-4.5%255D%2522%22%2C%20%22label%22%3A%20%22Name%2520equals%252009_crashpod%255Bsonnet-4.5%255D%22%2C%20%22originType%22%3A%20%22form%22%7D%5D%7D) |
+| [**101_loki_historical_logs_pod_deleted**](https://github.com/HolmesGPT/holmesgpt/blob/master/tests/llm/fixtures/test_ask_holmes/101_loki_historical_logs_pod_deleted/test_case.yaml) [๐](https://www.braintrust.dev/app/robustadev/p/HolmesGPT/experiments/local-benchmark-20260101-140005?c=&search=%7B%22filter%22%3A%20%5B%7B%22text%22%3A%20%22metadata.eval_id%2520%253D%2520%2522101_loki_historical_logs_pod_deleted%2522%22%2C%20%22label%22%3A%20%22metadata.eval_id%2520equals%2520101_loki_historical_logs_pod_deleted%22%2C%20%22originType%22%3A%20%22form%22%7D%5D%7D) | [๐ก](https://www.braintrust.dev/app/robustadev/p/HolmesGPT/experiments/local-benchmark-20260101-140005?c=&search=%7B%22filter%22%3A%20%5B%7B%22text%22%3A%20%22span_attributes.name%2520%253D%2520%2522101_loki_historical_logs_pod_deleted%255Bdeepseek-3.1%255D%2522%22%2C%20%22label%22%3A%20%22Name%2520equals%2520101_loki_historical_logs_pod_deleted%255Bdeepseek-3.1%255D%22%2C%20%22originType%22%3A%20%22form%22%7D%5D%7D) | [๐ข](https://www.braintrust.dev/app/robustadev/p/HolmesGPT/experiments/local-benchmark-20260101-140005?c=&search=%7B%22filter%22%3A%20%5B%7B%22text%22%3A%20%22span_attributes.name%2520%253D%2520%2522101_loki_historical_logs_pod_deleted%255Bgpt-5%255D%2522%22%2C%20%22label%22%3A%20%22Name%2520equals%2520101_loki_historical_logs_pod_deleted%255Bgpt-5%255D%22%2C%20%22originType%22%3A%20%22form%22%7D%5D%7D) | [๐ข](https://www.braintrust.dev/app/robustadev/p/HolmesGPT/experiments/local-benchmark-20260101-140005?c=&search=%7B%22filter%22%3A%20%5B%7B%22text%22%3A%20%22span_attributes.name%2520%253D%2520%2522101_loki_historical_logs_pod_deleted%255Bgpt-5.1%255D%2522%22%2C%20%22label%22%3A%20%22Name%2520equals%2520101_loki_historical_logs_pod_deleted%255Bgpt-5.1%255D%22%2C%20%22originType%22%3A%20%22form%22%7D%5D%7D) | [๐ก](https://www.braintrust.dev/app/robustadev/p/HolmesGPT/experiments/local-benchmark-20260101-140005?c=&search=%7B%22filter%22%3A%20%5B%7B%22text%22%3A%20%22span_attributes.name%2520%253D%2520%2522101_loki_historical_logs_pod_deleted%255Bhaiku-4.5%255D%2522%22%2C%20%22label%22%3A%20%22Name%2520equals%2520101_loki_historical_logs_pod_deleted%255Bhaiku-4.5%255D%22%2C%20%22originType%22%3A%20%22form%22%7D%5D%7D) | [๐ข](https://www.braintrust.dev/app/robustadev/p/HolmesGPT/experiments/local-benchmark-20260101-140005?c=&search=%7B%22filter%22%3A%20%5B%7B%22text%22%3A%20%22span_attributes.name%2520%253D%2520%2522101_loki_historical_logs_pod_deleted%255Bsonnet-4.5%255D%2522%22%2C%20%22label%22%3A%20%22Name%2520equals%2520101_loki_historical_logs_pod_deleted%255Bsonnet-4.5%255D%22%2C%20%22originType%22%3A%20%22form%22%7D%5D%7D) |
+| [**108_logs_nearby_lines**](https://github.com/HolmesGPT/holmesgpt/blob/master/tests/llm/fixtures/test_ask_holmes/108_logs_nearby_lines/test_case.yaml) [๐](https://www.braintrust.dev/app/robustadev/p/HolmesGPT/experiments/local-benchmark-20260101-140005?c=&search=%7B%22filter%22%3A%20%5B%7B%22text%22%3A%20%22metadata.eval_id%2520%253D%2520%2522108_logs_nearby_lines%2522%22%2C%20%22label%22%3A%20%22metadata.eval_id%2520equals%2520108_logs_nearby_lines%22%2C%20%22originType%22%3A%20%22form%22%7D%5D%7D) | [๐ด](https://www.braintrust.dev/app/robustadev/p/HolmesGPT/experiments/local-benchmark-20260101-140005?c=&search=%7B%22filter%22%3A%20%5B%7B%22text%22%3A%20%22span_attributes.name%2520%253D%2520%2522108_logs_nearby_lines%255Bdeepseek-3.1%255D%2522%22%2C%20%22label%22%3A%20%22Name%2520equals%2520108_logs_nearby_lines%255Bdeepseek-3.1%255D%22%2C%20%22originType%22%3A%20%22form%22%7D%5D%7D) | [๐ด](https://www.braintrust.dev/app/robustadev/p/HolmesGPT/experiments/local-benchmark-20260101-140005?c=&search=%7B%22filter%22%3A%20%5B%7B%22text%22%3A%20%22span_attributes.name%2520%253D%2520%2522108_logs_nearby_lines%255Bgpt-5%255D%2522%22%2C%20%22label%22%3A%20%22Name%2520equals%2520108_logs_nearby_lines%255Bgpt-5%255D%22%2C%20%22originType%22%3A%20%22form%22%7D%5D%7D) | [๐ด](https://www.braintrust.dev/app/robustadev/p/HolmesGPT/experiments/local-benchmark-20260101-140005?c=&search=%7B%22filter%22%3A%20%5B%7B%22text%22%3A%20%22span_attributes.name%2520%253D%2520%2522108_logs_nearby_lines%255Bgpt-5.1%255D%2522%22%2C%20%22label%22%3A%20%22Name%2520equals%2520108_logs_nearby_lines%255Bgpt-5.1%255D%22%2C%20%22originType%22%3A%20%22form%22%7D%5D%7D) | [๐ก](https://www.braintrust.dev/app/robustadev/p/HolmesGPT/experiments/local-benchmark-20260101-140005?c=&search=%7B%22filter%22%3A%20%5B%7B%22text%22%3A%20%22span_attributes.name%2520%253D%2520%2522108_logs_nearby_lines%255Bhaiku-4.5%255D%2522%22%2C%20%22label%22%3A%20%22Name%2520equals%2520108_logs_nearby_lines%255Bhaiku-4.5%255D%22%2C%20%22originType%22%3A%20%22form%22%7D%5D%7D) | [๐ด](https://www.braintrust.dev/app/robustadev/p/HolmesGPT/experiments/local-benchmark-20260101-140005?c=&search=%7B%22filter%22%3A%20%5B%7B%22text%22%3A%20%22span_attributes.name%2520%253D%2520%2522108_logs_nearby_lines%255Bsonnet-4.5%255D%2522%22%2C%20%22label%22%3A%20%22Name%2520equals%2520108_logs_nearby_lines%255Bsonnet-4.5%255D%22%2C%20%22originType%22%3A%20%22form%22%7D%5D%7D) |
+| [**111_pod_names_contain_service**](https://github.com/HolmesGPT/holmesgpt/blob/master/tests/llm/fixtures/test_ask_holmes/111_pod_names_contain_service/test_case.yaml) [๐](https://www.braintrust.dev/app/robustadev/p/HolmesGPT/experiments/local-benchmark-20260101-140005?c=&search=%7B%22filter%22%3A%20%5B%7B%22text%22%3A%20%22metadata.eval_id%2520%253D%2520%2522111_pod_names_contain_service%2522%22%2C%20%22label%22%3A%20%22metadata.eval_id%2520equals%2520111_pod_names_contain_service%22%2C%20%22originType%22%3A%20%22form%22%7D%5D%7D) | [๐ข](https://www.braintrust.dev/app/robustadev/p/HolmesGPT/experiments/local-benchmark-20260101-140005?c=&search=%7B%22filter%22%3A%20%5B%7B%22text%22%3A%20%22span_attributes.name%2520%253D%2520%2522111_pod_names_contain_service%255Bdeepseek-3.1%255D%2522%22%2C%20%22label%22%3A%20%22Name%2520equals%2520111_pod_names_contain_service%255Bdeepseek-3.1%255D%22%2C%20%22originType%22%3A%20%22form%22%7D%5D%7D) | [๐ด](https://www.braintrust.dev/app/robustadev/p/HolmesGPT/experiments/local-benchmark-20260101-140005?c=&search=%7B%22filter%22%3A%20%5B%7B%22text%22%3A%20%22span_attributes.name%2520%253D%2520%2522111_pod_names_contain_service%255Bgpt-5%255D%2522%22%2C%20%22label%22%3A%20%22Name%2520equals%2520111_pod_names_contain_service%255Bgpt-5%255D%22%2C%20%22originType%22%3A%20%22form%22%7D%5D%7D) | [๐ก](https://www.braintrust.dev/app/robustadev/p/HolmesGPT/experiments/local-benchmark-20260101-140005?c=&search=%7B%22filter%22%3A%20%5B%7B%22text%22%3A%20%22span_attributes.name%2520%253D%2520%2522111_pod_names_contain_service%255Bgpt-5.1%255D%2522%22%2C%20%22label%22%3A%20%22Name%2520equals%2520111_pod_names_contain_service%255Bgpt-5.1%255D%22%2C%20%22originType%22%3A%20%22form%22%7D%5D%7D) | [๐ก](https://www.braintrust.dev/app/robustadev/p/HolmesGPT/experiments/local-benchmark-20260101-140005?c=&search=%7B%22filter%22%3A%20%5B%7B%22text%22%3A%20%22span_attributes.name%2520%253D%2520%2522111_pod_names_contain_service%255Bhaiku-4.5%255D%2522%22%2C%20%22label%22%3A%20%22Name%2520equals%2520111_pod_names_contain_service%255Bhaiku-4.5%255D%22%2C%20%22originType%22%3A%20%22form%22%7D%5D%7D) | [๐ข](https://www.braintrust.dev/app/robustadev/p/HolmesGPT/experiments/local-benchmark-20260101-140005?c=&search=%7B%22filter%22%3A%20%5B%7B%22text%22%3A%20%22span_attributes.name%2520%253D%2520%2522111_pod_names_contain_service%255Bsonnet-4.5%255D%2522%22%2C%20%22label%22%3A%20%22Name%2520equals%2520111_pod_names_contain_service%255Bsonnet-4.5%255D%22%2C%20%22originType%22%3A%20%22form%22%7D%5D%7D) |
+| [**12_job_crashing**](https://github.com/HolmesGPT/holmesgpt/blob/master/tests/llm/fixtures/test_ask_holmes/12_job_crashing/test_case.yaml) [๐](https://www.braintrust.dev/app/robustadev/p/HolmesGPT/experiments/local-benchmark-20260101-140005?c=&search=%7B%22filter%22%3A%20%5B%7B%22text%22%3A%20%22metadata.eval_id%2520%253D%2520%252212_job_crashing%2522%22%2C%20%22label%22%3A%20%22metadata.eval_id%2520equals%252012_job_crashing%22%2C%20%22originType%22%3A%20%22form%22%7D%5D%7D) | [๐ก](https://www.braintrust.dev/app/robustadev/p/HolmesGPT/experiments/local-benchmark-20260101-140005?c=&search=%7B%22filter%22%3A%20%5B%7B%22text%22%3A%20%22span_attributes.name%2520%253D%2520%252212_job_crashing%255Bdeepseek-3.1%255D%2522%22%2C%20%22label%22%3A%20%22Name%2520equals%252012_job_crashing%255Bdeepseek-3.1%255D%22%2C%20%22originType%22%3A%20%22form%22%7D%5D%7D) | [๐ก](https://www.braintrust.dev/app/robustadev/p/HolmesGPT/experiments/local-benchmark-20260101-140005?c=&search=%7B%22filter%22%3A%20%5B%7B%22text%22%3A%20%22span_attributes.name%2520%253D%2520%252212_job_crashing%255Bgpt-5%255D%2522%22%2C%20%22label%22%3A%20%22Name%2520equals%252012_job_crashing%255Bgpt-5%255D%22%2C%20%22originType%22%3A%20%22form%22%7D%5D%7D) | [๐ก](https://www.braintrust.dev/app/robustadev/p/HolmesGPT/experiments/local-benchmark-20260101-140005?c=&search=%7B%22filter%22%3A%20%5B%7B%22text%22%3A%20%22span_attributes.name%2520%253D%2520%252212_job_crashing%255Bgpt-5.1%255D%2522%22%2C%20%22label%22%3A%20%22Name%2520equals%252012_job_crashing%255Bgpt-5.1%255D%22%2C%20%22originType%22%3A%20%22form%22%7D%5D%7D) | [๐ข](https://www.braintrust.dev/app/robustadev/p/HolmesGPT/experiments/local-benchmark-20260101-140005?c=&search=%7B%22filter%22%3A%20%5B%7B%22text%22%3A%20%22span_attributes.name%2520%253D%2520%252212_job_crashing%255Bhaiku-4.5%255D%2522%22%2C%20%22label%22%3A%20%22Name%2520equals%252012_job_crashing%255Bhaiku-4.5%255D%22%2C%20%22originType%22%3A%20%22form%22%7D%5D%7D) | [๐ข](https://www.braintrust.dev/app/robustadev/p/HolmesGPT/experiments/local-benchmark-20260101-140005?c=&search=%7B%22filter%22%3A%20%5B%7B%22text%22%3A%20%22span_attributes.name%2520%253D%2520%252212_job_crashing%255Bsonnet-4.5%255D%2522%22%2C%20%22label%22%3A%20%22Name%2520equals%252012_job_crashing%255Bsonnet-4.5%255D%22%2C%20%22originType%22%3A%20%22form%22%7D%5D%7D) |
+| [**162_get_runbooks**](https://github.com/HolmesGPT/holmesgpt/blob/master/tests/llm/fixtures/test_ask_holmes/162_get_runbooks/test_case.yaml) [๐](https://www.braintrust.dev/app/robustadev/p/HolmesGPT/experiments/local-benchmark-20260101-140005?c=&search=%7B%22filter%22%3A%20%5B%7B%22text%22%3A%20%22metadata.eval_id%2520%253D%2520%2522162_get_runbooks%2522%22%2C%20%22label%22%3A%20%22metadata.eval_id%2520equals%2520162_get_runbooks%22%2C%20%22originType%22%3A%20%22form%22%7D%5D%7D) | [๐ก](https://www.braintrust.dev/app/robustadev/p/HolmesGPT/experiments/local-benchmark-20260101-140005?c=&search=%7B%22filter%22%3A%20%5B%7B%22text%22%3A%20%22span_attributes.name%2520%253D%2520%2522162_get_runbooks%255Bdeepseek-3.1%255D%2522%22%2C%20%22label%22%3A%20%22Name%2520equals%2520162_get_runbooks%255Bdeepseek-3.1%255D%22%2C%20%22originType%22%3A%20%22form%22%7D%5D%7D) | [๐ก](https://www.braintrust.dev/app/robustadev/p/HolmesGPT/experiments/local-benchmark-20260101-140005?c=&search=%7B%22filter%22%3A%20%5B%7B%22text%22%3A%20%22span_attributes.name%2520%253D%2520%2522162_get_runbooks%255Bgpt-5%255D%2522%22%2C%20%22label%22%3A%20%22Name%2520equals%2520162_get_runbooks%255Bgpt-5%255D%22%2C%20%22originType%22%3A%20%22form%22%7D%5D%7D) | [๐ก](https://www.braintrust.dev/app/robustadev/p/HolmesGPT/experiments/local-benchmark-20260101-140005?c=&search=%7B%22filter%22%3A%20%5B%7B%22text%22%3A%20%22span_attributes.name%2520%253D%2520%2522162_get_runbooks%255Bgpt-5.1%255D%2522%22%2C%20%22label%22%3A%20%22Name%2520equals%2520162_get_runbooks%255Bgpt-5.1%255D%22%2C%20%22originType%22%3A%20%22form%22%7D%5D%7D) | [๐ก](https://www.braintrust.dev/app/robustadev/p/HolmesGPT/experiments/local-benchmark-20260101-140005?c=&search=%7B%22filter%22%3A%20%5B%7B%22text%22%3A%20%22span_attributes.name%2520%253D%2520%2522162_get_runbooks%255Bhaiku-4.5%255D%2522%22%2C%20%22label%22%3A%20%22Name%2520equals%2520162_get_runbooks%255Bhaiku-4.5%255D%22%2C%20%22originType%22%3A%20%22form%22%7D%5D%7D) | [๐ข](https://www.braintrust.dev/app/robustadev/p/HolmesGPT/experiments/local-benchmark-20260101-140005?c=&search=%7B%22filter%22%3A%20%5B%7B%22text%22%3A%20%22span_attributes.name%2520%253D%2520%2522162_get_runbooks%255Bsonnet-4.5%255D%2522%22%2C%20%22label%22%3A%20%22Name%2520equals%2520162_get_runbooks%255Bsonnet-4.5%255D%22%2C%20%22originType%22%3A%20%22form%22%7D%5D%7D) |
+| [**176_network_policy_blocking_traffic_no_runbooks**](https://github.com/HolmesGPT/holmesgpt/blob/master/tests/llm/fixtures/test_ask_holmes/176_network_policy_blocking_traffic_no_runbooks/test_case.yaml) [๐](https://www.braintrust.dev/app/robustadev/p/HolmesGPT/experiments/local-benchmark-20260101-140005?c=&search=%7B%22filter%22%3A%20%5B%7B%22text%22%3A%20%22metadata.eval_id%2520%253D%2520%2522176_network_policy_blocking_traffic_no_runbooks%2522%22%2C%20%22label%22%3A%20%22metadata.eval_id%2520equals%2520176_network_policy_blocking_traffic_no_runbooks%22%2C%20%22originType%22%3A%20%22form%22%7D%5D%7D) | [๐ข](https://www.braintrust.dev/app/robustadev/p/HolmesGPT/experiments/local-benchmark-20260101-140005?c=&search=%7B%22filter%22%3A%20%5B%7B%22text%22%3A%20%22span_attributes.name%2520%253D%2520%2522176_network_policy_blocking_traffic_no_runbooks%255Bdeepseek-3.1%255D%2522%22%2C%20%22label%22%3A%20%22Name%2520equals%2520176_network_policy_blocking_traffic_no_runbooks%255Bdeepseek-3.1%255D%22%2C%20%22originType%22%3A%20%22form%22%7D%5D%7D) | [๐ข](https://www.braintrust.dev/app/robustadev/p/HolmesGPT/experiments/local-benchmark-20260101-140005?c=&search=%7B%22filter%22%3A%20%5B%7B%22text%22%3A%20%22span_attributes.name%2520%253D%2520%2522176_network_policy_blocking_traffic_no_runbooks%255Bgpt-5%255D%2522%22%2C%20%22label%22%3A%20%22Name%2520equals%2520176_network_policy_blocking_traffic_no_runbooks%255Bgpt-5%255D%22%2C%20%22originType%22%3A%20%22form%22%7D%5D%7D) | [๐ก](https://www.braintrust.dev/app/robustadev/p/HolmesGPT/experiments/local-benchmark-20260101-140005?c=&search=%7B%22filter%22%3A%20%5B%7B%22text%22%3A%20%22span_attributes.name%2520%253D%2520%2522176_network_policy_blocking_traffic_no_runbooks%255Bgpt-5.1%255D%2522%22%2C%20%22label%22%3A%20%22Name%2520equals%2520176_network_policy_blocking_traffic_no_runbooks%255Bgpt-5.1%255D%22%2C%20%22originType%22%3A%20%22form%22%7D%5D%7D) | [๐ข](https://www.braintrust.dev/app/robustadev/p/HolmesGPT/experiments/local-benchmark-20260101-140005?c=&search=%7B%22filter%22%3A%20%5B%7B%22text%22%3A%20%22span_attributes.name%2520%253D%2520%2522176_network_policy_blocking_traffic_no_runbooks%255Bhaiku-4.5%255D%2522%22%2C%20%22label%22%3A%20%22Name%2520equals%2520176_network_policy_blocking_traffic_no_runbooks%255Bhaiku-4.5%255D%22%2C%20%22originType%22%3A%20%22form%22%7D%5D%7D) | [๐ข](https://www.braintrust.dev/app/robustadev/p/HolmesGPT/experiments/local-benchmark-20260101-140005?c=&search=%7B%22filter%22%3A%20%5B%7B%22text%22%3A%20%22span_attributes.name%2520%253D%2520%2522176_network_policy_blocking_traffic_no_runbooks%255Bsonnet-4.5%255D%2522%22%2C%20%22label%22%3A%20%22Name%2520equals%2520176_network_policy_blocking_traffic_no_runbooks%255Bsonnet-4.5%255D%22%2C%20%22originType%22%3A%20%22form%22%7D%5D%7D) |
+| [**179_grafana_big_dashboard_query**](https://github.com/HolmesGPT/holmesgpt/blob/master/tests/llm/fixtures/test_ask_holmes/179_grafana_big_dashboard_query/test_case.yaml) [๐](https://www.braintrust.dev/app/robustadev/p/HolmesGPT/experiments/local-benchmark-20260101-140005?c=&search=%7B%22filter%22%3A%20%5B%7B%22text%22%3A%20%22metadata.eval_id%2520%253D%2520%2522179_grafana_big_dashboard_query%2522%22%2C%20%22label%22%3A%20%22metadata.eval_id%2520equals%2520179_grafana_big_dashboard_query%22%2C%20%22originType%22%3A%20%22form%22%7D%5D%7D) | [๐ด](https://www.braintrust.dev/app/robustadev/p/HolmesGPT/experiments/local-benchmark-20260101-140005?c=&search=%7B%22filter%22%3A%20%5B%7B%22text%22%3A%20%22span_attributes.name%2520%253D%2520%2522179_grafana_big_dashboard_query%255Bdeepseek-3.1%255D%2522%22%2C%20%22label%22%3A%20%22Name%2520equals%2520179_grafana_big_dashboard_query%255Bdeepseek-3.1%255D%22%2C%20%22originType%22%3A%20%22form%22%7D%5D%7D) | [๐ด](https://www.braintrust.dev/app/robustadev/p/HolmesGPT/experiments/local-benchmark-20260101-140005?c=&search=%7B%22filter%22%3A%20%5B%7B%22text%22%3A%20%22span_attributes.name%2520%253D%2520%2522179_grafana_big_dashboard_query%255Bgpt-5%255D%2522%22%2C%20%22label%22%3A%20%22Name%2520equals%2520179_grafana_big_dashboard_query%255Bgpt-5%255D%22%2C%20%22originType%22%3A%20%22form%22%7D%5D%7D) | [๐ด](https://www.braintrust.dev/app/robustadev/p/HolmesGPT/experiments/local-benchmark-20260101-140005?c=&search=%7B%22filter%22%3A%20%5B%7B%22text%22%3A%20%22span_attributes.name%2520%253D%2520%2522179_grafana_big_dashboard_query%255Bgpt-5.1%255D%2522%22%2C%20%22label%22%3A%20%22Name%2520equals%2520179_grafana_big_dashboard_query%255Bgpt-5.1%255D%22%2C%20%22originType%22%3A%20%22form%22%7D%5D%7D) | [๐ด](https://www.braintrust.dev/app/robustadev/p/HolmesGPT/experiments/local-benchmark-20260101-140005?c=&search=%7B%22filter%22%3A%20%5B%7B%22text%22%3A%20%22span_attributes.name%2520%253D%2520%2522179_grafana_big_dashboard_query%255Bhaiku-4.5%255D%2522%22%2C%20%22label%22%3A%20%22Name%2520equals%2520179_grafana_big_dashboard_query%255Bhaiku-4.5%255D%22%2C%20%22originType%22%3A%20%22form%22%7D%5D%7D) | [๐ด](https://www.braintrust.dev/app/robustadev/p/HolmesGPT/experiments/local-benchmark-20260101-140005?c=&search=%7B%22filter%22%3A%20%5B%7B%22text%22%3A%20%22span_attributes.name%2520%253D%2520%2522179_grafana_big_dashboard_query%255Bsonnet-4.5%255D%2522%22%2C%20%22label%22%3A%20%22Name%2520equals%2520179_grafana_big_dashboard_query%255Bsonnet-4.5%255D%22%2C%20%22originType%22%3A%20%22form%22%7D%5D%7D) |
+| [**24_misconfigured_pvc**](https://github.com/HolmesGPT/holmesgpt/blob/master/tests/llm/fixtures/test_ask_holmes/24_misconfigured_pvc/test_case.yaml) [๐](https://www.braintrust.dev/app/robustadev/p/HolmesGPT/experiments/local-benchmark-20260101-140005?c=&search=%7B%22filter%22%3A%20%5B%7B%22text%22%3A%20%22metadata.eval_id%2520%253D%2520%252224_misconfigured_pvc%2522%22%2C%20%22label%22%3A%20%22metadata.eval_id%2520equals%252024_misconfigured_pvc%22%2C%20%22originType%22%3A%20%22form%22%7D%5D%7D) | [๐ข](https://www.braintrust.dev/app/robustadev/p/HolmesGPT/experiments/local-benchmark-20260101-140005?c=&search=%7B%22filter%22%3A%20%5B%7B%22text%22%3A%20%22span_attributes.name%2520%253D%2520%252224_misconfigured_pvc%255Bdeepseek-3.1%255D%2522%22%2C%20%22label%22%3A%20%22Name%2520equals%252024_misconfigured_pvc%255Bdeepseek-3.1%255D%22%2C%20%22originType%22%3A%20%22form%22%7D%5D%7D) | [๐ด](https://www.braintrust.dev/app/robustadev/p/HolmesGPT/experiments/local-benchmark-20260101-140005?c=&search=%7B%22filter%22%3A%20%5B%7B%22text%22%3A%20%22span_attributes.name%2520%253D%2520%252224_misconfigured_pvc%255Bgpt-5%255D%2522%22%2C%20%22label%22%3A%20%22Name%2520equals%252024_misconfigured_pvc%255Bgpt-5%255D%22%2C%20%22originType%22%3A%20%22form%22%7D%5D%7D) | [๐ด](https://www.braintrust.dev/app/robustadev/p/HolmesGPT/experiments/local-benchmark-20260101-140005?c=&search=%7B%22filter%22%3A%20%5B%7B%22text%22%3A%20%22span_attributes.name%2520%253D%2520%252224_misconfigured_pvc%255Bgpt-5.1%255D%2522%22%2C%20%22label%22%3A%20%22Name%2520equals%252024_misconfigured_pvc%255Bgpt-5.1%255D%22%2C%20%22originType%22%3A%20%22form%22%7D%5D%7D) | [๐ก](https://www.braintrust.dev/app/robustadev/p/HolmesGPT/experiments/local-benchmark-20260101-140005?c=&search=%7B%22filter%22%3A%20%5B%7B%22text%22%3A%20%22span_attributes.name%2520%253D%2520%252224_misconfigured_pvc%255Bhaiku-4.5%255D%2522%22%2C%20%22label%22%3A%20%22Name%2520equals%252024_misconfigured_pvc%255Bhaiku-4.5%255D%22%2C%20%22originType%22%3A%20%22form%22%7D%5D%7D) | [๐ข](https://www.braintrust.dev/app/robustadev/p/HolmesGPT/experiments/local-benchmark-20260101-140005?c=&search=%7B%22filter%22%3A%20%5B%7B%22text%22%3A%20%22span_attributes.name%2520%253D%2520%252224_misconfigured_pvc%255Bsonnet-4.5%255D%2522%22%2C%20%22label%22%3A%20%22Name%2520equals%252024_misconfigured_pvc%255Bsonnet-4.5%255D%22%2C%20%22originType%22%3A%20%22form%22%7D%5D%7D) |
+| [**43_current_datetime_from_prompt**](https://github.com/HolmesGPT/holmesgpt/blob/master/tests/llm/fixtures/test_ask_holmes/43_current_datetime_from_prompt/test_case.yaml) [๐](https://www.braintrust.dev/app/robustadev/p/HolmesGPT/experiments/local-benchmark-20260101-140005?c=&search=%7B%22filter%22%3A%20%5B%7B%22text%22%3A%20%22metadata.eval_id%2520%253D%2520%252243_current_datetime_from_prompt%2522%22%2C%20%22label%22%3A%20%22metadata.eval_id%2520equals%252043_current_datetime_from_prompt%22%2C%20%22originType%22%3A%20%22form%22%7D%5D%7D) | [๐ก](https://www.braintrust.dev/app/robustadev/p/HolmesGPT/experiments/local-benchmark-20260101-140005?c=&search=%7B%22filter%22%3A%20%5B%7B%22text%22%3A%20%22span_attributes.name%2520%253D%2520%252243_current_datetime_from_prompt%255Bdeepseek-3.1%255D%2522%22%2C%20%22label%22%3A%20%22Name%2520equals%252043_current_datetime_from_prompt%255Bdeepseek-3.1%255D%22%2C%20%22originType%22%3A%20%22form%22%7D%5D%7D) | [๐ก](https://www.braintrust.dev/app/robustadev/p/HolmesGPT/experiments/local-benchmark-20260101-140005?c=&search=%7B%22filter%22%3A%20%5B%7B%22text%22%3A%20%22span_attributes.name%2520%253D%2520%252243_current_datetime_from_prompt%255Bgpt-5%255D%2522%22%2C%20%22label%22%3A%20%22Name%2520equals%252043_current_datetime_from_prompt%255Bgpt-5%255D%22%2C%20%22originType%22%3A%20%22form%22%7D%5D%7D) | [๐ข](https://www.braintrust.dev/app/robustadev/p/HolmesGPT/experiments/local-benchmark-20260101-140005?c=&search=%7B%22filter%22%3A%20%5B%7B%22text%22%3A%20%22span_attributes.name%2520%253D%2520%252243_current_datetime_from_prompt%255Bgpt-5.1%255D%2522%22%2C%20%22label%22%3A%20%22Name%2520equals%252043_current_datetime_from_prompt%255Bgpt-5.1%255D%22%2C%20%22originType%22%3A%20%22form%22%7D%5D%7D) | [๐ข](https://www.braintrust.dev/app/robustadev/p/HolmesGPT/experiments/local-benchmark-20260101-140005?c=&search=%7B%22filter%22%3A%20%5B%7B%22text%22%3A%20%22span_attributes.name%2520%253D%2520%252243_current_datetime_from_prompt%255Bhaiku-4.5%255D%2522%22%2C%20%22label%22%3A%20%22Name%2520equals%252043_current_datetime_from_prompt%255Bhaiku-4.5%255D%22%2C%20%22originType%22%3A%20%22form%22%7D%5D%7D) | [๐ข](https://www.braintrust.dev/app/robustadev/p/HolmesGPT/experiments/local-benchmark-20260101-140005?c=&search=%7B%22filter%22%3A%20%5B%7B%22text%22%3A%20%22span_attributes.name%2520%253D%2520%252243_current_datetime_from_prompt%255Bsonnet-4.5%255D%2522%22%2C%20%22label%22%3A%20%22Name%2520equals%252043_current_datetime_from_prompt%255Bsonnet-4.5%255D%22%2C%20%22originType%22%3A%20%22form%22%7D%5D%7D) |
+| [**61_exact_match_counting**](https://github.com/HolmesGPT/holmesgpt/blob/master/tests/llm/fixtures/test_ask_holmes/61_exact_match_counting/test_case.yaml) [๐](https://www.braintrust.dev/app/robustadev/p/HolmesGPT/experiments/local-benchmark-20260101-140005?c=&search=%7B%22filter%22%3A%20%5B%7B%22text%22%3A%20%22metadata.eval_id%2520%253D%2520%252261_exact_match_counting%2522%22%2C%20%22label%22%3A%20%22metadata.eval_id%2520equals%252061_exact_match_counting%22%2C%20%22originType%22%3A%20%22form%22%7D%5D%7D) | [๐ข](https://www.braintrust.dev/app/robustadev/p/HolmesGPT/experiments/local-benchmark-20260101-140005?c=&search=%7B%22filter%22%3A%20%5B%7B%22text%22%3A%20%22span_attributes.name%2520%253D%2520%252261_exact_match_counting%255Bdeepseek-3.1%255D%2522%22%2C%20%22label%22%3A%20%22Name%2520equals%252061_exact_match_counting%255Bdeepseek-3.1%255D%22%2C%20%22originType%22%3A%20%22form%22%7D%5D%7D) | [๐ข](https://www.braintrust.dev/app/robustadev/p/HolmesGPT/experiments/local-benchmark-20260101-140005?c=&search=%7B%22filter%22%3A%20%5B%7B%22text%22%3A%20%22span_attributes.name%2520%253D%2520%252261_exact_match_counting%255Bgpt-5%255D%2522%22%2C%20%22label%22%3A%20%22Name%2520equals%252061_exact_match_counting%255Bgpt-5%255D%22%2C%20%22originType%22%3A%20%22form%22%7D%5D%7D) | [๐ข](https://www.braintrust.dev/app/robustadev/p/HolmesGPT/experiments/local-benchmark-20260101-140005?c=&search=%7B%22filter%22%3A%20%5B%7B%22text%22%3A%20%22span_attributes.name%2520%253D%2520%252261_exact_match_counting%255Bgpt-5.1%255D%2522%22%2C%20%22label%22%3A%20%22Name%2520equals%252061_exact_match_counting%255Bgpt-5.1%255D%22%2C%20%22originType%22%3A%20%22form%22%7D%5D%7D) | [๐ข](https://www.braintrust.dev/app/robustadev/p/HolmesGPT/experiments/local-benchmark-20260101-140005?c=&search=%7B%22filter%22%3A%20%5B%7B%22text%22%3A%20%22span_attributes.name%2520%253D%2520%252261_exact_match_counting%255Bhaiku-4.5%255D%2522%22%2C%20%22label%22%3A%20%22Name%2520equals%252061_exact_match_counting%255Bhaiku-4.5%255D%22%2C%20%22originType%22%3A%20%22form%22%7D%5D%7D) | [๐ข](https://www.braintrust.dev/app/robustadev/p/HolmesGPT/experiments/local-benchmark-20260101-140005?c=&search=%7B%22filter%22%3A%20%5B%7B%22text%22%3A%20%22span_attributes.name%2520%253D%2520%252261_exact_match_counting%255Bsonnet-4.5%255D%2522%22%2C%20%22label%22%3A%20%22Name%2520equals%252061_exact_match_counting%255Bsonnet-4.5%255D%22%2C%20%22originType%22%3A%20%22form%22%7D%5D%7D) |
+| [**73a_time_window_anomaly**](https://github.com/HolmesGPT/holmesgpt/blob/master/tests/llm/fixtures/test_ask_holmes/73a_time_window_anomaly/test_case.yaml) [๐](https://www.braintrust.dev/app/robustadev/p/HolmesGPT/experiments/local-benchmark-20260101-140005?c=&search=%7B%22filter%22%3A%20%5B%7B%22text%22%3A%20%22metadata.eval_id%2520%253D%2520%252273a_time_window_anomaly%2522%22%2C%20%22label%22%3A%20%22metadata.eval_id%2520equals%252073a_time_window_anomaly%22%2C%20%22originType%22%3A%20%22form%22%7D%5D%7D) | [๐ก](https://www.braintrust.dev/app/robustadev/p/HolmesGPT/experiments/local-benchmark-20260101-140005?c=&search=%7B%22filter%22%3A%20%5B%7B%22text%22%3A%20%22span_attributes.name%2520%253D%2520%252273a_time_window_anomaly%255Bdeepseek-3.1%255D%2522%22%2C%20%22label%22%3A%20%22Name%2520equals%252073a_time_window_anomaly%255Bdeepseek-3.1%255D%22%2C%20%22originType%22%3A%20%22form%22%7D%5D%7D) | [๐ข](https://www.braintrust.dev/app/robustadev/p/HolmesGPT/experiments/local-benchmark-20260101-140005?c=&search=%7B%22filter%22%3A%20%5B%7B%22text%22%3A%20%22span_attributes.name%2520%253D%2520%252273a_time_window_anomaly%255Bgpt-5%255D%2522%22%2C%20%22label%22%3A%20%22Name%2520equals%252073a_time_window_anomaly%255Bgpt-5%255D%22%2C%20%22originType%22%3A%20%22form%22%7D%5D%7D) | [๐ก](https://www.braintrust.dev/app/robustadev/p/HolmesGPT/experiments/local-benchmark-20260101-140005?c=&search=%7B%22filter%22%3A%20%5B%7B%22text%22%3A%20%22span_attributes.name%2520%253D%2520%252273a_time_window_anomaly%255Bgpt-5.1%255D%2522%22%2C%20%22label%22%3A%20%22Name%2520equals%252073a_time_window_anomaly%255Bgpt-5.1%255D%22%2C%20%22originType%22%3A%20%22form%22%7D%5D%7D) | [๐ก](https://www.braintrust.dev/app/robustadev/p/HolmesGPT/experiments/local-benchmark-20260101-140005?c=&search=%7B%22filter%22%3A%20%5B%7B%22text%22%3A%20%22span_attributes.name%2520%253D%2520%252273a_time_window_anomaly%255Bhaiku-4.5%255D%2522%22%2C%20%22label%22%3A%20%22Name%2520equals%252073a_time_window_anomaly%255Bhaiku-4.5%255D%22%2C%20%22originType%22%3A%20%22form%22%7D%5D%7D) | [๐ก](https://www.braintrust.dev/app/robustadev/p/HolmesGPT/experiments/local-benchmark-20260101-140005?c=&search=%7B%22filter%22%3A%20%5B%7B%22text%22%3A%20%22span_attributes.name%2520%253D%2520%252273a_time_window_anomaly%255Bsonnet-4.5%255D%2522%22%2C%20%22label%22%3A%20%22Name%2520equals%252073a_time_window_anomaly%255Bsonnet-4.5%255D%22%2C%20%22originType%22%3A%20%22form%22%7D%5D%7D) |
+| [**73b_time_window_anomaly**](https://github.com/HolmesGPT/holmesgpt/blob/master/tests/llm/fixtures/test_ask_holmes/73b_time_window_anomaly/test_case.yaml) [๐](https://www.braintrust.dev/app/robustadev/p/HolmesGPT/experiments/local-benchmark-20260101-140005?c=&search=%7B%22filter%22%3A%20%5B%7B%22text%22%3A%20%22metadata.eval_id%2520%253D%2520%252273b_time_window_anomaly%2522%22%2C%20%22label%22%3A%20%22metadata.eval_id%2520equals%252073b_time_window_anomaly%22%2C%20%22originType%22%3A%20%22form%22%7D%5D%7D) | [๐ข](https://www.braintrust.dev/app/robustadev/p/HolmesGPT/experiments/local-benchmark-20260101-140005?c=&search=%7B%22filter%22%3A%20%5B%7B%22text%22%3A%20%22span_attributes.name%2520%253D%2520%252273b_time_window_anomaly%255Bdeepseek-3.1%255D%2522%22%2C%20%22label%22%3A%20%22Name%2520equals%252073b_time_window_anomaly%255Bdeepseek-3.1%255D%22%2C%20%22originType%22%3A%20%22form%22%7D%5D%7D) | [๐ก](https://www.braintrust.dev/app/robustadev/p/HolmesGPT/experiments/local-benchmark-20260101-140005?c=&search=%7B%22filter%22%3A%20%5B%7B%22text%22%3A%20%22span_attributes.name%2520%253D%2520%252273b_time_window_anomaly%255Bgpt-5%255D%2522%22%2C%20%22label%22%3A%20%22Name%2520equals%252073b_time_window_anomaly%255Bgpt-5%255D%22%2C%20%22originType%22%3A%20%22form%22%7D%5D%7D) | [๐ก](https://www.braintrust.dev/app/robustadev/p/HolmesGPT/experiments/local-benchmark-20260101-140005?c=&search=%7B%22filter%22%3A%20%5B%7B%22text%22%3A%20%22span_attributes.name%2520%253D%2520%252273b_time_window_anomaly%255Bgpt-5.1%255D%2522%22%2C%20%22label%22%3A%20%22Name%2520equals%252073b_time_window_anomaly%255Bgpt-5.1%255D%22%2C%20%22originType%22%3A%20%22form%22%7D%5D%7D) | [๐ก](https://www.braintrust.dev/app/robustadev/p/HolmesGPT/experiments/local-benchmark-20260101-140005?c=&search=%7B%22filter%22%3A%20%5B%7B%22text%22%3A%20%22span_attributes.name%2520%253D%2520%252273b_time_window_anomaly%255Bhaiku-4.5%255D%2522%22%2C%20%22label%22%3A%20%22Name%2520equals%252073b_time_window_anomaly%255Bhaiku-4.5%255D%22%2C%20%22originType%22%3A%20%22form%22%7D%5D%7D) | [๐ข](https://www.braintrust.dev/app/robustadev/p/HolmesGPT/experiments/local-benchmark-20260101-140005?c=&search=%7B%22filter%22%3A%20%5B%7B%22text%22%3A%20%22span_attributes.name%2520%253D%2520%252273b_time_window_anomaly%255Bsonnet-4.5%255D%2522%22%2C%20%22label%22%3A%20%22Name%2520equals%252073b_time_window_anomaly%255Bsonnet-4.5%255D%22%2C%20%22originType%22%3A%20%22form%22%7D%5D%7D) |
+| [**96_no_matching_runbook**](https://github.com/HolmesGPT/holmesgpt/blob/master/tests/llm/fixtures/test_ask_holmes/96_no_matching_runbook/test_case.yaml) [๐](https://www.braintrust.dev/app/robustadev/p/HolmesGPT/experiments/local-benchmark-20260101-140005?c=&search=%7B%22filter%22%3A%20%5B%7B%22text%22%3A%20%22metadata.eval_id%2520%253D%2520%252296_no_matching_runbook%2522%22%2C%20%22label%22%3A%20%22metadata.eval_id%2520equals%252096_no_matching_runbook%22%2C%20%22originType%22%3A%20%22form%22%7D%5D%7D) | [๐ก](https://www.braintrust.dev/app/robustadev/p/HolmesGPT/experiments/local-benchmark-20260101-140005?c=&search=%7B%22filter%22%3A%20%5B%7B%22text%22%3A%20%22span_attributes.name%2520%253D%2520%252296_no_matching_runbook%255Bdeepseek-3.1%255D%2522%22%2C%20%22label%22%3A%20%22Name%2520equals%252096_no_matching_runbook%255Bdeepseek-3.1%255D%22%2C%20%22originType%22%3A%20%22form%22%7D%5D%7D) | [๐ก](https://www.braintrust.dev/app/robustadev/p/HolmesGPT/experiments/local-benchmark-20260101-140005?c=&search=%7B%22filter%22%3A%20%5B%7B%22text%22%3A%20%22span_attributes.name%2520%253D%2520%252296_no_matching_runbook%255Bgpt-5%255D%2522%22%2C%20%22label%22%3A%20%22Name%2520equals%252096_no_matching_runbook%255Bgpt-5%255D%22%2C%20%22originType%22%3A%20%22form%22%7D%5D%7D) | [๐ก](https://www.braintrust.dev/app/robustadev/p/HolmesGPT/experiments/local-benchmark-20260101-140005?c=&search=%7B%22filter%22%3A%20%5B%7B%22text%22%3A%20%22span_attributes.name%2520%253D%2520%252296_no_matching_runbook%255Bgpt-5.1%255D%2522%22%2C%20%22label%22%3A%20%22Name%2520equals%252096_no_matching_runbook%255Bgpt-5.1%255D%22%2C%20%22originType%22%3A%20%22form%22%7D%5D%7D) | [๐ก](https://www.braintrust.dev/app/robustadev/p/HolmesGPT/experiments/local-benchmark-20260101-140005?c=&search=%7B%22filter%22%3A%20%5B%7B%22text%22%3A%20%22span_attributes.name%2520%253D%2520%252296_no_matching_runbook%255Bhaiku-4.5%255D%2522%22%2C%20%22label%22%3A%20%22Name%2520equals%252096_no_matching_runbook%255Bhaiku-4.5%255D%22%2C%20%22originType%22%3A%20%22form%22%7D%5D%7D) | [๐ข](https://www.braintrust.dev/app/robustadev/p/HolmesGPT/experiments/local-benchmark-20260101-140005?c=&search=%7B%22filter%22%3A%20%5B%7B%22text%22%3A%20%22span_attributes.name%2520%253D%2520%252296_no_matching_runbook%255Bsonnet-4.5%255D%2522%22%2C%20%22label%22%3A%20%22Name%2520equals%252096_no_matching_runbook%255Bsonnet-4.5%255D%22%2C%20%22originType%22%3A%20%22form%22%7D%5D%7D) |
+| **SUMMARY** | ๐ก 70% (49/70) | ๐ก 53% (37/70) | ๐ก 51% (36/70) | ๐ก 63% (44/70) | ๐ก 84% (59/70) |
+
+## Detailed Raw Results
+
+| Eval ID | deepseek-3.1 | gpt-5 | gpt-5.1 | haiku-4.5 | sonnet-4.5 |
+|---------|-------|-------|-------|-------|-------|
+| [09_crashpod](https://github.com/HolmesGPT/holmesgpt/blob/master/tests/llm/fixtures/test_ask_holmes/09_crashpod/test_case.yaml) [๐](https://www.braintrust.dev/app/robustadev/p/HolmesGPT/experiments/local-benchmark-20260101-140005?c=&search=%7B%22filter%22%3A%20%5B%7B%22text%22%3A%20%22metadata.eval_id%2520%253D%2520%252209_crashpod%2522%22%2C%20%22label%22%3A%20%22metadata.eval_id%2520equals%252009_crashpod%22%2C%20%22originType%22%3A%20%22form%22%7D%5D%7D) | [๐ข 100% (5/5)](https://www.braintrust.dev/app/robustadev/p/HolmesGPT/experiments/local-benchmark-20260101-140005?c=&search=%7B%22filter%22%3A%20%5B%7B%22text%22%3A%20%22span_attributes.name%2520%253D%2520%252209_crashpod%255Bdeepseek-3.1%255D%2522%22%2C%20%22label%22%3A%20%22Name%2520equals%252009_crashpod%255Bdeepseek-3.1%255D%22%2C%20%22originType%22%3A%20%22form%22%7D%5D%7D) / โฑ๏ธ 83.5s | [๐ก 40% (2/5)](https://www.braintrust.dev/app/robustadev/p/HolmesGPT/experiments/local-benchmark-20260101-140005?c=&search=%7B%22filter%22%3A%20%5B%7B%22text%22%3A%20%22span_attributes.name%2520%253D%2520%252209_crashpod%255Bgpt-5%255D%2522%22%2C%20%22label%22%3A%20%22Name%2520equals%252009_crashpod%255Bgpt-5%255D%22%2C%20%22originType%22%3A%20%22form%22%7D%5D%7D) / โฑ๏ธ 15.1s / ๐ฐ $0.04 | [๐ก 60% (3/5)](https://www.braintrust.dev/app/robustadev/p/HolmesGPT/experiments/local-benchmark-20260101-140005?c=&search=%7B%22filter%22%3A%20%5B%7B%22text%22%3A%20%22span_attributes.name%2520%253D%2520%252209_crashpod%255Bgpt-5.1%255D%2522%22%2C%20%22label%22%3A%20%22Name%2520equals%252009_crashpod%255Bgpt-5.1%255D%22%2C%20%22originType%22%3A%20%22form%22%7D%5D%7D) / โฑ๏ธ 49.8s / ๐ฐ $0.06 | [๐ข 100% (5/5)](https://www.braintrust.dev/app/robustadev/p/HolmesGPT/experiments/local-benchmark-20260101-140005?c=&search=%7B%22filter%22%3A%20%5B%7B%22text%22%3A%20%22span_attributes.name%2520%253D%2520%252209_crashpod%255Bhaiku-4.5%255D%2522%22%2C%20%22label%22%3A%20%22Name%2520equals%252009_crashpod%255Bhaiku-4.5%255D%22%2C%20%22originType%22%3A%20%22form%22%7D%5D%7D) / โฑ๏ธ 26.4s / ๐ฐ $0.03 | [๐ข 100% (5/5)](https://www.braintrust.dev/app/robustadev/p/HolmesGPT/experiments/local-benchmark-20260101-140005?c=&search=%7B%22filter%22%3A%20%5B%7B%22text%22%3A%20%22span_attributes.name%2520%253D%2520%252209_crashpod%255Bsonnet-4.5%255D%2522%22%2C%20%22label%22%3A%20%22Name%2520equals%252009_crashpod%255Bsonnet-4.5%255D%22%2C%20%22originType%22%3A%20%22form%22%7D%5D%7D) / โฑ๏ธ 38.1s / ๐ฐ $0.13 |
+| [101_loki_historical_logs_pod_deleted](https://github.com/HolmesGPT/holmesgpt/blob/master/tests/llm/fixtures/test_ask_holmes/101_loki_historical_logs_pod_deleted/test_case.yaml) [๐](https://www.braintrust.dev/app/robustadev/p/HolmesGPT/experiments/local-benchmark-20260101-140005?c=&search=%7B%22filter%22%3A%20%5B%7B%22text%22%3A%20%22metadata.eval_id%2520%253D%2520%2522101_loki_historical_logs_pod_deleted%2522%22%2C%20%22label%22%3A%20%22metadata.eval_id%2520equals%2520101_loki_historical_logs_pod_deleted%22%2C%20%22originType%22%3A%20%22form%22%7D%5D%7D) | [๐ก 60% (3/5)](https://www.braintrust.dev/app/robustadev/p/HolmesGPT/experiments/local-benchmark-20260101-140005?c=&search=%7B%22filter%22%3A%20%5B%7B%22text%22%3A%20%22span_attributes.name%2520%253D%2520%2522101_loki_historical_logs_pod_deleted%255Bdeepseek-3.1%255D%2522%22%2C%20%22label%22%3A%20%22Name%2520equals%2520101_loki_historical_logs_pod_deleted%255Bdeepseek-3.1%255D%22%2C%20%22originType%22%3A%20%22form%22%7D%5D%7D) / โฑ๏ธ 110.9s | [๐ข 100% (5/5)](https://www.braintrust.dev/app/robustadev/p/HolmesGPT/experiments/local-benchmark-20260101-140005?c=&search=%7B%22filter%22%3A%20%5B%7B%22text%22%3A%20%22span_attributes.name%2520%253D%2520%2522101_loki_historical_logs_pod_deleted%255Bgpt-5%255D%2522%22%2C%20%22label%22%3A%20%22Name%2520equals%2520101_loki_historical_logs_pod_deleted%255Bgpt-5%255D%22%2C%20%22originType%22%3A%20%22form%22%7D%5D%7D) / โฑ๏ธ 29.9s / ๐ฐ $0.08 | [๐ข 100% (5/5)](https://www.braintrust.dev/app/robustadev/p/HolmesGPT/experiments/local-benchmark-20260101-140005?c=&search=%7B%22filter%22%3A%20%5B%7B%22text%22%3A%20%22span_attributes.name%2520%253D%2520%2522101_loki_historical_logs_pod_deleted%255Bgpt-5.1%255D%2522%22%2C%20%22label%22%3A%20%22Name%2520equals%2520101_loki_historical_logs_pod_deleted%255Bgpt-5.1%255D%22%2C%20%22originType%22%3A%20%22form%22%7D%5D%7D) / โฑ๏ธ 196.8s / ๐ฐ $0.24 | [๐ก 80% (4/5)](https://www.braintrust.dev/app/robustadev/p/HolmesGPT/experiments/local-benchmark-20260101-140005?c=&search=%7B%22filter%22%3A%20%5B%7B%22text%22%3A%20%22span_attributes.name%2520%253D%2520%2522101_loki_historical_logs_pod_deleted%255Bhaiku-4.5%255D%2522%22%2C%20%22label%22%3A%20%22Name%2520equals%2520101_loki_historical_logs_pod_deleted%255Bhaiku-4.5%255D%22%2C%20%22originType%22%3A%20%22form%22%7D%5D%7D) / โฑ๏ธ 36.0s / ๐ฐ $0.05 | [๐ข 100% (5/5)](https://www.braintrust.dev/app/robustadev/p/HolmesGPT/experiments/local-benchmark-20260101-140005?c=&search=%7B%22filter%22%3A%20%5B%7B%22text%22%3A%20%22span_attributes.name%2520%253D%2520%2522101_loki_historical_logs_pod_deleted%255Bsonnet-4.5%255D%2522%22%2C%20%22label%22%3A%20%22Name%2520equals%2520101_loki_historical_logs_pod_deleted%255Bsonnet-4.5%255D%22%2C%20%22originType%22%3A%20%22form%22%7D%5D%7D) / โฑ๏ธ 45.9s / ๐ฐ $0.17 |
+| [108_logs_nearby_lines](https://github.com/HolmesGPT/holmesgpt/blob/master/tests/llm/fixtures/test_ask_holmes/108_logs_nearby_lines/test_case.yaml) [๐](https://www.braintrust.dev/app/robustadev/p/HolmesGPT/experiments/local-benchmark-20260101-140005?c=&search=%7B%22filter%22%3A%20%5B%7B%22text%22%3A%20%22metadata.eval_id%2520%253D%2520%2522108_logs_nearby_lines%2522%22%2C%20%22label%22%3A%20%22metadata.eval_id%2520equals%2520108_logs_nearby_lines%22%2C%20%22originType%22%3A%20%22form%22%7D%5D%7D) | [๐ด 0% (0/5)](https://www.braintrust.dev/app/robustadev/p/HolmesGPT/experiments/local-benchmark-20260101-140005?c=&search=%7B%22filter%22%3A%20%5B%7B%22text%22%3A%20%22span_attributes.name%2520%253D%2520%2522108_logs_nearby_lines%255Bdeepseek-3.1%255D%2522%22%2C%20%22label%22%3A%20%22Name%2520equals%2520108_logs_nearby_lines%255Bdeepseek-3.1%255D%22%2C%20%22originType%22%3A%20%22form%22%7D%5D%7D) / โฑ๏ธ 134.4s | [๐ด 0% (0/5)](https://www.braintrust.dev/app/robustadev/p/HolmesGPT/experiments/local-benchmark-20260101-140005?c=&search=%7B%22filter%22%3A%20%5B%7B%22text%22%3A%20%22span_attributes.name%2520%253D%2520%2522108_logs_nearby_lines%255Bgpt-5%255D%2522%22%2C%20%22label%22%3A%20%22Name%2520equals%2520108_logs_nearby_lines%255Bgpt-5%255D%22%2C%20%22originType%22%3A%20%22form%22%7D%5D%7D) / โฑ๏ธ 33.2s / ๐ฐ $0.09 | [๐ด 0% (0/5)](https://www.braintrust.dev/app/robustadev/p/HolmesGPT/experiments/local-benchmark-20260101-140005?c=&search=%7B%22filter%22%3A%20%5B%7B%22text%22%3A%20%22span_attributes.name%2520%253D%2520%2522108_logs_nearby_lines%255Bgpt-5.1%255D%2522%22%2C%20%22label%22%3A%20%22Name%2520equals%2520108_logs_nearby_lines%255Bgpt-5.1%255D%22%2C%20%22originType%22%3A%20%22form%22%7D%5D%7D) / โฑ๏ธ 131.9s / ๐ฐ $0.18 | [๐ก 20% (1/5)](https://www.braintrust.dev/app/robustadev/p/HolmesGPT/experiments/local-benchmark-20260101-140005?c=&search=%7B%22filter%22%3A%20%5B%7B%22text%22%3A%20%22span_attributes.name%2520%253D%2520%2522108_logs_nearby_lines%255Bhaiku-4.5%255D%2522%22%2C%20%22label%22%3A%20%22Name%2520equals%2520108_logs_nearby_lines%255Bhaiku-4.5%255D%22%2C%20%22originType%22%3A%20%22form%22%7D%5D%7D) / โฑ๏ธ 36.5s / ๐ฐ $0.06 | [๐ด 0% (0/5)](https://www.braintrust.dev/app/robustadev/p/HolmesGPT/experiments/local-benchmark-20260101-140005?c=&search=%7B%22filter%22%3A%20%5B%7B%22text%22%3A%20%22span_attributes.name%2520%253D%2520%2522108_logs_nearby_lines%255Bsonnet-4.5%255D%2522%22%2C%20%22label%22%3A%20%22Name%2520equals%2520108_logs_nearby_lines%255Bsonnet-4.5%255D%22%2C%20%22originType%22%3A%20%22form%22%7D%5D%7D) / โฑ๏ธ 63.4s / ๐ฐ $0.21 |
+| [111_pod_names_contain_service](https://github.com/HolmesGPT/holmesgpt/blob/master/tests/llm/fixtures/test_ask_holmes/111_pod_names_contain_service/test_case.yaml) [๐](https://www.braintrust.dev/app/robustadev/p/HolmesGPT/experiments/local-benchmark-20260101-140005?c=&search=%7B%22filter%22%3A%20%5B%7B%22text%22%3A%20%22metadata.eval_id%2520%253D%2520%2522111_pod_names_contain_service%2522%22%2C%20%22label%22%3A%20%22metadata.eval_id%2520equals%2520111_pod_names_contain_service%22%2C%20%22originType%22%3A%20%22form%22%7D%5D%7D) | [๐ข 100% (5/5)](https://www.braintrust.dev/app/robustadev/p/HolmesGPT/experiments/local-benchmark-20260101-140005?c=&search=%7B%22filter%22%3A%20%5B%7B%22text%22%3A%20%22span_attributes.name%2520%253D%2520%2522111_pod_names_contain_service%255Bdeepseek-3.1%255D%2522%22%2C%20%22label%22%3A%20%22Name%2520equals%2520111_pod_names_contain_service%255Bdeepseek-3.1%255D%22%2C%20%22originType%22%3A%20%22form%22%7D%5D%7D) / โฑ๏ธ 95.7s | [๐ด 0% (0/5)](https://www.braintrust.dev/app/robustadev/p/HolmesGPT/experiments/local-benchmark-20260101-140005?c=&search=%7B%22filter%22%3A%20%5B%7B%22text%22%3A%20%22span_attributes.name%2520%253D%2520%2522111_pod_names_contain_service%255Bgpt-5%255D%2522%22%2C%20%22label%22%3A%20%22Name%2520equals%2520111_pod_names_contain_service%255Bgpt-5%255D%22%2C%20%22originType%22%3A%20%22form%22%7D%5D%7D) / โฑ๏ธ 12.4s / ๐ฐ $0.02 | [๐ก 40% (2/5)](https://www.braintrust.dev/app/robustadev/p/HolmesGPT/experiments/local-benchmark-20260101-140005?c=&search=%7B%22filter%22%3A%20%5B%7B%22text%22%3A%20%22span_attributes.name%2520%253D%2520%2522111_pod_names_contain_service%255Bgpt-5.1%255D%2522%22%2C%20%22label%22%3A%20%22Name%2520equals%2520111_pod_names_contain_service%255Bgpt-5.1%255D%22%2C%20%22originType%22%3A%20%22form%22%7D%5D%7D) / โฑ๏ธ 67.5s / ๐ฐ $0.07 | [๐ก 80% (4/5)](https://www.braintrust.dev/app/robustadev/p/HolmesGPT/experiments/local-benchmark-20260101-140005?c=&search=%7B%22filter%22%3A%20%5B%7B%22text%22%3A%20%22span_attributes.name%2520%253D%2520%2522111_pod_names_contain_service%255Bhaiku-4.5%255D%2522%22%2C%20%22label%22%3A%20%22Name%2520equals%2520111_pod_names_contain_service%255Bhaiku-4.5%255D%22%2C%20%22originType%22%3A%20%22form%22%7D%5D%7D) / โฑ๏ธ 24.0s / ๐ฐ $0.03 | [๐ข 100% (5/5)](https://www.braintrust.dev/app/robustadev/p/HolmesGPT/experiments/local-benchmark-20260101-140005?c=&search=%7B%22filter%22%3A%20%5B%7B%22text%22%3A%20%22span_attributes.name%2520%253D%2520%2522111_pod_names_contain_service%255Bsonnet-4.5%255D%2522%22%2C%20%22label%22%3A%20%22Name%2520equals%2520111_pod_names_contain_service%255Bsonnet-4.5%255D%22%2C%20%22originType%22%3A%20%22form%22%7D%5D%7D) / โฑ๏ธ 53.5s / ๐ฐ $0.23 |
+| [12_job_crashing](https://github.com/HolmesGPT/holmesgpt/blob/master/tests/llm/fixtures/test_ask_holmes/12_job_crashing/test_case.yaml) [๐](https://www.braintrust.dev/app/robustadev/p/HolmesGPT/experiments/local-benchmark-20260101-140005?c=&search=%7B%22filter%22%3A%20%5B%7B%22text%22%3A%20%22metadata.eval_id%2520%253D%2520%252212_job_crashing%2522%22%2C%20%22label%22%3A%20%22metadata.eval_id%2520equals%252012_job_crashing%22%2C%20%22originType%22%3A%20%22form%22%7D%5D%7D) | [๐ก 80% (4/5)](https://www.braintrust.dev/app/robustadev/p/HolmesGPT/experiments/local-benchmark-20260101-140005?c=&search=%7B%22filter%22%3A%20%5B%7B%22text%22%3A%20%22span_attributes.name%2520%253D%2520%252212_job_crashing%255Bdeepseek-3.1%255D%2522%22%2C%20%22label%22%3A%20%22Name%2520equals%252012_job_crashing%255Bdeepseek-3.1%255D%22%2C%20%22originType%22%3A%20%22form%22%7D%5D%7D) / โฑ๏ธ 95.0s | [๐ก 20% (1/5)](https://www.braintrust.dev/app/robustadev/p/HolmesGPT/experiments/local-benchmark-20260101-140005?c=&search=%7B%22filter%22%3A%20%5B%7B%22text%22%3A%20%22span_attributes.name%2520%253D%2520%252212_job_crashing%255Bgpt-5%255D%2522%22%2C%20%22label%22%3A%20%22Name%2520equals%252012_job_crashing%255Bgpt-5%255D%22%2C%20%22originType%22%3A%20%22form%22%7D%5D%7D) / โฑ๏ธ 31.4s / ๐ฐ $0.07 | [๐ก 20% (1/5)](https://www.braintrust.dev/app/robustadev/p/HolmesGPT/experiments/local-benchmark-20260101-140005?c=&search=%7B%22filter%22%3A%20%5B%7B%22text%22%3A%20%22span_attributes.name%2520%253D%2520%252212_job_crashing%255Bgpt-5.1%255D%2522%22%2C%20%22label%22%3A%20%22Name%2520equals%252012_job_crashing%255Bgpt-5.1%255D%22%2C%20%22originType%22%3A%20%22form%22%7D%5D%7D) / โฑ๏ธ 85.4s / ๐ฐ $0.11 | [๐ข 100% (5/5)](https://www.braintrust.dev/app/robustadev/p/HolmesGPT/experiments/local-benchmark-20260101-140005?c=&search=%7B%22filter%22%3A%20%5B%7B%22text%22%3A%20%22span_attributes.name%2520%253D%2520%252212_job_crashing%255Bhaiku-4.5%255D%2522%22%2C%20%22label%22%3A%20%22Name%2520equals%252012_job_crashing%255Bhaiku-4.5%255D%22%2C%20%22originType%22%3A%20%22form%22%7D%5D%7D) / โฑ๏ธ 31.0s / ๐ฐ $0.04 | [๐ข 100% (5/5)](https://www.braintrust.dev/app/robustadev/p/HolmesGPT/experiments/local-benchmark-20260101-140005?c=&search=%7B%22filter%22%3A%20%5B%7B%22text%22%3A%20%22span_attributes.name%2520%253D%2520%252212_job_crashing%255Bsonnet-4.5%255D%2522%22%2C%20%22label%22%3A%20%22Name%2520equals%252012_job_crashing%255Bsonnet-4.5%255D%22%2C%20%22originType%22%3A%20%22form%22%7D%5D%7D) / โฑ๏ธ 48.8s / ๐ฐ $0.16 |
+| [162_get_runbooks](https://github.com/HolmesGPT/holmesgpt/blob/master/tests/llm/fixtures/test_ask_holmes/162_get_runbooks/test_case.yaml) [๐](https://www.braintrust.dev/app/robustadev/p/HolmesGPT/experiments/local-benchmark-20260101-140005?c=&search=%7B%22filter%22%3A%20%5B%7B%22text%22%3A%20%22metadata.eval_id%2520%253D%2520%2522162_get_runbooks%2522%22%2C%20%22label%22%3A%20%22metadata.eval_id%2520equals%2520162_get_runbooks%22%2C%20%22originType%22%3A%20%22form%22%7D%5D%7D) | [๐ก 40% (2/5)](https://www.braintrust.dev/app/robustadev/p/HolmesGPT/experiments/local-benchmark-20260101-140005?c=&search=%7B%22filter%22%3A%20%5B%7B%22text%22%3A%20%22span_attributes.name%2520%253D%2520%2522162_get_runbooks%255Bdeepseek-3.1%255D%2522%22%2C%20%22label%22%3A%20%22Name%2520equals%2520162_get_runbooks%255Bdeepseek-3.1%255D%22%2C%20%22originType%22%3A%20%22form%22%7D%5D%7D) / โฑ๏ธ 82.2s | [๐ก 60% (3/5)](https://www.braintrust.dev/app/robustadev/p/HolmesGPT/experiments/local-benchmark-20260101-140005?c=&search=%7B%22filter%22%3A%20%5B%7B%22text%22%3A%20%22span_attributes.name%2520%253D%2520%2522162_get_runbooks%255Bgpt-5%255D%2522%22%2C%20%22label%22%3A%20%22Name%2520equals%2520162_get_runbooks%255Bgpt-5%255D%22%2C%20%22originType%22%3A%20%22form%22%7D%5D%7D) / โฑ๏ธ 159.8s / ๐ฐ $0.13 | [๐ก 40% (2/5)](https://www.braintrust.dev/app/robustadev/p/HolmesGPT/experiments/local-benchmark-20260101-140005?c=&search=%7B%22filter%22%3A%20%5B%7B%22text%22%3A%20%22span_attributes.name%2520%253D%2520%2522162_get_runbooks%255Bgpt-5.1%255D%2522%22%2C%20%22label%22%3A%20%22Name%2520equals%2520162_get_runbooks%255Bgpt-5.1%255D%22%2C%20%22originType%22%3A%20%22form%22%7D%5D%7D) / โฑ๏ธ 96.1s / ๐ฐ $0.12 | [๐ก 60% (3/5)](https://www.braintrust.dev/app/robustadev/p/HolmesGPT/experiments/local-benchmark-20260101-140005?c=&search=%7B%22filter%22%3A%20%5B%7B%22text%22%3A%20%22span_attributes.name%2520%253D%2520%2522162_get_runbooks%255Bhaiku-4.5%255D%2522%22%2C%20%22label%22%3A%20%22Name%2520equals%2520162_get_runbooks%255Bhaiku-4.5%255D%22%2C%20%22originType%22%3A%20%22form%22%7D%5D%7D) / โฑ๏ธ 36.0s / ๐ฐ $0.07 | [๐ข 100% (5/5)](https://www.braintrust.dev/app/robustadev/p/HolmesGPT/experiments/local-benchmark-20260101-140005?c=&search=%7B%22filter%22%3A%20%5B%7B%22text%22%3A%20%22span_attributes.name%2520%253D%2520%2522162_get_runbooks%255Bsonnet-4.5%255D%2522%22%2C%20%22label%22%3A%20%22Name%2520equals%2520162_get_runbooks%255Bsonnet-4.5%255D%22%2C%20%22originType%22%3A%20%22form%22%7D%5D%7D) / โฑ๏ธ 50.5s / ๐ฐ $0.21 |
+| [176_network_policy_blocking_traffic_no_runbooks](https://github.com/HolmesGPT/holmesgpt/blob/master/tests/llm/fixtures/test_ask_holmes/176_network_policy_blocking_traffic_no_runbooks/test_case.yaml) [๐](https://www.braintrust.dev/app/robustadev/p/HolmesGPT/experiments/local-benchmark-20260101-140005?c=&search=%7B%22filter%22%3A%20%5B%7B%22text%22%3A%20%22metadata.eval_id%2520%253D%2520%2522176_network_policy_blocking_traffic_no_runbooks%2522%22%2C%20%22label%22%3A%20%22metadata.eval_id%2520equals%2520176_network_policy_blocking_traffic_no_runbooks%22%2C%20%22originType%22%3A%20%22form%22%7D%5D%7D) | [๐ข 100% (5/5)](https://www.braintrust.dev/app/robustadev/p/HolmesGPT/experiments/local-benchmark-20260101-140005?c=&search=%7B%22filter%22%3A%20%5B%7B%22text%22%3A%20%22span_attributes.name%2520%253D%2520%2522176_network_policy_blocking_traffic_no_runbooks%255Bdeepseek-3.1%255D%2522%22%2C%20%22label%22%3A%20%22Name%2520equals%2520176_network_policy_blocking_traffic_no_runbooks%255Bdeepseek-3.1%255D%22%2C%20%22originType%22%3A%20%22form%22%7D%5D%7D) / โฑ๏ธ 93.0s | [๐ข 100% (5/5)](https://www.braintrust.dev/app/robustadev/p/HolmesGPT/experiments/local-benchmark-20260101-140005?c=&search=%7B%22filter%22%3A%20%5B%7B%22text%22%3A%20%22span_attributes.name%2520%253D%2520%2522176_network_policy_blocking_traffic_no_runbooks%255Bgpt-5%255D%2522%22%2C%20%22label%22%3A%20%22Name%2520equals%2520176_network_policy_blocking_traffic_no_runbooks%255Bgpt-5%255D%22%2C%20%22originType%22%3A%20%22form%22%7D%5D%7D) / โฑ๏ธ 35.3s / ๐ฐ $0.09 | [๐ก 80% (4/5)](https://www.braintrust.dev/app/robustadev/p/HolmesGPT/experiments/local-benchmark-20260101-140005?c=&search=%7B%22filter%22%3A%20%5B%7B%22text%22%3A%20%22span_attributes.name%2520%253D%2520%2522176_network_policy_blocking_traffic_no_runbooks%255Bgpt-5.1%255D%2522%22%2C%20%22label%22%3A%20%22Name%2520equals%2520176_network_policy_blocking_traffic_no_runbooks%255Bgpt-5.1%255D%22%2C%20%22originType%22%3A%20%22form%22%7D%5D%7D) / โฑ๏ธ 91.9s / ๐ฐ $0.11 | [๐ข 100% (5/5)](https://www.braintrust.dev/app/robustadev/p/HolmesGPT/experiments/local-benchmark-20260101-140005?c=&search=%7B%22filter%22%3A%20%5B%7B%22text%22%3A%20%22span_attributes.name%2520%253D%2520%2522176_network_policy_blocking_traffic_no_runbooks%255Bhaiku-4.5%255D%2522%22%2C%20%22label%22%3A%20%22Name%2520equals%2520176_network_policy_blocking_traffic_no_runbooks%255Bhaiku-4.5%255D%22%2C%20%22originType%22%3A%20%22form%22%7D%5D%7D) / โฑ๏ธ 37.8s / ๐ฐ $0.06 | [๐ข 100% (5/5)](https://www.braintrust.dev/app/robustadev/p/HolmesGPT/experiments/local-benchmark-20260101-140005?c=&search=%7B%22filter%22%3A%20%5B%7B%22text%22%3A%20%22span_attributes.name%2520%253D%2520%2522176_network_policy_blocking_traffic_no_runbooks%255Bsonnet-4.5%255D%2522%22%2C%20%22label%22%3A%20%22Name%2520equals%2520176_network_policy_blocking_traffic_no_runbooks%255Bsonnet-4.5%255D%22%2C%20%22originType%22%3A%20%22form%22%7D%5D%7D) / โฑ๏ธ 49.4s / ๐ฐ $0.21 |
+| [179_grafana_big_dashboard_query](https://github.com/HolmesGPT/holmesgpt/blob/master/tests/llm/fixtures/test_ask_holmes/179_grafana_big_dashboard_query/test_case.yaml) [๐](https://www.braintrust.dev/app/robustadev/p/HolmesGPT/experiments/local-benchmark-20260101-140005?c=&search=%7B%22filter%22%3A%20%5B%7B%22text%22%3A%20%22metadata.eval_id%2520%253D%2520%2522179_grafana_big_dashboard_query%2522%22%2C%20%22label%22%3A%20%22metadata.eval_id%2520equals%2520179_grafana_big_dashboard_query%22%2C%20%22originType%22%3A%20%22form%22%7D%5D%7D) | [๐ด 0% (0/5)](https://www.braintrust.dev/app/robustadev/p/HolmesGPT/experiments/local-benchmark-20260101-140005?c=&search=%7B%22filter%22%3A%20%5B%7B%22text%22%3A%20%22span_attributes.name%2520%253D%2520%2522179_grafana_big_dashboard_query%255Bdeepseek-3.1%255D%2522%22%2C%20%22label%22%3A%20%22Name%2520equals%2520179_grafana_big_dashboard_query%255Bdeepseek-3.1%255D%22%2C%20%22originType%22%3A%20%22form%22%7D%5D%7D) / โฑ๏ธ 94.4s | [๐ด 0% (0/5)](https://www.braintrust.dev/app/robustadev/p/HolmesGPT/experiments/local-benchmark-20260101-140005?c=&search=%7B%22filter%22%3A%20%5B%7B%22text%22%3A%20%22span_attributes.name%2520%253D%2520%2522179_grafana_big_dashboard_query%255Bgpt-5%255D%2522%22%2C%20%22label%22%3A%20%22Name%2520equals%2520179_grafana_big_dashboard_query%255Bgpt-5%255D%22%2C%20%22originType%22%3A%20%22form%22%7D%5D%7D) / โฑ๏ธ 21.2s / ๐ฐ $0.04 | [๐ด 0% (0/5)](https://www.braintrust.dev/app/robustadev/p/HolmesGPT/experiments/local-benchmark-20260101-140005?c=&search=%7B%22filter%22%3A%20%5B%7B%22text%22%3A%20%22span_attributes.name%2520%253D%2520%2522179_grafana_big_dashboard_query%255Bgpt-5.1%255D%2522%22%2C%20%22label%22%3A%20%22Name%2520equals%2520179_grafana_big_dashboard_query%255Bgpt-5.1%255D%22%2C%20%22originType%22%3A%20%22form%22%7D%5D%7D) / โฑ๏ธ 175.0s / ๐ฐ $0.20 | [๐ด 0% (0/5)](https://www.braintrust.dev/app/robustadev/p/HolmesGPT/experiments/local-benchmark-20260101-140005?c=&search=%7B%22filter%22%3A%20%5B%7B%22text%22%3A%20%22span_attributes.name%2520%253D%2520%2522179_grafana_big_dashboard_query%255Bhaiku-4.5%255D%2522%22%2C%20%22label%22%3A%20%22Name%2520equals%2520179_grafana_big_dashboard_query%255Bhaiku-4.5%255D%22%2C%20%22originType%22%3A%20%22form%22%7D%5D%7D) / โฑ๏ธ 29.5s / ๐ฐ $0.04 | [๐ด 0% (0/5)](https://www.braintrust.dev/app/robustadev/p/HolmesGPT/experiments/local-benchmark-20260101-140005?c=&search=%7B%22filter%22%3A%20%5B%7B%22text%22%3A%20%22span_attributes.name%2520%253D%2520%2522179_grafana_big_dashboard_query%255Bsonnet-4.5%255D%2522%22%2C%20%22label%22%3A%20%22Name%2520equals%2520179_grafana_big_dashboard_query%255Bsonnet-4.5%255D%22%2C%20%22originType%22%3A%20%22form%22%7D%5D%7D) / โฑ๏ธ 34.4s / ๐ฐ $0.13 |
+| [24_misconfigured_pvc](https://github.com/HolmesGPT/holmesgpt/blob/master/tests/llm/fixtures/test_ask_holmes/24_misconfigured_pvc/test_case.yaml) [๐](https://www.braintrust.dev/app/robustadev/p/HolmesGPT/experiments/local-benchmark-20260101-140005?c=&search=%7B%22filter%22%3A%20%5B%7B%22text%22%3A%20%22metadata.eval_id%2520%253D%2520%252224_misconfigured_pvc%2522%22%2C%20%22label%22%3A%20%22metadata.eval_id%2520equals%252024_misconfigured_pvc%22%2C%20%22originType%22%3A%20%22form%22%7D%5D%7D) | [๐ข 100% (5/5)](https://www.braintrust.dev/app/robustadev/p/HolmesGPT/experiments/local-benchmark-20260101-140005?c=&search=%7B%22filter%22%3A%20%5B%7B%22text%22%3A%20%22span_attributes.name%2520%253D%2520%252224_misconfigured_pvc%255Bdeepseek-3.1%255D%2522%22%2C%20%22label%22%3A%20%22Name%2520equals%252024_misconfigured_pvc%255Bdeepseek-3.1%255D%22%2C%20%22originType%22%3A%20%22form%22%7D%5D%7D) / โฑ๏ธ 103.6s | [๐ด 0% (0/5)](https://www.braintrust.dev/app/robustadev/p/HolmesGPT/experiments/local-benchmark-20260101-140005?c=&search=%7B%22filter%22%3A%20%5B%7B%22text%22%3A%20%22span_attributes.name%2520%253D%2520%252224_misconfigured_pvc%255Bgpt-5%255D%2522%22%2C%20%22label%22%3A%20%22Name%2520equals%252024_misconfigured_pvc%255Bgpt-5%255D%22%2C%20%22originType%22%3A%20%22form%22%7D%5D%7D) / โฑ๏ธ 4.3s / ๐ฐ $0.00 | [๐ด 0% (0/5)](https://www.braintrust.dev/app/robustadev/p/HolmesGPT/experiments/local-benchmark-20260101-140005?c=&search=%7B%22filter%22%3A%20%5B%7B%22text%22%3A%20%22span_attributes.name%2520%253D%2520%252224_misconfigured_pvc%255Bgpt-5.1%255D%2522%22%2C%20%22label%22%3A%20%22Name%2520equals%252024_misconfigured_pvc%255Bgpt-5.1%255D%22%2C%20%22originType%22%3A%20%22form%22%7D%5D%7D) / โฑ๏ธ 16.9s / ๐ฐ $0.01 | [๐ก 20% (1/5)](https://www.braintrust.dev/app/robustadev/p/HolmesGPT/experiments/local-benchmark-20260101-140005?c=&search=%7B%22filter%22%3A%20%5B%7B%22text%22%3A%20%22span_attributes.name%2520%253D%2520%252224_misconfigured_pvc%255Bhaiku-4.5%255D%2522%22%2C%20%22label%22%3A%20%22Name%2520equals%252024_misconfigured_pvc%255Bhaiku-4.5%255D%22%2C%20%22originType%22%3A%20%22form%22%7D%5D%7D) / โฑ๏ธ 9.9s / ๐ฐ $0.01 | [๐ข 100% (5/5)](https://www.braintrust.dev/app/robustadev/p/HolmesGPT/experiments/local-benchmark-20260101-140005?c=&search=%7B%22filter%22%3A%20%5B%7B%22text%22%3A%20%22span_attributes.name%2520%253D%2520%252224_misconfigured_pvc%255Bsonnet-4.5%255D%2522%22%2C%20%22label%22%3A%20%22Name%2520equals%252024_misconfigured_pvc%255Bsonnet-4.5%255D%22%2C%20%22originType%22%3A%20%22form%22%7D%5D%7D) / โฑ๏ธ 42.5s / ๐ฐ $0.14 |
+| [43_current_datetime_from_prompt](https://github.com/HolmesGPT/holmesgpt/blob/master/tests/llm/fixtures/test_ask_holmes/43_current_datetime_from_prompt/test_case.yaml) [๐](https://www.braintrust.dev/app/robustadev/p/HolmesGPT/experiments/local-benchmark-20260101-140005?c=&search=%7B%22filter%22%3A%20%5B%7B%22text%22%3A%20%22metadata.eval_id%2520%253D%2520%252243_current_datetime_from_prompt%2522%22%2C%20%22label%22%3A%20%22metadata.eval_id%2520equals%252043_current_datetime_from_prompt%22%2C%20%22originType%22%3A%20%22form%22%7D%5D%7D) | [๐ก 80% (4/5)](https://www.braintrust.dev/app/robustadev/p/HolmesGPT/experiments/local-benchmark-20260101-140005?c=&search=%7B%22filter%22%3A%20%5B%7B%22text%22%3A%20%22span_attributes.name%2520%253D%2520%252243_current_datetime_from_prompt%255Bdeepseek-3.1%255D%2522%22%2C%20%22label%22%3A%20%22Name%2520equals%252043_current_datetime_from_prompt%255Bdeepseek-3.1%255D%22%2C%20%22originType%22%3A%20%22form%22%7D%5D%7D) / โฑ๏ธ 12.9s | [๐ก 80% (4/5)](https://www.braintrust.dev/app/robustadev/p/HolmesGPT/experiments/local-benchmark-20260101-140005?c=&search=%7B%22filter%22%3A%20%5B%7B%22text%22%3A%20%22span_attributes.name%2520%253D%2520%252243_current_datetime_from_prompt%255Bgpt-5%255D%2522%22%2C%20%22label%22%3A%20%22Name%2520equals%252043_current_datetime_from_prompt%255Bgpt-5%255D%22%2C%20%22originType%22%3A%20%22form%22%7D%5D%7D) / โฑ๏ธ 7.4s / ๐ฐ $0.01 | [๐ข 100% (5/5)](https://www.braintrust.dev/app/robustadev/p/HolmesGPT/experiments/local-benchmark-20260101-140005?c=&search=%7B%22filter%22%3A%20%5B%7B%22text%22%3A%20%22span_attributes.name%2520%253D%2520%252243_current_datetime_from_prompt%255Bgpt-5.1%255D%2522%22%2C%20%22label%22%3A%20%22Name%2520equals%252043_current_datetime_from_prompt%255Bgpt-5.1%255D%22%2C%20%22originType%22%3A%20%22form%22%7D%5D%7D) / โฑ๏ธ 24.0s / ๐ฐ $0.02 | [๐ข 100% (5/5)](https://www.braintrust.dev/app/robustadev/p/HolmesGPT/experiments/local-benchmark-20260101-140005?c=&search=%7B%22filter%22%3A%20%5B%7B%22text%22%3A%20%22span_attributes.name%2520%253D%2520%252243_current_datetime_from_prompt%255Bhaiku-4.5%255D%2522%22%2C%20%22label%22%3A%20%22Name%2520equals%252043_current_datetime_from_prompt%255Bhaiku-4.5%255D%22%2C%20%22originType%22%3A%20%22form%22%7D%5D%7D) / โฑ๏ธ 6.3s / ๐ฐ $0.01 | [๐ข 100% (5/5)](https://www.braintrust.dev/app/robustadev/p/HolmesGPT/experiments/local-benchmark-20260101-140005?c=&search=%7B%22filter%22%3A%20%5B%7B%22text%22%3A%20%22span_attributes.name%2520%253D%2520%252243_current_datetime_from_prompt%255Bsonnet-4.5%255D%2522%22%2C%20%22label%22%3A%20%22Name%2520equals%252043_current_datetime_from_prompt%255Bsonnet-4.5%255D%22%2C%20%22originType%22%3A%20%22form%22%7D%5D%7D) / โฑ๏ธ 9.8s / ๐ฐ $0.01 |
+| [61_exact_match_counting](https://github.com/HolmesGPT/holmesgpt/blob/master/tests/llm/fixtures/test_ask_holmes/61_exact_match_counting/test_case.yaml) [๐](https://www.braintrust.dev/app/robustadev/p/HolmesGPT/experiments/local-benchmark-20260101-140005?c=&search=%7B%22filter%22%3A%20%5B%7B%22text%22%3A%20%22metadata.eval_id%2520%253D%2520%252261_exact_match_counting%2522%22%2C%20%22label%22%3A%20%22metadata.eval_id%2520equals%252061_exact_match_counting%22%2C%20%22originType%22%3A%20%22form%22%7D%5D%7D) | [๐ข 100% (5/5)](https://www.braintrust.dev/app/robustadev/p/HolmesGPT/experiments/local-benchmark-20260101-140005?c=&search=%7B%22filter%22%3A%20%5B%7B%22text%22%3A%20%22span_attributes.name%2520%253D%2520%252261_exact_match_counting%255Bdeepseek-3.1%255D%2522%22%2C%20%22label%22%3A%20%22Name%2520equals%252061_exact_match_counting%255Bdeepseek-3.1%255D%22%2C%20%22originType%22%3A%20%22form%22%7D%5D%7D) / โฑ๏ธ 35.6s | [๐ข 100% (5/5)](https://www.braintrust.dev/app/robustadev/p/HolmesGPT/experiments/local-benchmark-20260101-140005?c=&search=%7B%22filter%22%3A%20%5B%7B%22text%22%3A%20%22span_attributes.name%2520%253D%2520%252261_exact_match_counting%255Bgpt-5%255D%2522%22%2C%20%22label%22%3A%20%22Name%2520equals%252061_exact_match_counting%255Bgpt-5%255D%22%2C%20%22originType%22%3A%20%22form%22%7D%5D%7D) / โฑ๏ธ 16.4s / ๐ฐ $0.04 | [๐ข 100% (5/5)](https://www.braintrust.dev/app/robustadev/p/HolmesGPT/experiments/local-benchmark-20260101-140005?c=&search=%7B%22filter%22%3A%20%5B%7B%22text%22%3A%20%22span_attributes.name%2520%253D%2520%252261_exact_match_counting%255Bgpt-5.1%255D%2522%22%2C%20%22label%22%3A%20%22Name%2520equals%252061_exact_match_counting%255Bgpt-5.1%255D%22%2C%20%22originType%22%3A%20%22form%22%7D%5D%7D) / โฑ๏ธ 49.8s / ๐ฐ $0.06 | [๐ข 100% (5/5)](https://www.braintrust.dev/app/robustadev/p/HolmesGPT/experiments/local-benchmark-20260101-140005?c=&search=%7B%22filter%22%3A%20%5B%7B%22text%22%3A%20%22span_attributes.name%2520%253D%2520%252261_exact_match_counting%255Bhaiku-4.5%255D%2522%22%2C%20%22label%22%3A%20%22Name%2520equals%252061_exact_match_counting%255Bhaiku-4.5%255D%22%2C%20%22originType%22%3A%20%22form%22%7D%5D%7D) / โฑ๏ธ 14.0s / ๐ฐ $0.01 | [๐ข 100% (5/5)](https://www.braintrust.dev/app/robustadev/p/HolmesGPT/experiments/local-benchmark-20260101-140005?c=&search=%7B%22filter%22%3A%20%5B%7B%22text%22%3A%20%22span_attributes.name%2520%253D%2520%252261_exact_match_counting%255Bsonnet-4.5%255D%2522%22%2C%20%22label%22%3A%20%22Name%2520equals%252061_exact_match_counting%255Bsonnet-4.5%255D%22%2C%20%22originType%22%3A%20%22form%22%7D%5D%7D) / โฑ๏ธ 19.1s / ๐ฐ $0.06 |
+| [73a_time_window_anomaly](https://github.com/HolmesGPT/holmesgpt/blob/master/tests/llm/fixtures/test_ask_holmes/73a_time_window_anomaly/test_case.yaml) [๐](https://www.braintrust.dev/app/robustadev/p/HolmesGPT/experiments/local-benchmark-20260101-140005?c=&search=%7B%22filter%22%3A%20%5B%7B%22text%22%3A%20%22metadata.eval_id%2520%253D%2520%252273a_time_window_anomaly%2522%22%2C%20%22label%22%3A%20%22metadata.eval_id%2520equals%252073a_time_window_anomaly%22%2C%20%22originType%22%3A%20%22form%22%7D%5D%7D) | [๐ก 80% (4/5)](https://www.braintrust.dev/app/robustadev/p/HolmesGPT/experiments/local-benchmark-20260101-140005?c=&search=%7B%22filter%22%3A%20%5B%7B%22text%22%3A%20%22span_attributes.name%2520%253D%2520%252273a_time_window_anomaly%255Bdeepseek-3.1%255D%2522%22%2C%20%22label%22%3A%20%22Name%2520equals%252073a_time_window_anomaly%255Bdeepseek-3.1%255D%22%2C%20%22originType%22%3A%20%22form%22%7D%5D%7D) / โฑ๏ธ 95.6s | [๐ข 100% (5/5)](https://www.braintrust.dev/app/robustadev/p/HolmesGPT/experiments/local-benchmark-20260101-140005?c=&search=%7B%22filter%22%3A%20%5B%7B%22text%22%3A%20%22span_attributes.name%2520%253D%2520%252273a_time_window_anomaly%255Bgpt-5%255D%2522%22%2C%20%22label%22%3A%20%22Name%2520equals%252073a_time_window_anomaly%255Bgpt-5%255D%22%2C%20%22originType%22%3A%20%22form%22%7D%5D%7D) / โฑ๏ธ 27.5s / ๐ฐ $0.07 | [๐ก 80% (4/5)](https://www.braintrust.dev/app/robustadev/p/HolmesGPT/experiments/local-benchmark-20260101-140005?c=&search=%7B%22filter%22%3A%20%5B%7B%22text%22%3A%20%22span_attributes.name%2520%253D%2520%252273a_time_window_anomaly%255Bgpt-5.1%255D%2522%22%2C%20%22label%22%3A%20%22Name%2520equals%252073a_time_window_anomaly%255Bgpt-5.1%255D%22%2C%20%22originType%22%3A%20%22form%22%7D%5D%7D) / โฑ๏ธ 93.0s / ๐ฐ $0.13 | [๐ก 20% (1/5)](https://www.braintrust.dev/app/robustadev/p/HolmesGPT/experiments/local-benchmark-20260101-140005?c=&search=%7B%22filter%22%3A%20%5B%7B%22text%22%3A%20%22span_attributes.name%2520%253D%2520%252273a_time_window_anomaly%255Bhaiku-4.5%255D%2522%22%2C%20%22label%22%3A%20%22Name%2520equals%252073a_time_window_anomaly%255Bhaiku-4.5%255D%22%2C%20%22originType%22%3A%20%22form%22%7D%5D%7D) / โฑ๏ธ 31.8s / ๐ฐ $0.05 | [๐ก 80% (4/5)](https://www.braintrust.dev/app/robustadev/p/HolmesGPT/experiments/local-benchmark-20260101-140005?c=&search=%7B%22filter%22%3A%20%5B%7B%22text%22%3A%20%22span_attributes.name%2520%253D%2520%252273a_time_window_anomaly%255Bsonnet-4.5%255D%2522%22%2C%20%22label%22%3A%20%22Name%2520equals%252073a_time_window_anomaly%255Bsonnet-4.5%255D%22%2C%20%22originType%22%3A%20%22form%22%7D%5D%7D) / โฑ๏ธ 48.6s / ๐ฐ $0.20 |
+| [73b_time_window_anomaly](https://github.com/HolmesGPT/holmesgpt/blob/master/tests/llm/fixtures/test_ask_holmes/73b_time_window_anomaly/test_case.yaml) [๐](https://www.braintrust.dev/app/robustadev/p/HolmesGPT/experiments/local-benchmark-20260101-140005?c=&search=%7B%22filter%22%3A%20%5B%7B%22text%22%3A%20%22metadata.eval_id%2520%253D%2520%252273b_time_window_anomaly%2522%22%2C%20%22label%22%3A%20%22metadata.eval_id%2520equals%252073b_time_window_anomaly%22%2C%20%22originType%22%3A%20%22form%22%7D%5D%7D) | [๐ข 100% (5/5)](https://www.braintrust.dev/app/robustadev/p/HolmesGPT/experiments/local-benchmark-20260101-140005?c=&search=%7B%22filter%22%3A%20%5B%7B%22text%22%3A%20%22span_attributes.name%2520%253D%2520%252273b_time_window_anomaly%255Bdeepseek-3.1%255D%2522%22%2C%20%22label%22%3A%20%22Name%2520equals%252073b_time_window_anomaly%255Bdeepseek-3.1%255D%22%2C%20%22originType%22%3A%20%22form%22%7D%5D%7D) / โฑ๏ธ 93.2s | [๐ก 80% (4/5)](https://www.braintrust.dev/app/robustadev/p/HolmesGPT/experiments/local-benchmark-20260101-140005?c=&search=%7B%22filter%22%3A%20%5B%7B%22text%22%3A%20%22span_attributes.name%2520%253D%2520%252273b_time_window_anomaly%255Bgpt-5%255D%2522%22%2C%20%22label%22%3A%20%22Name%2520equals%252073b_time_window_anomaly%255Bgpt-5%255D%22%2C%20%22originType%22%3A%20%22form%22%7D%5D%7D) / โฑ๏ธ 28.2s / ๐ฐ $0.07 | [๐ก 20% (1/5)](https://www.braintrust.dev/app/robustadev/p/HolmesGPT/experiments/local-benchmark-20260101-140005?c=&search=%7B%22filter%22%3A%20%5B%7B%22text%22%3A%20%22span_attributes.name%2520%253D%2520%252273b_time_window_anomaly%255Bgpt-5.1%255D%2522%22%2C%20%22label%22%3A%20%22Name%2520equals%252073b_time_window_anomaly%255Bgpt-5.1%255D%22%2C%20%22originType%22%3A%20%22form%22%7D%5D%7D) / โฑ๏ธ 37.3s / ๐ฐ $0.03 | [๐ก 20% (1/5)](https://www.braintrust.dev/app/robustadev/p/HolmesGPT/experiments/local-benchmark-20260101-140005?c=&search=%7B%22filter%22%3A%20%5B%7B%22text%22%3A%20%22span_attributes.name%2520%253D%2520%252273b_time_window_anomaly%255Bhaiku-4.5%255D%2522%22%2C%20%22label%22%3A%20%22Name%2520equals%252073b_time_window_anomaly%255Bhaiku-4.5%255D%22%2C%20%22originType%22%3A%20%22form%22%7D%5D%7D) / โฑ๏ธ 32.9s / ๐ฐ $0.05 | [๐ข 100% (5/5)](https://www.braintrust.dev/app/robustadev/p/HolmesGPT/experiments/local-benchmark-20260101-140005?c=&search=%7B%22filter%22%3A%20%5B%7B%22text%22%3A%20%22span_attributes.name%2520%253D%2520%252273b_time_window_anomaly%255Bsonnet-4.5%255D%2522%22%2C%20%22label%22%3A%20%22Name%2520equals%252073b_time_window_anomaly%255Bsonnet-4.5%255D%22%2C%20%22originType%22%3A%20%22form%22%7D%5D%7D) / โฑ๏ธ 46.3s / ๐ฐ $0.18 |
+| [96_no_matching_runbook](https://github.com/HolmesGPT/holmesgpt/blob/master/tests/llm/fixtures/test_ask_holmes/96_no_matching_runbook/test_case.yaml) [๐](https://www.braintrust.dev/app/robustadev/p/HolmesGPT/experiments/local-benchmark-20260101-140005?c=&search=%7B%22filter%22%3A%20%5B%7B%22text%22%3A%20%22metadata.eval_id%2520%253D%2520%252296_no_matching_runbook%2522%22%2C%20%22label%22%3A%20%22metadata.eval_id%2520equals%252096_no_matching_runbook%22%2C%20%22originType%22%3A%20%22form%22%7D%5D%7D) | [๐ก 40% (2/5)](https://www.braintrust.dev/app/robustadev/p/HolmesGPT/experiments/local-benchmark-20260101-140005?c=&search=%7B%22filter%22%3A%20%5B%7B%22text%22%3A%20%22span_attributes.name%2520%253D%2520%252296_no_matching_runbook%255Bdeepseek-3.1%255D%2522%22%2C%20%22label%22%3A%20%22Name%2520equals%252096_no_matching_runbook%255Bdeepseek-3.1%255D%22%2C%20%22originType%22%3A%20%22form%22%7D%5D%7D) / โฑ๏ธ 99.9s | [๐ก 60% (3/5)](https://www.braintrust.dev/app/robustadev/p/HolmesGPT/experiments/local-benchmark-20260101-140005?c=&search=%7B%22filter%22%3A%20%5B%7B%22text%22%3A%20%22span_attributes.name%2520%253D%2520%252296_no_matching_runbook%255Bgpt-5%255D%2522%22%2C%20%22label%22%3A%20%22Name%2520equals%252096_no_matching_runbook%255Bgpt-5%255D%22%2C%20%22originType%22%3A%20%22form%22%7D%5D%7D) / โฑ๏ธ 41.0s / ๐ฐ $0.13 | [๐ก 80% (4/5)](https://www.braintrust.dev/app/robustadev/p/HolmesGPT/experiments/local-benchmark-20260101-140005?c=&search=%7B%22filter%22%3A%20%5B%7B%22text%22%3A%20%22span_attributes.name%2520%253D%2520%252296_no_matching_runbook%255Bgpt-5.1%255D%2522%22%2C%20%22label%22%3A%20%22Name%2520equals%252096_no_matching_runbook%255Bgpt-5.1%255D%22%2C%20%22originType%22%3A%20%22form%22%7D%5D%7D) / โฑ๏ธ 132.4s / ๐ฐ $0.17 | [๐ก 80% (4/5)](https://www.braintrust.dev/app/robustadev/p/HolmesGPT/experiments/local-benchmark-20260101-140005?c=&search=%7B%22filter%22%3A%20%5B%7B%22text%22%3A%20%22span_attributes.name%2520%253D%2520%252296_no_matching_runbook%255Bhaiku-4.5%255D%2522%22%2C%20%22label%22%3A%20%22Name%2520equals%252096_no_matching_runbook%255Bhaiku-4.5%255D%22%2C%20%22originType%22%3A%20%22form%22%7D%5D%7D) / โฑ๏ธ 33.5s / ๐ฐ $0.06 | [๐ข 100% (5/5)](https://www.braintrust.dev/app/robustadev/p/HolmesGPT/experiments/local-benchmark-20260101-140005?c=&search=%7B%22filter%22%3A%20%5B%7B%22text%22%3A%20%22span_attributes.name%2520%253D%2520%252296_no_matching_runbook%255Bsonnet-4.5%255D%2522%22%2C%20%22label%22%3A%20%22Name%2520equals%252096_no_matching_runbook%255Bsonnet-4.5%255D%22%2C%20%22originType%22%3A%20%22form%22%7D%5D%7D) / โฑ๏ธ 60.6s / ๐ฐ $0.30 |
+
+---
+*Results are automatically generated and updated weekly. View full traces and detailed analysis in [Braintrust experiment: local-benchmark-20260101-140005](https://www.braintrust.dev/app/robustadev/p/HolmesGPT/experiments/local-benchmark-20260101-140005).*
diff --git a/docs/development/evaluations/index.md b/docs/development/evaluations/index.md
index f24b4e406f..4c497ab7b4 100644
--- a/docs/development/evaluations/index.md
+++ b/docs/development/evaluations/index.md
@@ -6,10 +6,24 @@ We also use the evals as regression tests on every commit.
**[View latest evaluation results โ](./latest-results.md)**
+## Benchmark Types
+
+We run two types of benchmarks to balance speed and coverage:
+
+| Benchmark | Markers | Purpose | Schedule |
+|-----------|---------|---------|----------|
+| โก **Fast** | `regression or benchmark` | Quick regression tests to catch breaking changes | Weekly (Sunday 2 AM UTC) |
+| **Full** | `easy or medium or hard or regression or benchmark` | Comprehensive testing across all difficulty levels | Manual / On-demand |
+
+All results are stored in [History](./history/index.md). Fast benchmark results are marked with โก.
+
## Test Categories
-- **Regression tests (`easy`)**: Scenarios that must always pass
-- **Advanced tests (`medium` and `hard`)**: More challenging scenarios
+- **Regression tests (`regression`)**: Critical scenarios that must always pass
+- **Benchmark tests (`benchmark`)**: Tests included in the fast benchmark for quick validation
+- **Easy tests (`easy`)**: Straightforward scenarios for baseline validation
+- **Medium tests (`medium`)**: Moderately complex troubleshooting scenarios
+- **Hard tests (`hard`)**: Challenging multi-step investigations
- **Specialized tests**: Focused on specific capabilities (logs, kubernetes, prometheus, etc.)
## Quick Start
diff --git a/docs/development/evaluations/latest-results.md b/docs/development/evaluations/latest-results.md
index 4be50c00b0..8c8d7bdc57 100644
--- a/docs/development/evaluations/latest-results.md
+++ b/docs/development/evaluations/latest-results.md
@@ -1,119 +1,9 @@
-# HolmesGPT LLM Evaluation Benchmark Results
+# Latest Results
-**Generated**: 2026-01-01 14:44 UTC
-**Total Duration**: 43m 0s
-**Iterations**: 5
-**Judge (classifier) model**: gpt-4.1
+Redirecting to the latest benchmark results...
-## About this Benchmark
+
-HolmesGPT is continuously evaluated against real-world Kubernetes and cloud troubleshooting scenarios.
-
-If you find scenarios that HolmesGPT does not perform well on, please consider adding them as evals to the benchmark.
-
-## Model Accuracy Comparison
-
-| Model | Pass | Fail | Skip/Error | Total | Success Rate |
-|-------|------|------|------------|-------|--------------|
-| deepseek-3.1 | 49 | 21 | 0 | 70 | ๐ก 70% (49/70) |
-| gpt-5 | 37 | 33 | 0 | 70 | ๐ก 53% (37/70) |
-| gpt-5.1 | 36 | 34 | 0 | 70 | ๐ก 51% (36/70) |
-| haiku-4.5 | 44 | 26 | 0 | 70 | ๐ก 63% (44/70) |
-| sonnet-4.5 | 59 | 11 | 0 | 70 | ๐ก 84% (59/70) |
-
-## Model Cost Comparison
-
-| Model | Tests | Avg Cost | Min Cost | Max Cost | Total Cost |
-|-------|-------|----------|----------|----------|------------|
-| gpt-5 | 70 | $0.06 | $0.00 | $0.28 | $4.38 |
-| gpt-5.1 | 65 | $0.11 | $0.00 | $0.39 | $7.46 |
-| haiku-4.5 | 70 | $0.04 | $0.00 | $0.11 | $2.84 |
-| sonnet-4.5 | 70 | $0.17 | $0.01 | $0.34 | $11.66 |
-
-## Model Latency Comparison
-
-| Model | Avg (s) | Min (s) | Max (s) | P50 (s) | P95 (s) |
-|-------|---------|---------|---------|---------|---------|
-| deepseek-3.1 | 87.8 | 6.6 | 167.8 | 93.2 | 143.1 |
-| gpt-5 | 33.1 | 3.7 | 639.3 | 25.7 | 46.6 |
-| gpt-5.1 | 89.1 | 6.5 | 338.4 | 74.4 | 202.3 |
-| haiku-4.5 | 27.5 | 3.1 | 59.8 | 30.4 | 42.2 |
-| sonnet-4.5 | 43.6 | 7.6 | 94.5 | 46.6 | 66.2 |
-
-## Performance by Tag
-
-Success rate by test category and model:
-
-| Tag | deepseek-3.1 | gpt-5 | gpt-5.1 | haiku-4.5 | sonnet-4.5 | Warnings |
-|-----|-------|-------|-------|-------|-------|----------|
-| [benchmark](https://www.braintrust.dev/app/robustadev/p/HolmesGPT/experiments/local-benchmark-20260101-140005?c=&search=%7B%22filter%22%3A%20%5B%7B%22text%22%3A%20%22tags%2520includes%2520%255B%2522benchmark%2522%255D%22%2C%20%22label%22%3A%20%22Tags%2520includes%2520benchmark%22%2C%20%22originType%22%3A%20%22form%22%7D%5D%7D) | ๐ก 44% (11/25) | ๐ก 48% (12/25) | ๐ก 36% (9/25) | ๐ก 28% (7/25) | ๐ก 56% (14/25) | |
-| [context_window](https://www.braintrust.dev/app/robustadev/p/HolmesGPT/experiments/local-benchmark-20260101-140005?c=&search=%7B%22filter%22%3A%20%5B%7B%22text%22%3A%20%22tags%2520includes%2520%255B%2522context_window%2522%255D%22%2C%20%22label%22%3A%20%22Tags%2520includes%2520context_window%22%2C%20%22originType%22%3A%20%22form%22%7D%5D%7D) | ๐ก 90% (9/10) | ๐ก 90% (9/10) | ๐ก 50% (5/10) | ๐ก 20% (2/10) | ๐ก 90% (9/10) | |
-| [counting](https://www.braintrust.dev/app/robustadev/p/HolmesGPT/experiments/local-benchmark-20260101-140005?c=&search=%7B%22filter%22%3A%20%5B%7B%22text%22%3A%20%22tags%2520includes%2520%255B%2522counting%2522%255D%22%2C%20%22label%22%3A%20%22Tags%2520includes%2520counting%22%2C%20%22originType%22%3A%20%22form%22%7D%5D%7D) | ๐ข 100% (5/5) | ๐ข 100% (5/5) | ๐ข 100% (5/5) | ๐ข 100% (5/5) | ๐ข 100% (5/5) | |
-| [datetime](https://www.braintrust.dev/app/robustadev/p/HolmesGPT/experiments/local-benchmark-20260101-140005?c=&search=%7B%22filter%22%3A%20%5B%7B%22text%22%3A%20%22tags%2520includes%2520%255B%2522datetime%2522%255D%22%2C%20%22label%22%3A%20%22Tags%2520includes%2520datetime%22%2C%20%22originType%22%3A%20%22form%22%7D%5D%7D) | ๐ก 87% (13/15) | ๐ก 87% (13/15) | ๐ก 67% (10/15) | ๐ก 47% (7/15) | ๐ก 93% (14/15) | |
-| [easy](https://www.braintrust.dev/app/robustadev/p/HolmesGPT/experiments/local-benchmark-20260101-140005?c=&search=%7B%22filter%22%3A%20%5B%7B%22text%22%3A%20%22tags%2520includes%2520%255B%2522easy%2522%255D%22%2C%20%22label%22%3A%20%22Tags%2520includes%2520easy%22%2C%20%22originType%22%3A%20%22form%22%7D%5D%7D) | ๐ก 89% (31/35) | ๐ก 63% (22/35) | ๐ก 66% (23/35) | ๐ก 86% (30/35) | ๐ข 100% (35/35) | |
-| [grafana-dashboard](https://www.braintrust.dev/app/robustadev/p/HolmesGPT/experiments/local-benchmark-20260101-140005?c=&search=%7B%22filter%22%3A%20%5B%7B%22text%22%3A%20%22tags%2520includes%2520%255B%2522grafana-dashboard%2522%255D%22%2C%20%22label%22%3A%20%22Tags%2520includes%2520grafana-dashboard%22%2C%20%22originType%22%3A%20%22form%22%7D%5D%7D) | ๐ด 0% (0/5) | ๐ด 0% (0/5) | ๐ด 0% (0/5) | ๐ด 0% (0/5) | ๐ด 0% (0/5) | |
-| [hard](https://www.braintrust.dev/app/robustadev/p/HolmesGPT/experiments/local-benchmark-20260101-140005?c=&search=%7B%22filter%22%3A%20%5B%7B%22text%22%3A%20%22tags%2520includes%2520%255B%2522hard%2522%255D%22%2C%20%22label%22%3A%20%22Tags%2520includes%2520hard%22%2C%20%22originType%22%3A%20%22form%22%7D%5D%7D) | ๐ด 0% (0/5) | ๐ด 0% (0/5) | ๐ด 0% (0/5) | ๐ด 0% (0/5) | ๐ด 0% (0/5) | |
-| [kubernetes](https://www.braintrust.dev/app/robustadev/p/HolmesGPT/experiments/local-benchmark-20260101-140005?c=&search=%7B%22filter%22%3A%20%5B%7B%22text%22%3A%20%22tags%2520includes%2520%255B%2522kubernetes%2522%255D%22%2C%20%22label%22%3A%20%22Tags%2520includes%2520kubernetes%22%2C%20%22originType%22%3A%20%22form%22%7D%5D%7D) | ๐ก 71% (25/35) | ๐ก 43% (15/35) | ๐ก 46% (16/35) | ๐ก 63% (22/35) | ๐ก 86% (30/35) | |
-| [logs](https://www.braintrust.dev/app/robustadev/p/HolmesGPT/experiments/local-benchmark-20260101-140005?c=&search=%7B%22filter%22%3A%20%5B%7B%22text%22%3A%20%22tags%2520includes%2520%255B%2522logs%2522%255D%22%2C%20%22label%22%3A%20%22Tags%2520includes%2520logs%22%2C%20%22originType%22%3A%20%22form%22%7D%5D%7D) | ๐ก 60% (12/20) | ๐ก 70% (14/20) | ๐ก 50% (10/20) | ๐ก 35% (7/20) | ๐ก 70% (14/20) | |
-| [loki](https://www.braintrust.dev/app/robustadev/p/HolmesGPT/experiments/local-benchmark-20260101-140005?c=&search=%7B%22filter%22%3A%20%5B%7B%22text%22%3A%20%22tags%2520includes%2520%255B%2522loki%2522%255D%22%2C%20%22label%22%3A%20%22Tags%2520includes%2520loki%22%2C%20%22originType%22%3A%20%22form%22%7D%5D%7D) | ๐ก 60% (3/5) | ๐ข 100% (5/5) | ๐ข 100% (5/5) | ๐ก 80% (4/5) | ๐ข 100% (5/5) | |
-| [medium](https://www.braintrust.dev/app/robustadev/p/HolmesGPT/experiments/local-benchmark-20260101-140005?c=&search=%7B%22filter%22%3A%20%5B%7B%22text%22%3A%20%22tags%2520includes%2520%255B%2522medium%2522%255D%22%2C%20%22label%22%3A%20%22Tags%2520includes%2520medium%22%2C%20%22originType%22%3A%20%22form%22%7D%5D%7D) | ๐ก 60% (18/30) | ๐ก 50% (15/30) | ๐ก 43% (13/30) | ๐ก 47% (14/30) | ๐ก 80% (24/30) | |
-| [metrics](https://www.braintrust.dev/app/robustadev/p/HolmesGPT/experiments/local-benchmark-20260101-140005?c=&search=%7B%22filter%22%3A%20%5B%7B%22text%22%3A%20%22tags%2520includes%2520%255B%2522metrics%2522%255D%22%2C%20%22label%22%3A%20%22Tags%2520includes%2520metrics%22%2C%20%22originType%22%3A%20%22form%22%7D%5D%7D) | ๐ด 0% (0/5) | ๐ด 0% (0/5) | ๐ด 0% (0/5) | ๐ด 0% (0/5) | ๐ด 0% (0/5) | |
-| [network](https://www.braintrust.dev/app/robustadev/p/HolmesGPT/experiments/local-benchmark-20260101-140005?c=&search=%7B%22filter%22%3A%20%5B%7B%22text%22%3A%20%22tags%2520includes%2520%255B%2522network%2522%255D%22%2C%20%22label%22%3A%20%22Tags%2520includes%2520network%22%2C%20%22originType%22%3A%20%22form%22%7D%5D%7D) | ๐ข 100% (5/5) | ๐ข 100% (5/5) | ๐ก 80% (4/5) | ๐ข 100% (5/5) | ๐ข 100% (5/5) | |
-| [one-test](https://www.braintrust.dev/app/robustadev/p/HolmesGPT/experiments/local-benchmark-20260101-140005?c=&search=%7B%22filter%22%3A%20%5B%7B%22text%22%3A%20%22tags%2520includes%2520%255B%2522one-test%2522%255D%22%2C%20%22label%22%3A%20%22Tags%2520includes%2520one-test%22%2C%20%22originType%22%3A%20%22form%22%7D%5D%7D) | ๐ข 100% (5/5) | ๐ก 40% (2/5) | ๐ก 60% (3/5) | ๐ข 100% (5/5) | ๐ข 100% (5/5) | |
-| [port-forward](https://www.braintrust.dev/app/robustadev/p/HolmesGPT/experiments/local-benchmark-20260101-140005?c=&search=%7B%22filter%22%3A%20%5B%7B%22text%22%3A%20%22tags%2520includes%2520%255B%2522port-forward%2522%255D%22%2C%20%22label%22%3A%20%22Tags%2520includes%2520port-forward%22%2C%20%22originType%22%3A%20%22form%22%7D%5D%7D) | ๐ก 30% (3/10) | ๐ก 50% (5/10) | ๐ก 50% (5/10) | ๐ก 40% (4/10) | ๐ก 50% (5/10) | |
-| [question-answer](https://www.braintrust.dev/app/robustadev/p/HolmesGPT/experiments/local-benchmark-20260101-140005?c=&search=%7B%22filter%22%3A%20%5B%7B%22text%22%3A%20%22tags%2520includes%2520%255B%2522question-answer%2522%255D%22%2C%20%22label%22%3A%20%22Tags%2520includes%2520question-answer%22%2C%20%22originType%22%3A%20%22form%22%7D%5D%7D) | ๐ด 0% (0/5) | ๐ด 0% (0/5) | ๐ด 0% (0/5) | ๐ด 0% (0/5) | ๐ด 0% (0/5) | |
-| [regression](https://www.braintrust.dev/app/robustadev/p/HolmesGPT/experiments/local-benchmark-20260101-140005?c=&search=%7B%22filter%22%3A%20%5B%7B%22text%22%3A%20%22tags%2520includes%2520%255B%2522regression%2522%255D%22%2C%20%22label%22%3A%20%22Tags%2520includes%2520regression%22%2C%20%22originType%22%3A%20%22form%22%7D%5D%7D) | ๐ก 84% (38/45) | ๐ก 56% (25/45) | ๐ก 60% (27/45) | ๐ก 82% (37/45) | ๐ข 100% (45/45) | |
-| [runbooks](https://www.braintrust.dev/app/robustadev/p/HolmesGPT/experiments/local-benchmark-20260101-140005?c=&search=%7B%22filter%22%3A%20%5B%7B%22text%22%3A%20%22tags%2520includes%2520%255B%2522runbooks%2522%255D%22%2C%20%22label%22%3A%20%22Tags%2520includes%2520runbooks%22%2C%20%22originType%22%3A%20%22form%22%7D%5D%7D) | ๐ก 40% (4/10) | ๐ก 60% (6/10) | ๐ก 60% (6/10) | ๐ก 70% (7/10) | ๐ข 100% (10/10) | |
-| **Overall** | ๐ก 70% (49/70) | ๐ก 53% (37/70) | ๐ก 51% (36/70) | ๐ก 63% (44/70) | ๐ก 84% (59/70) | |
-
-## Raw Results
-
-Status of all evaluations across models. Color coding:
-
-- ๐ข Passing 100% (stable)
-- ๐ก Passing 1-99%
-- ๐ด Passing 0% (failing)
-- ๐ง Mock data failure (missing or invalid test data)
-- โ ๏ธ Setup failure (environment/infrastructure issue)
-- โฑ๏ธ Timeout or rate limit error
-- โญ๏ธ Test skipped (e.g., known issue or precondition not met)
-
-| Eval ID | [deepseek-3.1](https://www.braintrust.dev/app/robustadev/p/HolmesGPT/experiments/local-benchmark-20260101-140005?c=&search=%7B%22filter%22%3A%20%5B%7B%22text%22%3A%20%22metadata.model%2520%253D%2520%2522deepseek-3.1%2522%22%2C%20%22label%22%3A%20%22metadata.model%2520equals%2520deepseek-3.1%22%2C%20%22originType%22%3A%20%22form%22%7D%5D%7D) | [gpt-5](https://www.braintrust.dev/app/robustadev/p/HolmesGPT/experiments/local-benchmark-20260101-140005?c=&search=%7B%22filter%22%3A%20%5B%7B%22text%22%3A%20%22metadata.model%2520%253D%2520%2522gpt-5%2522%22%2C%20%22label%22%3A%20%22metadata.model%2520equals%2520gpt-5%22%2C%20%22originType%22%3A%20%22form%22%7D%5D%7D) | [gpt-5.1](https://www.braintrust.dev/app/robustadev/p/HolmesGPT/experiments/local-benchmark-20260101-140005?c=&search=%7B%22filter%22%3A%20%5B%7B%22text%22%3A%20%22metadata.model%2520%253D%2520%2522gpt-5.1%2522%22%2C%20%22label%22%3A%20%22metadata.model%2520equals%2520gpt-5.1%22%2C%20%22originType%22%3A%20%22form%22%7D%5D%7D) | [haiku-4.5](https://www.braintrust.dev/app/robustadev/p/HolmesGPT/experiments/local-benchmark-20260101-140005?c=&search=%7B%22filter%22%3A%20%5B%7B%22text%22%3A%20%22metadata.model%2520%253D%2520%2522haiku-4.5%2522%22%2C%20%22label%22%3A%20%22metadata.model%2520equals%2520haiku-4.5%22%2C%20%22originType%22%3A%20%22form%22%7D%5D%7D) | [sonnet-4.5](https://www.braintrust.dev/app/robustadev/p/HolmesGPT/experiments/local-benchmark-20260101-140005?c=&search=%7B%22filter%22%3A%20%5B%7B%22text%22%3A%20%22metadata.model%2520%253D%2520%2522sonnet-4.5%2522%22%2C%20%22label%22%3A%20%22metadata.model%2520equals%2520sonnet-4.5%22%2C%20%22originType%22%3A%20%22form%22%7D%5D%7D) |
-|---------|-------|-------|-------|-------|-------|
-| [**09_crashpod**](https://github.com/HolmesGPT/holmesgpt/blob/master/tests/llm/fixtures/test_ask_holmes/09_crashpod/test_case.yaml) [๐](https://www.braintrust.dev/app/robustadev/p/HolmesGPT/experiments/local-benchmark-20260101-140005?c=&search=%7B%22filter%22%3A%20%5B%7B%22text%22%3A%20%22metadata.eval_id%2520%253D%2520%252209_crashpod%2522%22%2C%20%22label%22%3A%20%22metadata.eval_id%2520equals%252009_crashpod%22%2C%20%22originType%22%3A%20%22form%22%7D%5D%7D) | [๐ข](https://www.braintrust.dev/app/robustadev/p/HolmesGPT/experiments/local-benchmark-20260101-140005?c=&search=%7B%22filter%22%3A%20%5B%7B%22text%22%3A%20%22span_attributes.name%2520%253D%2520%252209_crashpod%255Bdeepseek-3.1%255D%2522%22%2C%20%22label%22%3A%20%22Name%2520equals%252009_crashpod%255Bdeepseek-3.1%255D%22%2C%20%22originType%22%3A%20%22form%22%7D%5D%7D) | [๐ก](https://www.braintrust.dev/app/robustadev/p/HolmesGPT/experiments/local-benchmark-20260101-140005?c=&search=%7B%22filter%22%3A%20%5B%7B%22text%22%3A%20%22span_attributes.name%2520%253D%2520%252209_crashpod%255Bgpt-5%255D%2522%22%2C%20%22label%22%3A%20%22Name%2520equals%252009_crashpod%255Bgpt-5%255D%22%2C%20%22originType%22%3A%20%22form%22%7D%5D%7D) | [๐ก](https://www.braintrust.dev/app/robustadev/p/HolmesGPT/experiments/local-benchmark-20260101-140005?c=&search=%7B%22filter%22%3A%20%5B%7B%22text%22%3A%20%22span_attributes.name%2520%253D%2520%252209_crashpod%255Bgpt-5.1%255D%2522%22%2C%20%22label%22%3A%20%22Name%2520equals%252009_crashpod%255Bgpt-5.1%255D%22%2C%20%22originType%22%3A%20%22form%22%7D%5D%7D) | [๐ข](https://www.braintrust.dev/app/robustadev/p/HolmesGPT/experiments/local-benchmark-20260101-140005?c=&search=%7B%22filter%22%3A%20%5B%7B%22text%22%3A%20%22span_attributes.name%2520%253D%2520%252209_crashpod%255Bhaiku-4.5%255D%2522%22%2C%20%22label%22%3A%20%22Name%2520equals%252009_crashpod%255Bhaiku-4.5%255D%22%2C%20%22originType%22%3A%20%22form%22%7D%5D%7D) | [๐ข](https://www.braintrust.dev/app/robustadev/p/HolmesGPT/experiments/local-benchmark-20260101-140005?c=&search=%7B%22filter%22%3A%20%5B%7B%22text%22%3A%20%22span_attributes.name%2520%253D%2520%252209_crashpod%255Bsonnet-4.5%255D%2522%22%2C%20%22label%22%3A%20%22Name%2520equals%252009_crashpod%255Bsonnet-4.5%255D%22%2C%20%22originType%22%3A%20%22form%22%7D%5D%7D) |
-| [**101_loki_historical_logs_pod_deleted**](https://github.com/HolmesGPT/holmesgpt/blob/master/tests/llm/fixtures/test_ask_holmes/101_loki_historical_logs_pod_deleted/test_case.yaml) [๐](https://www.braintrust.dev/app/robustadev/p/HolmesGPT/experiments/local-benchmark-20260101-140005?c=&search=%7B%22filter%22%3A%20%5B%7B%22text%22%3A%20%22metadata.eval_id%2520%253D%2520%2522101_loki_historical_logs_pod_deleted%2522%22%2C%20%22label%22%3A%20%22metadata.eval_id%2520equals%2520101_loki_historical_logs_pod_deleted%22%2C%20%22originType%22%3A%20%22form%22%7D%5D%7D) | [๐ก](https://www.braintrust.dev/app/robustadev/p/HolmesGPT/experiments/local-benchmark-20260101-140005?c=&search=%7B%22filter%22%3A%20%5B%7B%22text%22%3A%20%22span_attributes.name%2520%253D%2520%2522101_loki_historical_logs_pod_deleted%255Bdeepseek-3.1%255D%2522%22%2C%20%22label%22%3A%20%22Name%2520equals%2520101_loki_historical_logs_pod_deleted%255Bdeepseek-3.1%255D%22%2C%20%22originType%22%3A%20%22form%22%7D%5D%7D) | [๐ข](https://www.braintrust.dev/app/robustadev/p/HolmesGPT/experiments/local-benchmark-20260101-140005?c=&search=%7B%22filter%22%3A%20%5B%7B%22text%22%3A%20%22span_attributes.name%2520%253D%2520%2522101_loki_historical_logs_pod_deleted%255Bgpt-5%255D%2522%22%2C%20%22label%22%3A%20%22Name%2520equals%2520101_loki_historical_logs_pod_deleted%255Bgpt-5%255D%22%2C%20%22originType%22%3A%20%22form%22%7D%5D%7D) | [๐ข](https://www.braintrust.dev/app/robustadev/p/HolmesGPT/experiments/local-benchmark-20260101-140005?c=&search=%7B%22filter%22%3A%20%5B%7B%22text%22%3A%20%22span_attributes.name%2520%253D%2520%2522101_loki_historical_logs_pod_deleted%255Bgpt-5.1%255D%2522%22%2C%20%22label%22%3A%20%22Name%2520equals%2520101_loki_historical_logs_pod_deleted%255Bgpt-5.1%255D%22%2C%20%22originType%22%3A%20%22form%22%7D%5D%7D) | [๐ก](https://www.braintrust.dev/app/robustadev/p/HolmesGPT/experiments/local-benchmark-20260101-140005?c=&search=%7B%22filter%22%3A%20%5B%7B%22text%22%3A%20%22span_attributes.name%2520%253D%2520%2522101_loki_historical_logs_pod_deleted%255Bhaiku-4.5%255D%2522%22%2C%20%22label%22%3A%20%22Name%2520equals%2520101_loki_historical_logs_pod_deleted%255Bhaiku-4.5%255D%22%2C%20%22originType%22%3A%20%22form%22%7D%5D%7D) | [๐ข](https://www.braintrust.dev/app/robustadev/p/HolmesGPT/experiments/local-benchmark-20260101-140005?c=&search=%7B%22filter%22%3A%20%5B%7B%22text%22%3A%20%22span_attributes.name%2520%253D%2520%2522101_loki_historical_logs_pod_deleted%255Bsonnet-4.5%255D%2522%22%2C%20%22label%22%3A%20%22Name%2520equals%2520101_loki_historical_logs_pod_deleted%255Bsonnet-4.5%255D%22%2C%20%22originType%22%3A%20%22form%22%7D%5D%7D) |
-| [**108_logs_nearby_lines**](https://github.com/HolmesGPT/holmesgpt/blob/master/tests/llm/fixtures/test_ask_holmes/108_logs_nearby_lines/test_case.yaml) [๐](https://www.braintrust.dev/app/robustadev/p/HolmesGPT/experiments/local-benchmark-20260101-140005?c=&search=%7B%22filter%22%3A%20%5B%7B%22text%22%3A%20%22metadata.eval_id%2520%253D%2520%2522108_logs_nearby_lines%2522%22%2C%20%22label%22%3A%20%22metadata.eval_id%2520equals%2520108_logs_nearby_lines%22%2C%20%22originType%22%3A%20%22form%22%7D%5D%7D) | [๐ด](https://www.braintrust.dev/app/robustadev/p/HolmesGPT/experiments/local-benchmark-20260101-140005?c=&search=%7B%22filter%22%3A%20%5B%7B%22text%22%3A%20%22span_attributes.name%2520%253D%2520%2522108_logs_nearby_lines%255Bdeepseek-3.1%255D%2522%22%2C%20%22label%22%3A%20%22Name%2520equals%2520108_logs_nearby_lines%255Bdeepseek-3.1%255D%22%2C%20%22originType%22%3A%20%22form%22%7D%5D%7D) | [๐ด](https://www.braintrust.dev/app/robustadev/p/HolmesGPT/experiments/local-benchmark-20260101-140005?c=&search=%7B%22filter%22%3A%20%5B%7B%22text%22%3A%20%22span_attributes.name%2520%253D%2520%2522108_logs_nearby_lines%255Bgpt-5%255D%2522%22%2C%20%22label%22%3A%20%22Name%2520equals%2520108_logs_nearby_lines%255Bgpt-5%255D%22%2C%20%22originType%22%3A%20%22form%22%7D%5D%7D) | [๐ด](https://www.braintrust.dev/app/robustadev/p/HolmesGPT/experiments/local-benchmark-20260101-140005?c=&search=%7B%22filter%22%3A%20%5B%7B%22text%22%3A%20%22span_attributes.name%2520%253D%2520%2522108_logs_nearby_lines%255Bgpt-5.1%255D%2522%22%2C%20%22label%22%3A%20%22Name%2520equals%2520108_logs_nearby_lines%255Bgpt-5.1%255D%22%2C%20%22originType%22%3A%20%22form%22%7D%5D%7D) | [๐ก](https://www.braintrust.dev/app/robustadev/p/HolmesGPT/experiments/local-benchmark-20260101-140005?c=&search=%7B%22filter%22%3A%20%5B%7B%22text%22%3A%20%22span_attributes.name%2520%253D%2520%2522108_logs_nearby_lines%255Bhaiku-4.5%255D%2522%22%2C%20%22label%22%3A%20%22Name%2520equals%2520108_logs_nearby_lines%255Bhaiku-4.5%255D%22%2C%20%22originType%22%3A%20%22form%22%7D%5D%7D) | [๐ด](https://www.braintrust.dev/app/robustadev/p/HolmesGPT/experiments/local-benchmark-20260101-140005?c=&search=%7B%22filter%22%3A%20%5B%7B%22text%22%3A%20%22span_attributes.name%2520%253D%2520%2522108_logs_nearby_lines%255Bsonnet-4.5%255D%2522%22%2C%20%22label%22%3A%20%22Name%2520equals%2520108_logs_nearby_lines%255Bsonnet-4.5%255D%22%2C%20%22originType%22%3A%20%22form%22%7D%5D%7D) |
-| [**111_pod_names_contain_service**](https://github.com/HolmesGPT/holmesgpt/blob/master/tests/llm/fixtures/test_ask_holmes/111_pod_names_contain_service/test_case.yaml) [๐](https://www.braintrust.dev/app/robustadev/p/HolmesGPT/experiments/local-benchmark-20260101-140005?c=&search=%7B%22filter%22%3A%20%5B%7B%22text%22%3A%20%22metadata.eval_id%2520%253D%2520%2522111_pod_names_contain_service%2522%22%2C%20%22label%22%3A%20%22metadata.eval_id%2520equals%2520111_pod_names_contain_service%22%2C%20%22originType%22%3A%20%22form%22%7D%5D%7D) | [๐ข](https://www.braintrust.dev/app/robustadev/p/HolmesGPT/experiments/local-benchmark-20260101-140005?c=&search=%7B%22filter%22%3A%20%5B%7B%22text%22%3A%20%22span_attributes.name%2520%253D%2520%2522111_pod_names_contain_service%255Bdeepseek-3.1%255D%2522%22%2C%20%22label%22%3A%20%22Name%2520equals%2520111_pod_names_contain_service%255Bdeepseek-3.1%255D%22%2C%20%22originType%22%3A%20%22form%22%7D%5D%7D) | [๐ด](https://www.braintrust.dev/app/robustadev/p/HolmesGPT/experiments/local-benchmark-20260101-140005?c=&search=%7B%22filter%22%3A%20%5B%7B%22text%22%3A%20%22span_attributes.name%2520%253D%2520%2522111_pod_names_contain_service%255Bgpt-5%255D%2522%22%2C%20%22label%22%3A%20%22Name%2520equals%2520111_pod_names_contain_service%255Bgpt-5%255D%22%2C%20%22originType%22%3A%20%22form%22%7D%5D%7D) | [๐ก](https://www.braintrust.dev/app/robustadev/p/HolmesGPT/experiments/local-benchmark-20260101-140005?c=&search=%7B%22filter%22%3A%20%5B%7B%22text%22%3A%20%22span_attributes.name%2520%253D%2520%2522111_pod_names_contain_service%255Bgpt-5.1%255D%2522%22%2C%20%22label%22%3A%20%22Name%2520equals%2520111_pod_names_contain_service%255Bgpt-5.1%255D%22%2C%20%22originType%22%3A%20%22form%22%7D%5D%7D) | [๐ก](https://www.braintrust.dev/app/robustadev/p/HolmesGPT/experiments/local-benchmark-20260101-140005?c=&search=%7B%22filter%22%3A%20%5B%7B%22text%22%3A%20%22span_attributes.name%2520%253D%2520%2522111_pod_names_contain_service%255Bhaiku-4.5%255D%2522%22%2C%20%22label%22%3A%20%22Name%2520equals%2520111_pod_names_contain_service%255Bhaiku-4.5%255D%22%2C%20%22originType%22%3A%20%22form%22%7D%5D%7D) | [๐ข](https://www.braintrust.dev/app/robustadev/p/HolmesGPT/experiments/local-benchmark-20260101-140005?c=&search=%7B%22filter%22%3A%20%5B%7B%22text%22%3A%20%22span_attributes.name%2520%253D%2520%2522111_pod_names_contain_service%255Bsonnet-4.5%255D%2522%22%2C%20%22label%22%3A%20%22Name%2520equals%2520111_pod_names_contain_service%255Bsonnet-4.5%255D%22%2C%20%22originType%22%3A%20%22form%22%7D%5D%7D) |
-| [**12_job_crashing**](https://github.com/HolmesGPT/holmesgpt/blob/master/tests/llm/fixtures/test_ask_holmes/12_job_crashing/test_case.yaml) [๐](https://www.braintrust.dev/app/robustadev/p/HolmesGPT/experiments/local-benchmark-20260101-140005?c=&search=%7B%22filter%22%3A%20%5B%7B%22text%22%3A%20%22metadata.eval_id%2520%253D%2520%252212_job_crashing%2522%22%2C%20%22label%22%3A%20%22metadata.eval_id%2520equals%252012_job_crashing%22%2C%20%22originType%22%3A%20%22form%22%7D%5D%7D) | [๐ก](https://www.braintrust.dev/app/robustadev/p/HolmesGPT/experiments/local-benchmark-20260101-140005?c=&search=%7B%22filter%22%3A%20%5B%7B%22text%22%3A%20%22span_attributes.name%2520%253D%2520%252212_job_crashing%255Bdeepseek-3.1%255D%2522%22%2C%20%22label%22%3A%20%22Name%2520equals%252012_job_crashing%255Bdeepseek-3.1%255D%22%2C%20%22originType%22%3A%20%22form%22%7D%5D%7D) | [๐ก](https://www.braintrust.dev/app/robustadev/p/HolmesGPT/experiments/local-benchmark-20260101-140005?c=&search=%7B%22filter%22%3A%20%5B%7B%22text%22%3A%20%22span_attributes.name%2520%253D%2520%252212_job_crashing%255Bgpt-5%255D%2522%22%2C%20%22label%22%3A%20%22Name%2520equals%252012_job_crashing%255Bgpt-5%255D%22%2C%20%22originType%22%3A%20%22form%22%7D%5D%7D) | [๐ก](https://www.braintrust.dev/app/robustadev/p/HolmesGPT/experiments/local-benchmark-20260101-140005?c=&search=%7B%22filter%22%3A%20%5B%7B%22text%22%3A%20%22span_attributes.name%2520%253D%2520%252212_job_crashing%255Bgpt-5.1%255D%2522%22%2C%20%22label%22%3A%20%22Name%2520equals%252012_job_crashing%255Bgpt-5.1%255D%22%2C%20%22originType%22%3A%20%22form%22%7D%5D%7D) | [๐ข](https://www.braintrust.dev/app/robustadev/p/HolmesGPT/experiments/local-benchmark-20260101-140005?c=&search=%7B%22filter%22%3A%20%5B%7B%22text%22%3A%20%22span_attributes.name%2520%253D%2520%252212_job_crashing%255Bhaiku-4.5%255D%2522%22%2C%20%22label%22%3A%20%22Name%2520equals%252012_job_crashing%255Bhaiku-4.5%255D%22%2C%20%22originType%22%3A%20%22form%22%7D%5D%7D) | [๐ข](https://www.braintrust.dev/app/robustadev/p/HolmesGPT/experiments/local-benchmark-20260101-140005?c=&search=%7B%22filter%22%3A%20%5B%7B%22text%22%3A%20%22span_attributes.name%2520%253D%2520%252212_job_crashing%255Bsonnet-4.5%255D%2522%22%2C%20%22label%22%3A%20%22Name%2520equals%252012_job_crashing%255Bsonnet-4.5%255D%22%2C%20%22originType%22%3A%20%22form%22%7D%5D%7D) |
-| [**162_get_runbooks**](https://github.com/HolmesGPT/holmesgpt/blob/master/tests/llm/fixtures/test_ask_holmes/162_get_runbooks/test_case.yaml) [๐](https://www.braintrust.dev/app/robustadev/p/HolmesGPT/experiments/local-benchmark-20260101-140005?c=&search=%7B%22filter%22%3A%20%5B%7B%22text%22%3A%20%22metadata.eval_id%2520%253D%2520%2522162_get_runbooks%2522%22%2C%20%22label%22%3A%20%22metadata.eval_id%2520equals%2520162_get_runbooks%22%2C%20%22originType%22%3A%20%22form%22%7D%5D%7D) | [๐ก](https://www.braintrust.dev/app/robustadev/p/HolmesGPT/experiments/local-benchmark-20260101-140005?c=&search=%7B%22filter%22%3A%20%5B%7B%22text%22%3A%20%22span_attributes.name%2520%253D%2520%2522162_get_runbooks%255Bdeepseek-3.1%255D%2522%22%2C%20%22label%22%3A%20%22Name%2520equals%2520162_get_runbooks%255Bdeepseek-3.1%255D%22%2C%20%22originType%22%3A%20%22form%22%7D%5D%7D) | [๐ก](https://www.braintrust.dev/app/robustadev/p/HolmesGPT/experiments/local-benchmark-20260101-140005?c=&search=%7B%22filter%22%3A%20%5B%7B%22text%22%3A%20%22span_attributes.name%2520%253D%2520%2522162_get_runbooks%255Bgpt-5%255D%2522%22%2C%20%22label%22%3A%20%22Name%2520equals%2520162_get_runbooks%255Bgpt-5%255D%22%2C%20%22originType%22%3A%20%22form%22%7D%5D%7D) | [๐ก](https://www.braintrust.dev/app/robustadev/p/HolmesGPT/experiments/local-benchmark-20260101-140005?c=&search=%7B%22filter%22%3A%20%5B%7B%22text%22%3A%20%22span_attributes.name%2520%253D%2520%2522162_get_runbooks%255Bgpt-5.1%255D%2522%22%2C%20%22label%22%3A%20%22Name%2520equals%2520162_get_runbooks%255Bgpt-5.1%255D%22%2C%20%22originType%22%3A%20%22form%22%7D%5D%7D) | [๐ก](https://www.braintrust.dev/app/robustadev/p/HolmesGPT/experiments/local-benchmark-20260101-140005?c=&search=%7B%22filter%22%3A%20%5B%7B%22text%22%3A%20%22span_attributes.name%2520%253D%2520%2522162_get_runbooks%255Bhaiku-4.5%255D%2522%22%2C%20%22label%22%3A%20%22Name%2520equals%2520162_get_runbooks%255Bhaiku-4.5%255D%22%2C%20%22originType%22%3A%20%22form%22%7D%5D%7D) | [๐ข](https://www.braintrust.dev/app/robustadev/p/HolmesGPT/experiments/local-benchmark-20260101-140005?c=&search=%7B%22filter%22%3A%20%5B%7B%22text%22%3A%20%22span_attributes.name%2520%253D%2520%2522162_get_runbooks%255Bsonnet-4.5%255D%2522%22%2C%20%22label%22%3A%20%22Name%2520equals%2520162_get_runbooks%255Bsonnet-4.5%255D%22%2C%20%22originType%22%3A%20%22form%22%7D%5D%7D) |
-| [**176_network_policy_blocking_traffic_no_runbooks**](https://github.com/HolmesGPT/holmesgpt/blob/master/tests/llm/fixtures/test_ask_holmes/176_network_policy_blocking_traffic_no_runbooks/test_case.yaml) [๐](https://www.braintrust.dev/app/robustadev/p/HolmesGPT/experiments/local-benchmark-20260101-140005?c=&search=%7B%22filter%22%3A%20%5B%7B%22text%22%3A%20%22metadata.eval_id%2520%253D%2520%2522176_network_policy_blocking_traffic_no_runbooks%2522%22%2C%20%22label%22%3A%20%22metadata.eval_id%2520equals%2520176_network_policy_blocking_traffic_no_runbooks%22%2C%20%22originType%22%3A%20%22form%22%7D%5D%7D) | [๐ข](https://www.braintrust.dev/app/robustadev/p/HolmesGPT/experiments/local-benchmark-20260101-140005?c=&search=%7B%22filter%22%3A%20%5B%7B%22text%22%3A%20%22span_attributes.name%2520%253D%2520%2522176_network_policy_blocking_traffic_no_runbooks%255Bdeepseek-3.1%255D%2522%22%2C%20%22label%22%3A%20%22Name%2520equals%2520176_network_policy_blocking_traffic_no_runbooks%255Bdeepseek-3.1%255D%22%2C%20%22originType%22%3A%20%22form%22%7D%5D%7D) | [๐ข](https://www.braintrust.dev/app/robustadev/p/HolmesGPT/experiments/local-benchmark-20260101-140005?c=&search=%7B%22filter%22%3A%20%5B%7B%22text%22%3A%20%22span_attributes.name%2520%253D%2520%2522176_network_policy_blocking_traffic_no_runbooks%255Bgpt-5%255D%2522%22%2C%20%22label%22%3A%20%22Name%2520equals%2520176_network_policy_blocking_traffic_no_runbooks%255Bgpt-5%255D%22%2C%20%22originType%22%3A%20%22form%22%7D%5D%7D) | [๐ก](https://www.braintrust.dev/app/robustadev/p/HolmesGPT/experiments/local-benchmark-20260101-140005?c=&search=%7B%22filter%22%3A%20%5B%7B%22text%22%3A%20%22span_attributes.name%2520%253D%2520%2522176_network_policy_blocking_traffic_no_runbooks%255Bgpt-5.1%255D%2522%22%2C%20%22label%22%3A%20%22Name%2520equals%2520176_network_policy_blocking_traffic_no_runbooks%255Bgpt-5.1%255D%22%2C%20%22originType%22%3A%20%22form%22%7D%5D%7D) | [๐ข](https://www.braintrust.dev/app/robustadev/p/HolmesGPT/experiments/local-benchmark-20260101-140005?c=&search=%7B%22filter%22%3A%20%5B%7B%22text%22%3A%20%22span_attributes.name%2520%253D%2520%2522176_network_policy_blocking_traffic_no_runbooks%255Bhaiku-4.5%255D%2522%22%2C%20%22label%22%3A%20%22Name%2520equals%2520176_network_policy_blocking_traffic_no_runbooks%255Bhaiku-4.5%255D%22%2C%20%22originType%22%3A%20%22form%22%7D%5D%7D) | [๐ข](https://www.braintrust.dev/app/robustadev/p/HolmesGPT/experiments/local-benchmark-20260101-140005?c=&search=%7B%22filter%22%3A%20%5B%7B%22text%22%3A%20%22span_attributes.name%2520%253D%2520%2522176_network_policy_blocking_traffic_no_runbooks%255Bsonnet-4.5%255D%2522%22%2C%20%22label%22%3A%20%22Name%2520equals%2520176_network_policy_blocking_traffic_no_runbooks%255Bsonnet-4.5%255D%22%2C%20%22originType%22%3A%20%22form%22%7D%5D%7D) |
-| [**179_grafana_big_dashboard_query**](https://github.com/HolmesGPT/holmesgpt/blob/master/tests/llm/fixtures/test_ask_holmes/179_grafana_big_dashboard_query/test_case.yaml) [๐](https://www.braintrust.dev/app/robustadev/p/HolmesGPT/experiments/local-benchmark-20260101-140005?c=&search=%7B%22filter%22%3A%20%5B%7B%22text%22%3A%20%22metadata.eval_id%2520%253D%2520%2522179_grafana_big_dashboard_query%2522%22%2C%20%22label%22%3A%20%22metadata.eval_id%2520equals%2520179_grafana_big_dashboard_query%22%2C%20%22originType%22%3A%20%22form%22%7D%5D%7D) | [๐ด](https://www.braintrust.dev/app/robustadev/p/HolmesGPT/experiments/local-benchmark-20260101-140005?c=&search=%7B%22filter%22%3A%20%5B%7B%22text%22%3A%20%22span_attributes.name%2520%253D%2520%2522179_grafana_big_dashboard_query%255Bdeepseek-3.1%255D%2522%22%2C%20%22label%22%3A%20%22Name%2520equals%2520179_grafana_big_dashboard_query%255Bdeepseek-3.1%255D%22%2C%20%22originType%22%3A%20%22form%22%7D%5D%7D) | [๐ด](https://www.braintrust.dev/app/robustadev/p/HolmesGPT/experiments/local-benchmark-20260101-140005?c=&search=%7B%22filter%22%3A%20%5B%7B%22text%22%3A%20%22span_attributes.name%2520%253D%2520%2522179_grafana_big_dashboard_query%255Bgpt-5%255D%2522%22%2C%20%22label%22%3A%20%22Name%2520equals%2520179_grafana_big_dashboard_query%255Bgpt-5%255D%22%2C%20%22originType%22%3A%20%22form%22%7D%5D%7D) | [๐ด](https://www.braintrust.dev/app/robustadev/p/HolmesGPT/experiments/local-benchmark-20260101-140005?c=&search=%7B%22filter%22%3A%20%5B%7B%22text%22%3A%20%22span_attributes.name%2520%253D%2520%2522179_grafana_big_dashboard_query%255Bgpt-5.1%255D%2522%22%2C%20%22label%22%3A%20%22Name%2520equals%2520179_grafana_big_dashboard_query%255Bgpt-5.1%255D%22%2C%20%22originType%22%3A%20%22form%22%7D%5D%7D) | [๐ด](https://www.braintrust.dev/app/robustadev/p/HolmesGPT/experiments/local-benchmark-20260101-140005?c=&search=%7B%22filter%22%3A%20%5B%7B%22text%22%3A%20%22span_attributes.name%2520%253D%2520%2522179_grafana_big_dashboard_query%255Bhaiku-4.5%255D%2522%22%2C%20%22label%22%3A%20%22Name%2520equals%2520179_grafana_big_dashboard_query%255Bhaiku-4.5%255D%22%2C%20%22originType%22%3A%20%22form%22%7D%5D%7D) | [๐ด](https://www.braintrust.dev/app/robustadev/p/HolmesGPT/experiments/local-benchmark-20260101-140005?c=&search=%7B%22filter%22%3A%20%5B%7B%22text%22%3A%20%22span_attributes.name%2520%253D%2520%2522179_grafana_big_dashboard_query%255Bsonnet-4.5%255D%2522%22%2C%20%22label%22%3A%20%22Name%2520equals%2520179_grafana_big_dashboard_query%255Bsonnet-4.5%255D%22%2C%20%22originType%22%3A%20%22form%22%7D%5D%7D) |
-| [**24_misconfigured_pvc**](https://github.com/HolmesGPT/holmesgpt/blob/master/tests/llm/fixtures/test_ask_holmes/24_misconfigured_pvc/test_case.yaml) [๐](https://www.braintrust.dev/app/robustadev/p/HolmesGPT/experiments/local-benchmark-20260101-140005?c=&search=%7B%22filter%22%3A%20%5B%7B%22text%22%3A%20%22metadata.eval_id%2520%253D%2520%252224_misconfigured_pvc%2522%22%2C%20%22label%22%3A%20%22metadata.eval_id%2520equals%252024_misconfigured_pvc%22%2C%20%22originType%22%3A%20%22form%22%7D%5D%7D) | [๐ข](https://www.braintrust.dev/app/robustadev/p/HolmesGPT/experiments/local-benchmark-20260101-140005?c=&search=%7B%22filter%22%3A%20%5B%7B%22text%22%3A%20%22span_attributes.name%2520%253D%2520%252224_misconfigured_pvc%255Bdeepseek-3.1%255D%2522%22%2C%20%22label%22%3A%20%22Name%2520equals%252024_misconfigured_pvc%255Bdeepseek-3.1%255D%22%2C%20%22originType%22%3A%20%22form%22%7D%5D%7D) | [๐ด](https://www.braintrust.dev/app/robustadev/p/HolmesGPT/experiments/local-benchmark-20260101-140005?c=&search=%7B%22filter%22%3A%20%5B%7B%22text%22%3A%20%22span_attributes.name%2520%253D%2520%252224_misconfigured_pvc%255Bgpt-5%255D%2522%22%2C%20%22label%22%3A%20%22Name%2520equals%252024_misconfigured_pvc%255Bgpt-5%255D%22%2C%20%22originType%22%3A%20%22form%22%7D%5D%7D) | [๐ด](https://www.braintrust.dev/app/robustadev/p/HolmesGPT/experiments/local-benchmark-20260101-140005?c=&search=%7B%22filter%22%3A%20%5B%7B%22text%22%3A%20%22span_attributes.name%2520%253D%2520%252224_misconfigured_pvc%255Bgpt-5.1%255D%2522%22%2C%20%22label%22%3A%20%22Name%2520equals%252024_misconfigured_pvc%255Bgpt-5.1%255D%22%2C%20%22originType%22%3A%20%22form%22%7D%5D%7D) | [๐ก](https://www.braintrust.dev/app/robustadev/p/HolmesGPT/experiments/local-benchmark-20260101-140005?c=&search=%7B%22filter%22%3A%20%5B%7B%22text%22%3A%20%22span_attributes.name%2520%253D%2520%252224_misconfigured_pvc%255Bhaiku-4.5%255D%2522%22%2C%20%22label%22%3A%20%22Name%2520equals%252024_misconfigured_pvc%255Bhaiku-4.5%255D%22%2C%20%22originType%22%3A%20%22form%22%7D%5D%7D) | [๐ข](https://www.braintrust.dev/app/robustadev/p/HolmesGPT/experiments/local-benchmark-20260101-140005?c=&search=%7B%22filter%22%3A%20%5B%7B%22text%22%3A%20%22span_attributes.name%2520%253D%2520%252224_misconfigured_pvc%255Bsonnet-4.5%255D%2522%22%2C%20%22label%22%3A%20%22Name%2520equals%252024_misconfigured_pvc%255Bsonnet-4.5%255D%22%2C%20%22originType%22%3A%20%22form%22%7D%5D%7D) |
-| [**43_current_datetime_from_prompt**](https://github.com/HolmesGPT/holmesgpt/blob/master/tests/llm/fixtures/test_ask_holmes/43_current_datetime_from_prompt/test_case.yaml) [๐](https://www.braintrust.dev/app/robustadev/p/HolmesGPT/experiments/local-benchmark-20260101-140005?c=&search=%7B%22filter%22%3A%20%5B%7B%22text%22%3A%20%22metadata.eval_id%2520%253D%2520%252243_current_datetime_from_prompt%2522%22%2C%20%22label%22%3A%20%22metadata.eval_id%2520equals%252043_current_datetime_from_prompt%22%2C%20%22originType%22%3A%20%22form%22%7D%5D%7D) | [๐ก](https://www.braintrust.dev/app/robustadev/p/HolmesGPT/experiments/local-benchmark-20260101-140005?c=&search=%7B%22filter%22%3A%20%5B%7B%22text%22%3A%20%22span_attributes.name%2520%253D%2520%252243_current_datetime_from_prompt%255Bdeepseek-3.1%255D%2522%22%2C%20%22label%22%3A%20%22Name%2520equals%252043_current_datetime_from_prompt%255Bdeepseek-3.1%255D%22%2C%20%22originType%22%3A%20%22form%22%7D%5D%7D) | [๐ก](https://www.braintrust.dev/app/robustadev/p/HolmesGPT/experiments/local-benchmark-20260101-140005?c=&search=%7B%22filter%22%3A%20%5B%7B%22text%22%3A%20%22span_attributes.name%2520%253D%2520%252243_current_datetime_from_prompt%255Bgpt-5%255D%2522%22%2C%20%22label%22%3A%20%22Name%2520equals%252043_current_datetime_from_prompt%255Bgpt-5%255D%22%2C%20%22originType%22%3A%20%22form%22%7D%5D%7D) | [๐ข](https://www.braintrust.dev/app/robustadev/p/HolmesGPT/experiments/local-benchmark-20260101-140005?c=&search=%7B%22filter%22%3A%20%5B%7B%22text%22%3A%20%22span_attributes.name%2520%253D%2520%252243_current_datetime_from_prompt%255Bgpt-5.1%255D%2522%22%2C%20%22label%22%3A%20%22Name%2520equals%252043_current_datetime_from_prompt%255Bgpt-5.1%255D%22%2C%20%22originType%22%3A%20%22form%22%7D%5D%7D) | [๐ข](https://www.braintrust.dev/app/robustadev/p/HolmesGPT/experiments/local-benchmark-20260101-140005?c=&search=%7B%22filter%22%3A%20%5B%7B%22text%22%3A%20%22span_attributes.name%2520%253D%2520%252243_current_datetime_from_prompt%255Bhaiku-4.5%255D%2522%22%2C%20%22label%22%3A%20%22Name%2520equals%252043_current_datetime_from_prompt%255Bhaiku-4.5%255D%22%2C%20%22originType%22%3A%20%22form%22%7D%5D%7D) | [๐ข](https://www.braintrust.dev/app/robustadev/p/HolmesGPT/experiments/local-benchmark-20260101-140005?c=&search=%7B%22filter%22%3A%20%5B%7B%22text%22%3A%20%22span_attributes.name%2520%253D%2520%252243_current_datetime_from_prompt%255Bsonnet-4.5%255D%2522%22%2C%20%22label%22%3A%20%22Name%2520equals%252043_current_datetime_from_prompt%255Bsonnet-4.5%255D%22%2C%20%22originType%22%3A%20%22form%22%7D%5D%7D) |
-| [**61_exact_match_counting**](https://github.com/HolmesGPT/holmesgpt/blob/master/tests/llm/fixtures/test_ask_holmes/61_exact_match_counting/test_case.yaml) [๐](https://www.braintrust.dev/app/robustadev/p/HolmesGPT/experiments/local-benchmark-20260101-140005?c=&search=%7B%22filter%22%3A%20%5B%7B%22text%22%3A%20%22metadata.eval_id%2520%253D%2520%252261_exact_match_counting%2522%22%2C%20%22label%22%3A%20%22metadata.eval_id%2520equals%252061_exact_match_counting%22%2C%20%22originType%22%3A%20%22form%22%7D%5D%7D) | [๐ข](https://www.braintrust.dev/app/robustadev/p/HolmesGPT/experiments/local-benchmark-20260101-140005?c=&search=%7B%22filter%22%3A%20%5B%7B%22text%22%3A%20%22span_attributes.name%2520%253D%2520%252261_exact_match_counting%255Bdeepseek-3.1%255D%2522%22%2C%20%22label%22%3A%20%22Name%2520equals%252061_exact_match_counting%255Bdeepseek-3.1%255D%22%2C%20%22originType%22%3A%20%22form%22%7D%5D%7D) | [๐ข](https://www.braintrust.dev/app/robustadev/p/HolmesGPT/experiments/local-benchmark-20260101-140005?c=&search=%7B%22filter%22%3A%20%5B%7B%22text%22%3A%20%22span_attributes.name%2520%253D%2520%252261_exact_match_counting%255Bgpt-5%255D%2522%22%2C%20%22label%22%3A%20%22Name%2520equals%252061_exact_match_counting%255Bgpt-5%255D%22%2C%20%22originType%22%3A%20%22form%22%7D%5D%7D) | [๐ข](https://www.braintrust.dev/app/robustadev/p/HolmesGPT/experiments/local-benchmark-20260101-140005?c=&search=%7B%22filter%22%3A%20%5B%7B%22text%22%3A%20%22span_attributes.name%2520%253D%2520%252261_exact_match_counting%255Bgpt-5.1%255D%2522%22%2C%20%22label%22%3A%20%22Name%2520equals%252061_exact_match_counting%255Bgpt-5.1%255D%22%2C%20%22originType%22%3A%20%22form%22%7D%5D%7D) | [๐ข](https://www.braintrust.dev/app/robustadev/p/HolmesGPT/experiments/local-benchmark-20260101-140005?c=&search=%7B%22filter%22%3A%20%5B%7B%22text%22%3A%20%22span_attributes.name%2520%253D%2520%252261_exact_match_counting%255Bhaiku-4.5%255D%2522%22%2C%20%22label%22%3A%20%22Name%2520equals%252061_exact_match_counting%255Bhaiku-4.5%255D%22%2C%20%22originType%22%3A%20%22form%22%7D%5D%7D) | [๐ข](https://www.braintrust.dev/app/robustadev/p/HolmesGPT/experiments/local-benchmark-20260101-140005?c=&search=%7B%22filter%22%3A%20%5B%7B%22text%22%3A%20%22span_attributes.name%2520%253D%2520%252261_exact_match_counting%255Bsonnet-4.5%255D%2522%22%2C%20%22label%22%3A%20%22Name%2520equals%252061_exact_match_counting%255Bsonnet-4.5%255D%22%2C%20%22originType%22%3A%20%22form%22%7D%5D%7D) |
-| [**73a_time_window_anomaly**](https://github.com/HolmesGPT/holmesgpt/blob/master/tests/llm/fixtures/test_ask_holmes/73a_time_window_anomaly/test_case.yaml) [๐](https://www.braintrust.dev/app/robustadev/p/HolmesGPT/experiments/local-benchmark-20260101-140005?c=&search=%7B%22filter%22%3A%20%5B%7B%22text%22%3A%20%22metadata.eval_id%2520%253D%2520%252273a_time_window_anomaly%2522%22%2C%20%22label%22%3A%20%22metadata.eval_id%2520equals%252073a_time_window_anomaly%22%2C%20%22originType%22%3A%20%22form%22%7D%5D%7D) | [๐ก](https://www.braintrust.dev/app/robustadev/p/HolmesGPT/experiments/local-benchmark-20260101-140005?c=&search=%7B%22filter%22%3A%20%5B%7B%22text%22%3A%20%22span_attributes.name%2520%253D%2520%252273a_time_window_anomaly%255Bdeepseek-3.1%255D%2522%22%2C%20%22label%22%3A%20%22Name%2520equals%252073a_time_window_anomaly%255Bdeepseek-3.1%255D%22%2C%20%22originType%22%3A%20%22form%22%7D%5D%7D) | [๐ข](https://www.braintrust.dev/app/robustadev/p/HolmesGPT/experiments/local-benchmark-20260101-140005?c=&search=%7B%22filter%22%3A%20%5B%7B%22text%22%3A%20%22span_attributes.name%2520%253D%2520%252273a_time_window_anomaly%255Bgpt-5%255D%2522%22%2C%20%22label%22%3A%20%22Name%2520equals%252073a_time_window_anomaly%255Bgpt-5%255D%22%2C%20%22originType%22%3A%20%22form%22%7D%5D%7D) | [๐ก](https://www.braintrust.dev/app/robustadev/p/HolmesGPT/experiments/local-benchmark-20260101-140005?c=&search=%7B%22filter%22%3A%20%5B%7B%22text%22%3A%20%22span_attributes.name%2520%253D%2520%252273a_time_window_anomaly%255Bgpt-5.1%255D%2522%22%2C%20%22label%22%3A%20%22Name%2520equals%252073a_time_window_anomaly%255Bgpt-5.1%255D%22%2C%20%22originType%22%3A%20%22form%22%7D%5D%7D) | [๐ก](https://www.braintrust.dev/app/robustadev/p/HolmesGPT/experiments/local-benchmark-20260101-140005?c=&search=%7B%22filter%22%3A%20%5B%7B%22text%22%3A%20%22span_attributes.name%2520%253D%2520%252273a_time_window_anomaly%255Bhaiku-4.5%255D%2522%22%2C%20%22label%22%3A%20%22Name%2520equals%252073a_time_window_anomaly%255Bhaiku-4.5%255D%22%2C%20%22originType%22%3A%20%22form%22%7D%5D%7D) | [๐ก](https://www.braintrust.dev/app/robustadev/p/HolmesGPT/experiments/local-benchmark-20260101-140005?c=&search=%7B%22filter%22%3A%20%5B%7B%22text%22%3A%20%22span_attributes.name%2520%253D%2520%252273a_time_window_anomaly%255Bsonnet-4.5%255D%2522%22%2C%20%22label%22%3A%20%22Name%2520equals%252073a_time_window_anomaly%255Bsonnet-4.5%255D%22%2C%20%22originType%22%3A%20%22form%22%7D%5D%7D) |
-| [**73b_time_window_anomaly**](https://github.com/HolmesGPT/holmesgpt/blob/master/tests/llm/fixtures/test_ask_holmes/73b_time_window_anomaly/test_case.yaml) [๐](https://www.braintrust.dev/app/robustadev/p/HolmesGPT/experiments/local-benchmark-20260101-140005?c=&search=%7B%22filter%22%3A%20%5B%7B%22text%22%3A%20%22metadata.eval_id%2520%253D%2520%252273b_time_window_anomaly%2522%22%2C%20%22label%22%3A%20%22metadata.eval_id%2520equals%252073b_time_window_anomaly%22%2C%20%22originType%22%3A%20%22form%22%7D%5D%7D) | [๐ข](https://www.braintrust.dev/app/robustadev/p/HolmesGPT/experiments/local-benchmark-20260101-140005?c=&search=%7B%22filter%22%3A%20%5B%7B%22text%22%3A%20%22span_attributes.name%2520%253D%2520%252273b_time_window_anomaly%255Bdeepseek-3.1%255D%2522%22%2C%20%22label%22%3A%20%22Name%2520equals%252073b_time_window_anomaly%255Bdeepseek-3.1%255D%22%2C%20%22originType%22%3A%20%22form%22%7D%5D%7D) | [๐ก](https://www.braintrust.dev/app/robustadev/p/HolmesGPT/experiments/local-benchmark-20260101-140005?c=&search=%7B%22filter%22%3A%20%5B%7B%22text%22%3A%20%22span_attributes.name%2520%253D%2520%252273b_time_window_anomaly%255Bgpt-5%255D%2522%22%2C%20%22label%22%3A%20%22Name%2520equals%252073b_time_window_anomaly%255Bgpt-5%255D%22%2C%20%22originType%22%3A%20%22form%22%7D%5D%7D) | [๐ก](https://www.braintrust.dev/app/robustadev/p/HolmesGPT/experiments/local-benchmark-20260101-140005?c=&search=%7B%22filter%22%3A%20%5B%7B%22text%22%3A%20%22span_attributes.name%2520%253D%2520%252273b_time_window_anomaly%255Bgpt-5.1%255D%2522%22%2C%20%22label%22%3A%20%22Name%2520equals%252073b_time_window_anomaly%255Bgpt-5.1%255D%22%2C%20%22originType%22%3A%20%22form%22%7D%5D%7D) | [๐ก](https://www.braintrust.dev/app/robustadev/p/HolmesGPT/experiments/local-benchmark-20260101-140005?c=&search=%7B%22filter%22%3A%20%5B%7B%22text%22%3A%20%22span_attributes.name%2520%253D%2520%252273b_time_window_anomaly%255Bhaiku-4.5%255D%2522%22%2C%20%22label%22%3A%20%22Name%2520equals%252073b_time_window_anomaly%255Bhaiku-4.5%255D%22%2C%20%22originType%22%3A%20%22form%22%7D%5D%7D) | [๐ข](https://www.braintrust.dev/app/robustadev/p/HolmesGPT/experiments/local-benchmark-20260101-140005?c=&search=%7B%22filter%22%3A%20%5B%7B%22text%22%3A%20%22span_attributes.name%2520%253D%2520%252273b_time_window_anomaly%255Bsonnet-4.5%255D%2522%22%2C%20%22label%22%3A%20%22Name%2520equals%252073b_time_window_anomaly%255Bsonnet-4.5%255D%22%2C%20%22originType%22%3A%20%22form%22%7D%5D%7D) |
-| [**96_no_matching_runbook**](https://github.com/HolmesGPT/holmesgpt/blob/master/tests/llm/fixtures/test_ask_holmes/96_no_matching_runbook/test_case.yaml) [๐](https://www.braintrust.dev/app/robustadev/p/HolmesGPT/experiments/local-benchmark-20260101-140005?c=&search=%7B%22filter%22%3A%20%5B%7B%22text%22%3A%20%22metadata.eval_id%2520%253D%2520%252296_no_matching_runbook%2522%22%2C%20%22label%22%3A%20%22metadata.eval_id%2520equals%252096_no_matching_runbook%22%2C%20%22originType%22%3A%20%22form%22%7D%5D%7D) | [๐ก](https://www.braintrust.dev/app/robustadev/p/HolmesGPT/experiments/local-benchmark-20260101-140005?c=&search=%7B%22filter%22%3A%20%5B%7B%22text%22%3A%20%22span_attributes.name%2520%253D%2520%252296_no_matching_runbook%255Bdeepseek-3.1%255D%2522%22%2C%20%22label%22%3A%20%22Name%2520equals%252096_no_matching_runbook%255Bdeepseek-3.1%255D%22%2C%20%22originType%22%3A%20%22form%22%7D%5D%7D) | [๐ก](https://www.braintrust.dev/app/robustadev/p/HolmesGPT/experiments/local-benchmark-20260101-140005?c=&search=%7B%22filter%22%3A%20%5B%7B%22text%22%3A%20%22span_attributes.name%2520%253D%2520%252296_no_matching_runbook%255Bgpt-5%255D%2522%22%2C%20%22label%22%3A%20%22Name%2520equals%252096_no_matching_runbook%255Bgpt-5%255D%22%2C%20%22originType%22%3A%20%22form%22%7D%5D%7D) | [๐ก](https://www.braintrust.dev/app/robustadev/p/HolmesGPT/experiments/local-benchmark-20260101-140005?c=&search=%7B%22filter%22%3A%20%5B%7B%22text%22%3A%20%22span_attributes.name%2520%253D%2520%252296_no_matching_runbook%255Bgpt-5.1%255D%2522%22%2C%20%22label%22%3A%20%22Name%2520equals%252096_no_matching_runbook%255Bgpt-5.1%255D%22%2C%20%22originType%22%3A%20%22form%22%7D%5D%7D) | [๐ก](https://www.braintrust.dev/app/robustadev/p/HolmesGPT/experiments/local-benchmark-20260101-140005?c=&search=%7B%22filter%22%3A%20%5B%7B%22text%22%3A%20%22span_attributes.name%2520%253D%2520%252296_no_matching_runbook%255Bhaiku-4.5%255D%2522%22%2C%20%22label%22%3A%20%22Name%2520equals%252096_no_matching_runbook%255Bhaiku-4.5%255D%22%2C%20%22originType%22%3A%20%22form%22%7D%5D%7D) | [๐ข](https://www.braintrust.dev/app/robustadev/p/HolmesGPT/experiments/local-benchmark-20260101-140005?c=&search=%7B%22filter%22%3A%20%5B%7B%22text%22%3A%20%22span_attributes.name%2520%253D%2520%252296_no_matching_runbook%255Bsonnet-4.5%255D%2522%22%2C%20%22label%22%3A%20%22Name%2520equals%252096_no_matching_runbook%255Bsonnet-4.5%255D%22%2C%20%22originType%22%3A%20%22form%22%7D%5D%7D) |
-| **SUMMARY** | ๐ก 70% (49/70) | ๐ก 53% (37/70) | ๐ก 51% (36/70) | ๐ก 63% (44/70) | ๐ก 84% (59/70) |
-
-## Detailed Raw Results
-
-| Eval ID | deepseek-3.1 | gpt-5 | gpt-5.1 | haiku-4.5 | sonnet-4.5 |
-|---------|-------|-------|-------|-------|-------|
-| [09_crashpod](https://github.com/HolmesGPT/holmesgpt/blob/master/tests/llm/fixtures/test_ask_holmes/09_crashpod/test_case.yaml) [๐](https://www.braintrust.dev/app/robustadev/p/HolmesGPT/experiments/local-benchmark-20260101-140005?c=&search=%7B%22filter%22%3A%20%5B%7B%22text%22%3A%20%22metadata.eval_id%2520%253D%2520%252209_crashpod%2522%22%2C%20%22label%22%3A%20%22metadata.eval_id%2520equals%252009_crashpod%22%2C%20%22originType%22%3A%20%22form%22%7D%5D%7D) | [๐ข 100% (5/5)](https://www.braintrust.dev/app/robustadev/p/HolmesGPT/experiments/local-benchmark-20260101-140005?c=&search=%7B%22filter%22%3A%20%5B%7B%22text%22%3A%20%22span_attributes.name%2520%253D%2520%252209_crashpod%255Bdeepseek-3.1%255D%2522%22%2C%20%22label%22%3A%20%22Name%2520equals%252009_crashpod%255Bdeepseek-3.1%255D%22%2C%20%22originType%22%3A%20%22form%22%7D%5D%7D) / โฑ๏ธ 83.5s | [๐ก 40% (2/5)](https://www.braintrust.dev/app/robustadev/p/HolmesGPT/experiments/local-benchmark-20260101-140005?c=&search=%7B%22filter%22%3A%20%5B%7B%22text%22%3A%20%22span_attributes.name%2520%253D%2520%252209_crashpod%255Bgpt-5%255D%2522%22%2C%20%22label%22%3A%20%22Name%2520equals%252009_crashpod%255Bgpt-5%255D%22%2C%20%22originType%22%3A%20%22form%22%7D%5D%7D) / โฑ๏ธ 15.1s / ๐ฐ $0.04 | [๐ก 60% (3/5)](https://www.braintrust.dev/app/robustadev/p/HolmesGPT/experiments/local-benchmark-20260101-140005?c=&search=%7B%22filter%22%3A%20%5B%7B%22text%22%3A%20%22span_attributes.name%2520%253D%2520%252209_crashpod%255Bgpt-5.1%255D%2522%22%2C%20%22label%22%3A%20%22Name%2520equals%252009_crashpod%255Bgpt-5.1%255D%22%2C%20%22originType%22%3A%20%22form%22%7D%5D%7D) / โฑ๏ธ 49.8s / ๐ฐ $0.06 | [๐ข 100% (5/5)](https://www.braintrust.dev/app/robustadev/p/HolmesGPT/experiments/local-benchmark-20260101-140005?c=&search=%7B%22filter%22%3A%20%5B%7B%22text%22%3A%20%22span_attributes.name%2520%253D%2520%252209_crashpod%255Bhaiku-4.5%255D%2522%22%2C%20%22label%22%3A%20%22Name%2520equals%252009_crashpod%255Bhaiku-4.5%255D%22%2C%20%22originType%22%3A%20%22form%22%7D%5D%7D) / โฑ๏ธ 26.4s / ๐ฐ $0.03 | [๐ข 100% (5/5)](https://www.braintrust.dev/app/robustadev/p/HolmesGPT/experiments/local-benchmark-20260101-140005?c=&search=%7B%22filter%22%3A%20%5B%7B%22text%22%3A%20%22span_attributes.name%2520%253D%2520%252209_crashpod%255Bsonnet-4.5%255D%2522%22%2C%20%22label%22%3A%20%22Name%2520equals%252009_crashpod%255Bsonnet-4.5%255D%22%2C%20%22originType%22%3A%20%22form%22%7D%5D%7D) / โฑ๏ธ 38.1s / ๐ฐ $0.13 |
-| [101_loki_historical_logs_pod_deleted](https://github.com/HolmesGPT/holmesgpt/blob/master/tests/llm/fixtures/test_ask_holmes/101_loki_historical_logs_pod_deleted/test_case.yaml) [๐](https://www.braintrust.dev/app/robustadev/p/HolmesGPT/experiments/local-benchmark-20260101-140005?c=&search=%7B%22filter%22%3A%20%5B%7B%22text%22%3A%20%22metadata.eval_id%2520%253D%2520%2522101_loki_historical_logs_pod_deleted%2522%22%2C%20%22label%22%3A%20%22metadata.eval_id%2520equals%2520101_loki_historical_logs_pod_deleted%22%2C%20%22originType%22%3A%20%22form%22%7D%5D%7D) | [๐ก 60% (3/5)](https://www.braintrust.dev/app/robustadev/p/HolmesGPT/experiments/local-benchmark-20260101-140005?c=&search=%7B%22filter%22%3A%20%5B%7B%22text%22%3A%20%22span_attributes.name%2520%253D%2520%2522101_loki_historical_logs_pod_deleted%255Bdeepseek-3.1%255D%2522%22%2C%20%22label%22%3A%20%22Name%2520equals%2520101_loki_historical_logs_pod_deleted%255Bdeepseek-3.1%255D%22%2C%20%22originType%22%3A%20%22form%22%7D%5D%7D) / โฑ๏ธ 110.9s | [๐ข 100% (5/5)](https://www.braintrust.dev/app/robustadev/p/HolmesGPT/experiments/local-benchmark-20260101-140005?c=&search=%7B%22filter%22%3A%20%5B%7B%22text%22%3A%20%22span_attributes.name%2520%253D%2520%2522101_loki_historical_logs_pod_deleted%255Bgpt-5%255D%2522%22%2C%20%22label%22%3A%20%22Name%2520equals%2520101_loki_historical_logs_pod_deleted%255Bgpt-5%255D%22%2C%20%22originType%22%3A%20%22form%22%7D%5D%7D) / โฑ๏ธ 29.9s / ๐ฐ $0.08 | [๐ข 100% (5/5)](https://www.braintrust.dev/app/robustadev/p/HolmesGPT/experiments/local-benchmark-20260101-140005?c=&search=%7B%22filter%22%3A%20%5B%7B%22text%22%3A%20%22span_attributes.name%2520%253D%2520%2522101_loki_historical_logs_pod_deleted%255Bgpt-5.1%255D%2522%22%2C%20%22label%22%3A%20%22Name%2520equals%2520101_loki_historical_logs_pod_deleted%255Bgpt-5.1%255D%22%2C%20%22originType%22%3A%20%22form%22%7D%5D%7D) / โฑ๏ธ 196.8s / ๐ฐ $0.24 | [๐ก 80% (4/5)](https://www.braintrust.dev/app/robustadev/p/HolmesGPT/experiments/local-benchmark-20260101-140005?c=&search=%7B%22filter%22%3A%20%5B%7B%22text%22%3A%20%22span_attributes.name%2520%253D%2520%2522101_loki_historical_logs_pod_deleted%255Bhaiku-4.5%255D%2522%22%2C%20%22label%22%3A%20%22Name%2520equals%2520101_loki_historical_logs_pod_deleted%255Bhaiku-4.5%255D%22%2C%20%22originType%22%3A%20%22form%22%7D%5D%7D) / โฑ๏ธ 36.0s / ๐ฐ $0.05 | [๐ข 100% (5/5)](https://www.braintrust.dev/app/robustadev/p/HolmesGPT/experiments/local-benchmark-20260101-140005?c=&search=%7B%22filter%22%3A%20%5B%7B%22text%22%3A%20%22span_attributes.name%2520%253D%2520%2522101_loki_historical_logs_pod_deleted%255Bsonnet-4.5%255D%2522%22%2C%20%22label%22%3A%20%22Name%2520equals%2520101_loki_historical_logs_pod_deleted%255Bsonnet-4.5%255D%22%2C%20%22originType%22%3A%20%22form%22%7D%5D%7D) / โฑ๏ธ 45.9s / ๐ฐ $0.17 |
-| [108_logs_nearby_lines](https://github.com/HolmesGPT/holmesgpt/blob/master/tests/llm/fixtures/test_ask_holmes/108_logs_nearby_lines/test_case.yaml) [๐](https://www.braintrust.dev/app/robustadev/p/HolmesGPT/experiments/local-benchmark-20260101-140005?c=&search=%7B%22filter%22%3A%20%5B%7B%22text%22%3A%20%22metadata.eval_id%2520%253D%2520%2522108_logs_nearby_lines%2522%22%2C%20%22label%22%3A%20%22metadata.eval_id%2520equals%2520108_logs_nearby_lines%22%2C%20%22originType%22%3A%20%22form%22%7D%5D%7D) | [๐ด 0% (0/5)](https://www.braintrust.dev/app/robustadev/p/HolmesGPT/experiments/local-benchmark-20260101-140005?c=&search=%7B%22filter%22%3A%20%5B%7B%22text%22%3A%20%22span_attributes.name%2520%253D%2520%2522108_logs_nearby_lines%255Bdeepseek-3.1%255D%2522%22%2C%20%22label%22%3A%20%22Name%2520equals%2520108_logs_nearby_lines%255Bdeepseek-3.1%255D%22%2C%20%22originType%22%3A%20%22form%22%7D%5D%7D) / โฑ๏ธ 134.4s | [๐ด 0% (0/5)](https://www.braintrust.dev/app/robustadev/p/HolmesGPT/experiments/local-benchmark-20260101-140005?c=&search=%7B%22filter%22%3A%20%5B%7B%22text%22%3A%20%22span_attributes.name%2520%253D%2520%2522108_logs_nearby_lines%255Bgpt-5%255D%2522%22%2C%20%22label%22%3A%20%22Name%2520equals%2520108_logs_nearby_lines%255Bgpt-5%255D%22%2C%20%22originType%22%3A%20%22form%22%7D%5D%7D) / โฑ๏ธ 33.2s / ๐ฐ $0.09 | [๐ด 0% (0/5)](https://www.braintrust.dev/app/robustadev/p/HolmesGPT/experiments/local-benchmark-20260101-140005?c=&search=%7B%22filter%22%3A%20%5B%7B%22text%22%3A%20%22span_attributes.name%2520%253D%2520%2522108_logs_nearby_lines%255Bgpt-5.1%255D%2522%22%2C%20%22label%22%3A%20%22Name%2520equals%2520108_logs_nearby_lines%255Bgpt-5.1%255D%22%2C%20%22originType%22%3A%20%22form%22%7D%5D%7D) / โฑ๏ธ 131.9s / ๐ฐ $0.18 | [๐ก 20% (1/5)](https://www.braintrust.dev/app/robustadev/p/HolmesGPT/experiments/local-benchmark-20260101-140005?c=&search=%7B%22filter%22%3A%20%5B%7B%22text%22%3A%20%22span_attributes.name%2520%253D%2520%2522108_logs_nearby_lines%255Bhaiku-4.5%255D%2522%22%2C%20%22label%22%3A%20%22Name%2520equals%2520108_logs_nearby_lines%255Bhaiku-4.5%255D%22%2C%20%22originType%22%3A%20%22form%22%7D%5D%7D) / โฑ๏ธ 36.5s / ๐ฐ $0.06 | [๐ด 0% (0/5)](https://www.braintrust.dev/app/robustadev/p/HolmesGPT/experiments/local-benchmark-20260101-140005?c=&search=%7B%22filter%22%3A%20%5B%7B%22text%22%3A%20%22span_attributes.name%2520%253D%2520%2522108_logs_nearby_lines%255Bsonnet-4.5%255D%2522%22%2C%20%22label%22%3A%20%22Name%2520equals%2520108_logs_nearby_lines%255Bsonnet-4.5%255D%22%2C%20%22originType%22%3A%20%22form%22%7D%5D%7D) / โฑ๏ธ 63.4s / ๐ฐ $0.21 |
-| [111_pod_names_contain_service](https://github.com/HolmesGPT/holmesgpt/blob/master/tests/llm/fixtures/test_ask_holmes/111_pod_names_contain_service/test_case.yaml) [๐](https://www.braintrust.dev/app/robustadev/p/HolmesGPT/experiments/local-benchmark-20260101-140005?c=&search=%7B%22filter%22%3A%20%5B%7B%22text%22%3A%20%22metadata.eval_id%2520%253D%2520%2522111_pod_names_contain_service%2522%22%2C%20%22label%22%3A%20%22metadata.eval_id%2520equals%2520111_pod_names_contain_service%22%2C%20%22originType%22%3A%20%22form%22%7D%5D%7D) | [๐ข 100% (5/5)](https://www.braintrust.dev/app/robustadev/p/HolmesGPT/experiments/local-benchmark-20260101-140005?c=&search=%7B%22filter%22%3A%20%5B%7B%22text%22%3A%20%22span_attributes.name%2520%253D%2520%2522111_pod_names_contain_service%255Bdeepseek-3.1%255D%2522%22%2C%20%22label%22%3A%20%22Name%2520equals%2520111_pod_names_contain_service%255Bdeepseek-3.1%255D%22%2C%20%22originType%22%3A%20%22form%22%7D%5D%7D) / โฑ๏ธ 95.7s | [๐ด 0% (0/5)](https://www.braintrust.dev/app/robustadev/p/HolmesGPT/experiments/local-benchmark-20260101-140005?c=&search=%7B%22filter%22%3A%20%5B%7B%22text%22%3A%20%22span_attributes.name%2520%253D%2520%2522111_pod_names_contain_service%255Bgpt-5%255D%2522%22%2C%20%22label%22%3A%20%22Name%2520equals%2520111_pod_names_contain_service%255Bgpt-5%255D%22%2C%20%22originType%22%3A%20%22form%22%7D%5D%7D) / โฑ๏ธ 12.4s / ๐ฐ $0.02 | [๐ก 40% (2/5)](https://www.braintrust.dev/app/robustadev/p/HolmesGPT/experiments/local-benchmark-20260101-140005?c=&search=%7B%22filter%22%3A%20%5B%7B%22text%22%3A%20%22span_attributes.name%2520%253D%2520%2522111_pod_names_contain_service%255Bgpt-5.1%255D%2522%22%2C%20%22label%22%3A%20%22Name%2520equals%2520111_pod_names_contain_service%255Bgpt-5.1%255D%22%2C%20%22originType%22%3A%20%22form%22%7D%5D%7D) / โฑ๏ธ 67.5s / ๐ฐ $0.07 | [๐ก 80% (4/5)](https://www.braintrust.dev/app/robustadev/p/HolmesGPT/experiments/local-benchmark-20260101-140005?c=&search=%7B%22filter%22%3A%20%5B%7B%22text%22%3A%20%22span_attributes.name%2520%253D%2520%2522111_pod_names_contain_service%255Bhaiku-4.5%255D%2522%22%2C%20%22label%22%3A%20%22Name%2520equals%2520111_pod_names_contain_service%255Bhaiku-4.5%255D%22%2C%20%22originType%22%3A%20%22form%22%7D%5D%7D) / โฑ๏ธ 24.0s / ๐ฐ $0.03 | [๐ข 100% (5/5)](https://www.braintrust.dev/app/robustadev/p/HolmesGPT/experiments/local-benchmark-20260101-140005?c=&search=%7B%22filter%22%3A%20%5B%7B%22text%22%3A%20%22span_attributes.name%2520%253D%2520%2522111_pod_names_contain_service%255Bsonnet-4.5%255D%2522%22%2C%20%22label%22%3A%20%22Name%2520equals%2520111_pod_names_contain_service%255Bsonnet-4.5%255D%22%2C%20%22originType%22%3A%20%22form%22%7D%5D%7D) / โฑ๏ธ 53.5s / ๐ฐ $0.23 |
-| [12_job_crashing](https://github.com/HolmesGPT/holmesgpt/blob/master/tests/llm/fixtures/test_ask_holmes/12_job_crashing/test_case.yaml) [๐](https://www.braintrust.dev/app/robustadev/p/HolmesGPT/experiments/local-benchmark-20260101-140005?c=&search=%7B%22filter%22%3A%20%5B%7B%22text%22%3A%20%22metadata.eval_id%2520%253D%2520%252212_job_crashing%2522%22%2C%20%22label%22%3A%20%22metadata.eval_id%2520equals%252012_job_crashing%22%2C%20%22originType%22%3A%20%22form%22%7D%5D%7D) | [๐ก 80% (4/5)](https://www.braintrust.dev/app/robustadev/p/HolmesGPT/experiments/local-benchmark-20260101-140005?c=&search=%7B%22filter%22%3A%20%5B%7B%22text%22%3A%20%22span_attributes.name%2520%253D%2520%252212_job_crashing%255Bdeepseek-3.1%255D%2522%22%2C%20%22label%22%3A%20%22Name%2520equals%252012_job_crashing%255Bdeepseek-3.1%255D%22%2C%20%22originType%22%3A%20%22form%22%7D%5D%7D) / โฑ๏ธ 95.0s | [๐ก 20% (1/5)](https://www.braintrust.dev/app/robustadev/p/HolmesGPT/experiments/local-benchmark-20260101-140005?c=&search=%7B%22filter%22%3A%20%5B%7B%22text%22%3A%20%22span_attributes.name%2520%253D%2520%252212_job_crashing%255Bgpt-5%255D%2522%22%2C%20%22label%22%3A%20%22Name%2520equals%252012_job_crashing%255Bgpt-5%255D%22%2C%20%22originType%22%3A%20%22form%22%7D%5D%7D) / โฑ๏ธ 31.4s / ๐ฐ $0.07 | [๐ก 20% (1/5)](https://www.braintrust.dev/app/robustadev/p/HolmesGPT/experiments/local-benchmark-20260101-140005?c=&search=%7B%22filter%22%3A%20%5B%7B%22text%22%3A%20%22span_attributes.name%2520%253D%2520%252212_job_crashing%255Bgpt-5.1%255D%2522%22%2C%20%22label%22%3A%20%22Name%2520equals%252012_job_crashing%255Bgpt-5.1%255D%22%2C%20%22originType%22%3A%20%22form%22%7D%5D%7D) / โฑ๏ธ 85.4s / ๐ฐ $0.11 | [๐ข 100% (5/5)](https://www.braintrust.dev/app/robustadev/p/HolmesGPT/experiments/local-benchmark-20260101-140005?c=&search=%7B%22filter%22%3A%20%5B%7B%22text%22%3A%20%22span_attributes.name%2520%253D%2520%252212_job_crashing%255Bhaiku-4.5%255D%2522%22%2C%20%22label%22%3A%20%22Name%2520equals%252012_job_crashing%255Bhaiku-4.5%255D%22%2C%20%22originType%22%3A%20%22form%22%7D%5D%7D) / โฑ๏ธ 31.0s / ๐ฐ $0.04 | [๐ข 100% (5/5)](https://www.braintrust.dev/app/robustadev/p/HolmesGPT/experiments/local-benchmark-20260101-140005?c=&search=%7B%22filter%22%3A%20%5B%7B%22text%22%3A%20%22span_attributes.name%2520%253D%2520%252212_job_crashing%255Bsonnet-4.5%255D%2522%22%2C%20%22label%22%3A%20%22Name%2520equals%252012_job_crashing%255Bsonnet-4.5%255D%22%2C%20%22originType%22%3A%20%22form%22%7D%5D%7D) / โฑ๏ธ 48.8s / ๐ฐ $0.16 |
-| [162_get_runbooks](https://github.com/HolmesGPT/holmesgpt/blob/master/tests/llm/fixtures/test_ask_holmes/162_get_runbooks/test_case.yaml) [๐](https://www.braintrust.dev/app/robustadev/p/HolmesGPT/experiments/local-benchmark-20260101-140005?c=&search=%7B%22filter%22%3A%20%5B%7B%22text%22%3A%20%22metadata.eval_id%2520%253D%2520%2522162_get_runbooks%2522%22%2C%20%22label%22%3A%20%22metadata.eval_id%2520equals%2520162_get_runbooks%22%2C%20%22originType%22%3A%20%22form%22%7D%5D%7D) | [๐ก 40% (2/5)](https://www.braintrust.dev/app/robustadev/p/HolmesGPT/experiments/local-benchmark-20260101-140005?c=&search=%7B%22filter%22%3A%20%5B%7B%22text%22%3A%20%22span_attributes.name%2520%253D%2520%2522162_get_runbooks%255Bdeepseek-3.1%255D%2522%22%2C%20%22label%22%3A%20%22Name%2520equals%2520162_get_runbooks%255Bdeepseek-3.1%255D%22%2C%20%22originType%22%3A%20%22form%22%7D%5D%7D) / โฑ๏ธ 82.2s | [๐ก 60% (3/5)](https://www.braintrust.dev/app/robustadev/p/HolmesGPT/experiments/local-benchmark-20260101-140005?c=&search=%7B%22filter%22%3A%20%5B%7B%22text%22%3A%20%22span_attributes.name%2520%253D%2520%2522162_get_runbooks%255Bgpt-5%255D%2522%22%2C%20%22label%22%3A%20%22Name%2520equals%2520162_get_runbooks%255Bgpt-5%255D%22%2C%20%22originType%22%3A%20%22form%22%7D%5D%7D) / โฑ๏ธ 159.8s / ๐ฐ $0.13 | [๐ก 40% (2/5)](https://www.braintrust.dev/app/robustadev/p/HolmesGPT/experiments/local-benchmark-20260101-140005?c=&search=%7B%22filter%22%3A%20%5B%7B%22text%22%3A%20%22span_attributes.name%2520%253D%2520%2522162_get_runbooks%255Bgpt-5.1%255D%2522%22%2C%20%22label%22%3A%20%22Name%2520equals%2520162_get_runbooks%255Bgpt-5.1%255D%22%2C%20%22originType%22%3A%20%22form%22%7D%5D%7D) / โฑ๏ธ 96.1s / ๐ฐ $0.12 | [๐ก 60% (3/5)](https://www.braintrust.dev/app/robustadev/p/HolmesGPT/experiments/local-benchmark-20260101-140005?c=&search=%7B%22filter%22%3A%20%5B%7B%22text%22%3A%20%22span_attributes.name%2520%253D%2520%2522162_get_runbooks%255Bhaiku-4.5%255D%2522%22%2C%20%22label%22%3A%20%22Name%2520equals%2520162_get_runbooks%255Bhaiku-4.5%255D%22%2C%20%22originType%22%3A%20%22form%22%7D%5D%7D) / โฑ๏ธ 36.0s / ๐ฐ $0.07 | [๐ข 100% (5/5)](https://www.braintrust.dev/app/robustadev/p/HolmesGPT/experiments/local-benchmark-20260101-140005?c=&search=%7B%22filter%22%3A%20%5B%7B%22text%22%3A%20%22span_attributes.name%2520%253D%2520%2522162_get_runbooks%255Bsonnet-4.5%255D%2522%22%2C%20%22label%22%3A%20%22Name%2520equals%2520162_get_runbooks%255Bsonnet-4.5%255D%22%2C%20%22originType%22%3A%20%22form%22%7D%5D%7D) / โฑ๏ธ 50.5s / ๐ฐ $0.21 |
-| [176_network_policy_blocking_traffic_no_runbooks](https://github.com/HolmesGPT/holmesgpt/blob/master/tests/llm/fixtures/test_ask_holmes/176_network_policy_blocking_traffic_no_runbooks/test_case.yaml) [๐](https://www.braintrust.dev/app/robustadev/p/HolmesGPT/experiments/local-benchmark-20260101-140005?c=&search=%7B%22filter%22%3A%20%5B%7B%22text%22%3A%20%22metadata.eval_id%2520%253D%2520%2522176_network_policy_blocking_traffic_no_runbooks%2522%22%2C%20%22label%22%3A%20%22metadata.eval_id%2520equals%2520176_network_policy_blocking_traffic_no_runbooks%22%2C%20%22originType%22%3A%20%22form%22%7D%5D%7D) | [๐ข 100% (5/5)](https://www.braintrust.dev/app/robustadev/p/HolmesGPT/experiments/local-benchmark-20260101-140005?c=&search=%7B%22filter%22%3A%20%5B%7B%22text%22%3A%20%22span_attributes.name%2520%253D%2520%2522176_network_policy_blocking_traffic_no_runbooks%255Bdeepseek-3.1%255D%2522%22%2C%20%22label%22%3A%20%22Name%2520equals%2520176_network_policy_blocking_traffic_no_runbooks%255Bdeepseek-3.1%255D%22%2C%20%22originType%22%3A%20%22form%22%7D%5D%7D) / โฑ๏ธ 93.0s | [๐ข 100% (5/5)](https://www.braintrust.dev/app/robustadev/p/HolmesGPT/experiments/local-benchmark-20260101-140005?c=&search=%7B%22filter%22%3A%20%5B%7B%22text%22%3A%20%22span_attributes.name%2520%253D%2520%2522176_network_policy_blocking_traffic_no_runbooks%255Bgpt-5%255D%2522%22%2C%20%22label%22%3A%20%22Name%2520equals%2520176_network_policy_blocking_traffic_no_runbooks%255Bgpt-5%255D%22%2C%20%22originType%22%3A%20%22form%22%7D%5D%7D) / โฑ๏ธ 35.3s / ๐ฐ $0.09 | [๐ก 80% (4/5)](https://www.braintrust.dev/app/robustadev/p/HolmesGPT/experiments/local-benchmark-20260101-140005?c=&search=%7B%22filter%22%3A%20%5B%7B%22text%22%3A%20%22span_attributes.name%2520%253D%2520%2522176_network_policy_blocking_traffic_no_runbooks%255Bgpt-5.1%255D%2522%22%2C%20%22label%22%3A%20%22Name%2520equals%2520176_network_policy_blocking_traffic_no_runbooks%255Bgpt-5.1%255D%22%2C%20%22originType%22%3A%20%22form%22%7D%5D%7D) / โฑ๏ธ 91.9s / ๐ฐ $0.11 | [๐ข 100% (5/5)](https://www.braintrust.dev/app/robustadev/p/HolmesGPT/experiments/local-benchmark-20260101-140005?c=&search=%7B%22filter%22%3A%20%5B%7B%22text%22%3A%20%22span_attributes.name%2520%253D%2520%2522176_network_policy_blocking_traffic_no_runbooks%255Bhaiku-4.5%255D%2522%22%2C%20%22label%22%3A%20%22Name%2520equals%2520176_network_policy_blocking_traffic_no_runbooks%255Bhaiku-4.5%255D%22%2C%20%22originType%22%3A%20%22form%22%7D%5D%7D) / โฑ๏ธ 37.8s / ๐ฐ $0.06 | [๐ข 100% (5/5)](https://www.braintrust.dev/app/robustadev/p/HolmesGPT/experiments/local-benchmark-20260101-140005?c=&search=%7B%22filter%22%3A%20%5B%7B%22text%22%3A%20%22span_attributes.name%2520%253D%2520%2522176_network_policy_blocking_traffic_no_runbooks%255Bsonnet-4.5%255D%2522%22%2C%20%22label%22%3A%20%22Name%2520equals%2520176_network_policy_blocking_traffic_no_runbooks%255Bsonnet-4.5%255D%22%2C%20%22originType%22%3A%20%22form%22%7D%5D%7D) / โฑ๏ธ 49.4s / ๐ฐ $0.21 |
-| [179_grafana_big_dashboard_query](https://github.com/HolmesGPT/holmesgpt/blob/master/tests/llm/fixtures/test_ask_holmes/179_grafana_big_dashboard_query/test_case.yaml) [๐](https://www.braintrust.dev/app/robustadev/p/HolmesGPT/experiments/local-benchmark-20260101-140005?c=&search=%7B%22filter%22%3A%20%5B%7B%22text%22%3A%20%22metadata.eval_id%2520%253D%2520%2522179_grafana_big_dashboard_query%2522%22%2C%20%22label%22%3A%20%22metadata.eval_id%2520equals%2520179_grafana_big_dashboard_query%22%2C%20%22originType%22%3A%20%22form%22%7D%5D%7D) | [๐ด 0% (0/5)](https://www.braintrust.dev/app/robustadev/p/HolmesGPT/experiments/local-benchmark-20260101-140005?c=&search=%7B%22filter%22%3A%20%5B%7B%22text%22%3A%20%22span_attributes.name%2520%253D%2520%2522179_grafana_big_dashboard_query%255Bdeepseek-3.1%255D%2522%22%2C%20%22label%22%3A%20%22Name%2520equals%2520179_grafana_big_dashboard_query%255Bdeepseek-3.1%255D%22%2C%20%22originType%22%3A%20%22form%22%7D%5D%7D) / โฑ๏ธ 94.4s | [๐ด 0% (0/5)](https://www.braintrust.dev/app/robustadev/p/HolmesGPT/experiments/local-benchmark-20260101-140005?c=&search=%7B%22filter%22%3A%20%5B%7B%22text%22%3A%20%22span_attributes.name%2520%253D%2520%2522179_grafana_big_dashboard_query%255Bgpt-5%255D%2522%22%2C%20%22label%22%3A%20%22Name%2520equals%2520179_grafana_big_dashboard_query%255Bgpt-5%255D%22%2C%20%22originType%22%3A%20%22form%22%7D%5D%7D) / โฑ๏ธ 21.2s / ๐ฐ $0.04 | [๐ด 0% (0/5)](https://www.braintrust.dev/app/robustadev/p/HolmesGPT/experiments/local-benchmark-20260101-140005?c=&search=%7B%22filter%22%3A%20%5B%7B%22text%22%3A%20%22span_attributes.name%2520%253D%2520%2522179_grafana_big_dashboard_query%255Bgpt-5.1%255D%2522%22%2C%20%22label%22%3A%20%22Name%2520equals%2520179_grafana_big_dashboard_query%255Bgpt-5.1%255D%22%2C%20%22originType%22%3A%20%22form%22%7D%5D%7D) / โฑ๏ธ 175.0s / ๐ฐ $0.20 | [๐ด 0% (0/5)](https://www.braintrust.dev/app/robustadev/p/HolmesGPT/experiments/local-benchmark-20260101-140005?c=&search=%7B%22filter%22%3A%20%5B%7B%22text%22%3A%20%22span_attributes.name%2520%253D%2520%2522179_grafana_big_dashboard_query%255Bhaiku-4.5%255D%2522%22%2C%20%22label%22%3A%20%22Name%2520equals%2520179_grafana_big_dashboard_query%255Bhaiku-4.5%255D%22%2C%20%22originType%22%3A%20%22form%22%7D%5D%7D) / โฑ๏ธ 29.5s / ๐ฐ $0.04 | [๐ด 0% (0/5)](https://www.braintrust.dev/app/robustadev/p/HolmesGPT/experiments/local-benchmark-20260101-140005?c=&search=%7B%22filter%22%3A%20%5B%7B%22text%22%3A%20%22span_attributes.name%2520%253D%2520%2522179_grafana_big_dashboard_query%255Bsonnet-4.5%255D%2522%22%2C%20%22label%22%3A%20%22Name%2520equals%2520179_grafana_big_dashboard_query%255Bsonnet-4.5%255D%22%2C%20%22originType%22%3A%20%22form%22%7D%5D%7D) / โฑ๏ธ 34.4s / ๐ฐ $0.13 |
-| [24_misconfigured_pvc](https://github.com/HolmesGPT/holmesgpt/blob/master/tests/llm/fixtures/test_ask_holmes/24_misconfigured_pvc/test_case.yaml) [๐](https://www.braintrust.dev/app/robustadev/p/HolmesGPT/experiments/local-benchmark-20260101-140005?c=&search=%7B%22filter%22%3A%20%5B%7B%22text%22%3A%20%22metadata.eval_id%2520%253D%2520%252224_misconfigured_pvc%2522%22%2C%20%22label%22%3A%20%22metadata.eval_id%2520equals%252024_misconfigured_pvc%22%2C%20%22originType%22%3A%20%22form%22%7D%5D%7D) | [๐ข 100% (5/5)](https://www.braintrust.dev/app/robustadev/p/HolmesGPT/experiments/local-benchmark-20260101-140005?c=&search=%7B%22filter%22%3A%20%5B%7B%22text%22%3A%20%22span_attributes.name%2520%253D%2520%252224_misconfigured_pvc%255Bdeepseek-3.1%255D%2522%22%2C%20%22label%22%3A%20%22Name%2520equals%252024_misconfigured_pvc%255Bdeepseek-3.1%255D%22%2C%20%22originType%22%3A%20%22form%22%7D%5D%7D) / โฑ๏ธ 103.6s | [๐ด 0% (0/5)](https://www.braintrust.dev/app/robustadev/p/HolmesGPT/experiments/local-benchmark-20260101-140005?c=&search=%7B%22filter%22%3A%20%5B%7B%22text%22%3A%20%22span_attributes.name%2520%253D%2520%252224_misconfigured_pvc%255Bgpt-5%255D%2522%22%2C%20%22label%22%3A%20%22Name%2520equals%252024_misconfigured_pvc%255Bgpt-5%255D%22%2C%20%22originType%22%3A%20%22form%22%7D%5D%7D) / โฑ๏ธ 4.3s / ๐ฐ $0.00 | [๐ด 0% (0/5)](https://www.braintrust.dev/app/robustadev/p/HolmesGPT/experiments/local-benchmark-20260101-140005?c=&search=%7B%22filter%22%3A%20%5B%7B%22text%22%3A%20%22span_attributes.name%2520%253D%2520%252224_misconfigured_pvc%255Bgpt-5.1%255D%2522%22%2C%20%22label%22%3A%20%22Name%2520equals%252024_misconfigured_pvc%255Bgpt-5.1%255D%22%2C%20%22originType%22%3A%20%22form%22%7D%5D%7D) / โฑ๏ธ 16.9s / ๐ฐ $0.01 | [๐ก 20% (1/5)](https://www.braintrust.dev/app/robustadev/p/HolmesGPT/experiments/local-benchmark-20260101-140005?c=&search=%7B%22filter%22%3A%20%5B%7B%22text%22%3A%20%22span_attributes.name%2520%253D%2520%252224_misconfigured_pvc%255Bhaiku-4.5%255D%2522%22%2C%20%22label%22%3A%20%22Name%2520equals%252024_misconfigured_pvc%255Bhaiku-4.5%255D%22%2C%20%22originType%22%3A%20%22form%22%7D%5D%7D) / โฑ๏ธ 9.9s / ๐ฐ $0.01 | [๐ข 100% (5/5)](https://www.braintrust.dev/app/robustadev/p/HolmesGPT/experiments/local-benchmark-20260101-140005?c=&search=%7B%22filter%22%3A%20%5B%7B%22text%22%3A%20%22span_attributes.name%2520%253D%2520%252224_misconfigured_pvc%255Bsonnet-4.5%255D%2522%22%2C%20%22label%22%3A%20%22Name%2520equals%252024_misconfigured_pvc%255Bsonnet-4.5%255D%22%2C%20%22originType%22%3A%20%22form%22%7D%5D%7D) / โฑ๏ธ 42.5s / ๐ฐ $0.14 |
-| [43_current_datetime_from_prompt](https://github.com/HolmesGPT/holmesgpt/blob/master/tests/llm/fixtures/test_ask_holmes/43_current_datetime_from_prompt/test_case.yaml) [๐](https://www.braintrust.dev/app/robustadev/p/HolmesGPT/experiments/local-benchmark-20260101-140005?c=&search=%7B%22filter%22%3A%20%5B%7B%22text%22%3A%20%22metadata.eval_id%2520%253D%2520%252243_current_datetime_from_prompt%2522%22%2C%20%22label%22%3A%20%22metadata.eval_id%2520equals%252043_current_datetime_from_prompt%22%2C%20%22originType%22%3A%20%22form%22%7D%5D%7D) | [๐ก 80% (4/5)](https://www.braintrust.dev/app/robustadev/p/HolmesGPT/experiments/local-benchmark-20260101-140005?c=&search=%7B%22filter%22%3A%20%5B%7B%22text%22%3A%20%22span_attributes.name%2520%253D%2520%252243_current_datetime_from_prompt%255Bdeepseek-3.1%255D%2522%22%2C%20%22label%22%3A%20%22Name%2520equals%252043_current_datetime_from_prompt%255Bdeepseek-3.1%255D%22%2C%20%22originType%22%3A%20%22form%22%7D%5D%7D) / โฑ๏ธ 12.9s | [๐ก 80% (4/5)](https://www.braintrust.dev/app/robustadev/p/HolmesGPT/experiments/local-benchmark-20260101-140005?c=&search=%7B%22filter%22%3A%20%5B%7B%22text%22%3A%20%22span_attributes.name%2520%253D%2520%252243_current_datetime_from_prompt%255Bgpt-5%255D%2522%22%2C%20%22label%22%3A%20%22Name%2520equals%252043_current_datetime_from_prompt%255Bgpt-5%255D%22%2C%20%22originType%22%3A%20%22form%22%7D%5D%7D) / โฑ๏ธ 7.4s / ๐ฐ $0.01 | [๐ข 100% (5/5)](https://www.braintrust.dev/app/robustadev/p/HolmesGPT/experiments/local-benchmark-20260101-140005?c=&search=%7B%22filter%22%3A%20%5B%7B%22text%22%3A%20%22span_attributes.name%2520%253D%2520%252243_current_datetime_from_prompt%255Bgpt-5.1%255D%2522%22%2C%20%22label%22%3A%20%22Name%2520equals%252043_current_datetime_from_prompt%255Bgpt-5.1%255D%22%2C%20%22originType%22%3A%20%22form%22%7D%5D%7D) / โฑ๏ธ 24.0s / ๐ฐ $0.02 | [๐ข 100% (5/5)](https://www.braintrust.dev/app/robustadev/p/HolmesGPT/experiments/local-benchmark-20260101-140005?c=&search=%7B%22filter%22%3A%20%5B%7B%22text%22%3A%20%22span_attributes.name%2520%253D%2520%252243_current_datetime_from_prompt%255Bhaiku-4.5%255D%2522%22%2C%20%22label%22%3A%20%22Name%2520equals%252043_current_datetime_from_prompt%255Bhaiku-4.5%255D%22%2C%20%22originType%22%3A%20%22form%22%7D%5D%7D) / โฑ๏ธ 6.3s / ๐ฐ $0.01 | [๐ข 100% (5/5)](https://www.braintrust.dev/app/robustadev/p/HolmesGPT/experiments/local-benchmark-20260101-140005?c=&search=%7B%22filter%22%3A%20%5B%7B%22text%22%3A%20%22span_attributes.name%2520%253D%2520%252243_current_datetime_from_prompt%255Bsonnet-4.5%255D%2522%22%2C%20%22label%22%3A%20%22Name%2520equals%252043_current_datetime_from_prompt%255Bsonnet-4.5%255D%22%2C%20%22originType%22%3A%20%22form%22%7D%5D%7D) / โฑ๏ธ 9.8s / ๐ฐ $0.01 |
-| [61_exact_match_counting](https://github.com/HolmesGPT/holmesgpt/blob/master/tests/llm/fixtures/test_ask_holmes/61_exact_match_counting/test_case.yaml) [๐](https://www.braintrust.dev/app/robustadev/p/HolmesGPT/experiments/local-benchmark-20260101-140005?c=&search=%7B%22filter%22%3A%20%5B%7B%22text%22%3A%20%22metadata.eval_id%2520%253D%2520%252261_exact_match_counting%2522%22%2C%20%22label%22%3A%20%22metadata.eval_id%2520equals%252061_exact_match_counting%22%2C%20%22originType%22%3A%20%22form%22%7D%5D%7D) | [๐ข 100% (5/5)](https://www.braintrust.dev/app/robustadev/p/HolmesGPT/experiments/local-benchmark-20260101-140005?c=&search=%7B%22filter%22%3A%20%5B%7B%22text%22%3A%20%22span_attributes.name%2520%253D%2520%252261_exact_match_counting%255Bdeepseek-3.1%255D%2522%22%2C%20%22label%22%3A%20%22Name%2520equals%252061_exact_match_counting%255Bdeepseek-3.1%255D%22%2C%20%22originType%22%3A%20%22form%22%7D%5D%7D) / โฑ๏ธ 35.6s | [๐ข 100% (5/5)](https://www.braintrust.dev/app/robustadev/p/HolmesGPT/experiments/local-benchmark-20260101-140005?c=&search=%7B%22filter%22%3A%20%5B%7B%22text%22%3A%20%22span_attributes.name%2520%253D%2520%252261_exact_match_counting%255Bgpt-5%255D%2522%22%2C%20%22label%22%3A%20%22Name%2520equals%252061_exact_match_counting%255Bgpt-5%255D%22%2C%20%22originType%22%3A%20%22form%22%7D%5D%7D) / โฑ๏ธ 16.4s / ๐ฐ $0.04 | [๐ข 100% (5/5)](https://www.braintrust.dev/app/robustadev/p/HolmesGPT/experiments/local-benchmark-20260101-140005?c=&search=%7B%22filter%22%3A%20%5B%7B%22text%22%3A%20%22span_attributes.name%2520%253D%2520%252261_exact_match_counting%255Bgpt-5.1%255D%2522%22%2C%20%22label%22%3A%20%22Name%2520equals%252061_exact_match_counting%255Bgpt-5.1%255D%22%2C%20%22originType%22%3A%20%22form%22%7D%5D%7D) / โฑ๏ธ 49.8s / ๐ฐ $0.06 | [๐ข 100% (5/5)](https://www.braintrust.dev/app/robustadev/p/HolmesGPT/experiments/local-benchmark-20260101-140005?c=&search=%7B%22filter%22%3A%20%5B%7B%22text%22%3A%20%22span_attributes.name%2520%253D%2520%252261_exact_match_counting%255Bhaiku-4.5%255D%2522%22%2C%20%22label%22%3A%20%22Name%2520equals%252061_exact_match_counting%255Bhaiku-4.5%255D%22%2C%20%22originType%22%3A%20%22form%22%7D%5D%7D) / โฑ๏ธ 14.0s / ๐ฐ $0.01 | [๐ข 100% (5/5)](https://www.braintrust.dev/app/robustadev/p/HolmesGPT/experiments/local-benchmark-20260101-140005?c=&search=%7B%22filter%22%3A%20%5B%7B%22text%22%3A%20%22span_attributes.name%2520%253D%2520%252261_exact_match_counting%255Bsonnet-4.5%255D%2522%22%2C%20%22label%22%3A%20%22Name%2520equals%252061_exact_match_counting%255Bsonnet-4.5%255D%22%2C%20%22originType%22%3A%20%22form%22%7D%5D%7D) / โฑ๏ธ 19.1s / ๐ฐ $0.06 |
-| [73a_time_window_anomaly](https://github.com/HolmesGPT/holmesgpt/blob/master/tests/llm/fixtures/test_ask_holmes/73a_time_window_anomaly/test_case.yaml) [๐](https://www.braintrust.dev/app/robustadev/p/HolmesGPT/experiments/local-benchmark-20260101-140005?c=&search=%7B%22filter%22%3A%20%5B%7B%22text%22%3A%20%22metadata.eval_id%2520%253D%2520%252273a_time_window_anomaly%2522%22%2C%20%22label%22%3A%20%22metadata.eval_id%2520equals%252073a_time_window_anomaly%22%2C%20%22originType%22%3A%20%22form%22%7D%5D%7D) | [๐ก 80% (4/5)](https://www.braintrust.dev/app/robustadev/p/HolmesGPT/experiments/local-benchmark-20260101-140005?c=&search=%7B%22filter%22%3A%20%5B%7B%22text%22%3A%20%22span_attributes.name%2520%253D%2520%252273a_time_window_anomaly%255Bdeepseek-3.1%255D%2522%22%2C%20%22label%22%3A%20%22Name%2520equals%252073a_time_window_anomaly%255Bdeepseek-3.1%255D%22%2C%20%22originType%22%3A%20%22form%22%7D%5D%7D) / โฑ๏ธ 95.6s | [๐ข 100% (5/5)](https://www.braintrust.dev/app/robustadev/p/HolmesGPT/experiments/local-benchmark-20260101-140005?c=&search=%7B%22filter%22%3A%20%5B%7B%22text%22%3A%20%22span_attributes.name%2520%253D%2520%252273a_time_window_anomaly%255Bgpt-5%255D%2522%22%2C%20%22label%22%3A%20%22Name%2520equals%252073a_time_window_anomaly%255Bgpt-5%255D%22%2C%20%22originType%22%3A%20%22form%22%7D%5D%7D) / โฑ๏ธ 27.5s / ๐ฐ $0.07 | [๐ก 80% (4/5)](https://www.braintrust.dev/app/robustadev/p/HolmesGPT/experiments/local-benchmark-20260101-140005?c=&search=%7B%22filter%22%3A%20%5B%7B%22text%22%3A%20%22span_attributes.name%2520%253D%2520%252273a_time_window_anomaly%255Bgpt-5.1%255D%2522%22%2C%20%22label%22%3A%20%22Name%2520equals%252073a_time_window_anomaly%255Bgpt-5.1%255D%22%2C%20%22originType%22%3A%20%22form%22%7D%5D%7D) / โฑ๏ธ 93.0s / ๐ฐ $0.13 | [๐ก 20% (1/5)](https://www.braintrust.dev/app/robustadev/p/HolmesGPT/experiments/local-benchmark-20260101-140005?c=&search=%7B%22filter%22%3A%20%5B%7B%22text%22%3A%20%22span_attributes.name%2520%253D%2520%252273a_time_window_anomaly%255Bhaiku-4.5%255D%2522%22%2C%20%22label%22%3A%20%22Name%2520equals%252073a_time_window_anomaly%255Bhaiku-4.5%255D%22%2C%20%22originType%22%3A%20%22form%22%7D%5D%7D) / โฑ๏ธ 31.8s / ๐ฐ $0.05 | [๐ก 80% (4/5)](https://www.braintrust.dev/app/robustadev/p/HolmesGPT/experiments/local-benchmark-20260101-140005?c=&search=%7B%22filter%22%3A%20%5B%7B%22text%22%3A%20%22span_attributes.name%2520%253D%2520%252273a_time_window_anomaly%255Bsonnet-4.5%255D%2522%22%2C%20%22label%22%3A%20%22Name%2520equals%252073a_time_window_anomaly%255Bsonnet-4.5%255D%22%2C%20%22originType%22%3A%20%22form%22%7D%5D%7D) / โฑ๏ธ 48.6s / ๐ฐ $0.20 |
-| [73b_time_window_anomaly](https://github.com/HolmesGPT/holmesgpt/blob/master/tests/llm/fixtures/test_ask_holmes/73b_time_window_anomaly/test_case.yaml) [๐](https://www.braintrust.dev/app/robustadev/p/HolmesGPT/experiments/local-benchmark-20260101-140005?c=&search=%7B%22filter%22%3A%20%5B%7B%22text%22%3A%20%22metadata.eval_id%2520%253D%2520%252273b_time_window_anomaly%2522%22%2C%20%22label%22%3A%20%22metadata.eval_id%2520equals%252073b_time_window_anomaly%22%2C%20%22originType%22%3A%20%22form%22%7D%5D%7D) | [๐ข 100% (5/5)](https://www.braintrust.dev/app/robustadev/p/HolmesGPT/experiments/local-benchmark-20260101-140005?c=&search=%7B%22filter%22%3A%20%5B%7B%22text%22%3A%20%22span_attributes.name%2520%253D%2520%252273b_time_window_anomaly%255Bdeepseek-3.1%255D%2522%22%2C%20%22label%22%3A%20%22Name%2520equals%252073b_time_window_anomaly%255Bdeepseek-3.1%255D%22%2C%20%22originType%22%3A%20%22form%22%7D%5D%7D) / โฑ๏ธ 93.2s | [๐ก 80% (4/5)](https://www.braintrust.dev/app/robustadev/p/HolmesGPT/experiments/local-benchmark-20260101-140005?c=&search=%7B%22filter%22%3A%20%5B%7B%22text%22%3A%20%22span_attributes.name%2520%253D%2520%252273b_time_window_anomaly%255Bgpt-5%255D%2522%22%2C%20%22label%22%3A%20%22Name%2520equals%252073b_time_window_anomaly%255Bgpt-5%255D%22%2C%20%22originType%22%3A%20%22form%22%7D%5D%7D) / โฑ๏ธ 28.2s / ๐ฐ $0.07 | [๐ก 20% (1/5)](https://www.braintrust.dev/app/robustadev/p/HolmesGPT/experiments/local-benchmark-20260101-140005?c=&search=%7B%22filter%22%3A%20%5B%7B%22text%22%3A%20%22span_attributes.name%2520%253D%2520%252273b_time_window_anomaly%255Bgpt-5.1%255D%2522%22%2C%20%22label%22%3A%20%22Name%2520equals%252073b_time_window_anomaly%255Bgpt-5.1%255D%22%2C%20%22originType%22%3A%20%22form%22%7D%5D%7D) / โฑ๏ธ 37.3s / ๐ฐ $0.03 | [๐ก 20% (1/5)](https://www.braintrust.dev/app/robustadev/p/HolmesGPT/experiments/local-benchmark-20260101-140005?c=&search=%7B%22filter%22%3A%20%5B%7B%22text%22%3A%20%22span_attributes.name%2520%253D%2520%252273b_time_window_anomaly%255Bhaiku-4.5%255D%2522%22%2C%20%22label%22%3A%20%22Name%2520equals%252073b_time_window_anomaly%255Bhaiku-4.5%255D%22%2C%20%22originType%22%3A%20%22form%22%7D%5D%7D) / โฑ๏ธ 32.9s / ๐ฐ $0.05 | [๐ข 100% (5/5)](https://www.braintrust.dev/app/robustadev/p/HolmesGPT/experiments/local-benchmark-20260101-140005?c=&search=%7B%22filter%22%3A%20%5B%7B%22text%22%3A%20%22span_attributes.name%2520%253D%2520%252273b_time_window_anomaly%255Bsonnet-4.5%255D%2522%22%2C%20%22label%22%3A%20%22Name%2520equals%252073b_time_window_anomaly%255Bsonnet-4.5%255D%22%2C%20%22originType%22%3A%20%22form%22%7D%5D%7D) / โฑ๏ธ 46.3s / ๐ฐ $0.18 |
-| [96_no_matching_runbook](https://github.com/HolmesGPT/holmesgpt/blob/master/tests/llm/fixtures/test_ask_holmes/96_no_matching_runbook/test_case.yaml) [๐](https://www.braintrust.dev/app/robustadev/p/HolmesGPT/experiments/local-benchmark-20260101-140005?c=&search=%7B%22filter%22%3A%20%5B%7B%22text%22%3A%20%22metadata.eval_id%2520%253D%2520%252296_no_matching_runbook%2522%22%2C%20%22label%22%3A%20%22metadata.eval_id%2520equals%252096_no_matching_runbook%22%2C%20%22originType%22%3A%20%22form%22%7D%5D%7D) | [๐ก 40% (2/5)](https://www.braintrust.dev/app/robustadev/p/HolmesGPT/experiments/local-benchmark-20260101-140005?c=&search=%7B%22filter%22%3A%20%5B%7B%22text%22%3A%20%22span_attributes.name%2520%253D%2520%252296_no_matching_runbook%255Bdeepseek-3.1%255D%2522%22%2C%20%22label%22%3A%20%22Name%2520equals%252096_no_matching_runbook%255Bdeepseek-3.1%255D%22%2C%20%22originType%22%3A%20%22form%22%7D%5D%7D) / โฑ๏ธ 99.9s | [๐ก 60% (3/5)](https://www.braintrust.dev/app/robustadev/p/HolmesGPT/experiments/local-benchmark-20260101-140005?c=&search=%7B%22filter%22%3A%20%5B%7B%22text%22%3A%20%22span_attributes.name%2520%253D%2520%252296_no_matching_runbook%255Bgpt-5%255D%2522%22%2C%20%22label%22%3A%20%22Name%2520equals%252096_no_matching_runbook%255Bgpt-5%255D%22%2C%20%22originType%22%3A%20%22form%22%7D%5D%7D) / โฑ๏ธ 41.0s / ๐ฐ $0.13 | [๐ก 80% (4/5)](https://www.braintrust.dev/app/robustadev/p/HolmesGPT/experiments/local-benchmark-20260101-140005?c=&search=%7B%22filter%22%3A%20%5B%7B%22text%22%3A%20%22span_attributes.name%2520%253D%2520%252296_no_matching_runbook%255Bgpt-5.1%255D%2522%22%2C%20%22label%22%3A%20%22Name%2520equals%252096_no_matching_runbook%255Bgpt-5.1%255D%22%2C%20%22originType%22%3A%20%22form%22%7D%5D%7D) / โฑ๏ธ 132.4s / ๐ฐ $0.17 | [๐ก 80% (4/5)](https://www.braintrust.dev/app/robustadev/p/HolmesGPT/experiments/local-benchmark-20260101-140005?c=&search=%7B%22filter%22%3A%20%5B%7B%22text%22%3A%20%22span_attributes.name%2520%253D%2520%252296_no_matching_runbook%255Bhaiku-4.5%255D%2522%22%2C%20%22label%22%3A%20%22Name%2520equals%252096_no_matching_runbook%255Bhaiku-4.5%255D%22%2C%20%22originType%22%3A%20%22form%22%7D%5D%7D) / โฑ๏ธ 33.5s / ๐ฐ $0.06 | [๐ข 100% (5/5)](https://www.braintrust.dev/app/robustadev/p/HolmesGPT/experiments/local-benchmark-20260101-140005?c=&search=%7B%22filter%22%3A%20%5B%7B%22text%22%3A%20%22span_attributes.name%2520%253D%2520%252296_no_matching_runbook%255Bsonnet-4.5%255D%2522%22%2C%20%22label%22%3A%20%22Name%2520equals%252096_no_matching_runbook%255Bsonnet-4.5%255D%22%2C%20%22originType%22%3A%20%22form%22%7D%5D%7D) / โฑ๏ธ 60.6s / ๐ฐ $0.30 |
-
----
-*Results are automatically generated and updated weekly. View full traces and detailed analysis in [Braintrust experiment: local-benchmark-20260101-140005](https://www.braintrust.dev/app/robustadev/p/HolmesGPT/experiments/local-benchmark-20260101-140005).*
+If you are not redirected automatically, [click here](../history/results_20260104_174301/).
diff --git a/holmes/plugins/toolsets/__init__.py b/holmes/plugins/toolsets/__init__.py
index acbce3613b..d9ae1cec39 100644
--- a/holmes/plugins/toolsets/__init__.py
+++ b/holmes/plugins/toolsets/__init__.py
@@ -28,6 +28,13 @@
from holmes.plugins.toolsets.datadog.toolset_datadog_traces import (
DatadogTracesToolset,
)
+from holmes.plugins.toolsets.elasticsearch.elasticsearch import (
+ ElasticsearchClusterToolset,
+ ElasticsearchDataToolset,
+)
+from holmes.plugins.toolsets.elasticsearch.opensearch_query_assist import (
+ OpenSearchQueryAssistToolset,
+)
from holmes.plugins.toolsets.git import GitToolset
from holmes.plugins.toolsets.grafana.loki.toolset_grafana_loki import GrafanaLokiToolset
from holmes.plugins.toolsets.grafana.toolset_grafana import GrafanaToolset
@@ -41,19 +48,12 @@
from holmes.plugins.toolsets.kubernetes_logs import KubernetesLogsToolset
from holmes.plugins.toolsets.mcp.toolset_mcp import RemoteMCPToolset
from holmes.plugins.toolsets.newrelic.newrelic import NewRelicToolset
-from holmes.plugins.toolsets.elasticsearch.opensearch_query_assist import (
- OpenSearchQueryAssistToolset,
-)
from holmes.plugins.toolsets.rabbitmq.toolset_rabbitmq import RabbitMQToolset
from holmes.plugins.toolsets.robusta.robusta import RobustaToolset
from holmes.plugins.toolsets.runbook.runbook_fetcher import RunbookToolset
from holmes.plugins.toolsets.servicenow_tables.servicenow_tables import (
ServiceNowTablesToolset,
)
-from holmes.plugins.toolsets.elasticsearch.elasticsearch import (
- ElasticsearchClusterToolset,
- ElasticsearchDataToolset,
-)
THIS_DIR = os.path.abspath(os.path.dirname(__file__))
diff --git a/holmes/plugins/toolsets/elasticsearch/elasticsearch.py b/holmes/plugins/toolsets/elasticsearch/elasticsearch.py
index 6751cea81b..234c6cd07b 100644
--- a/holmes/plugins/toolsets/elasticsearch/elasticsearch.py
+++ b/holmes/plugins/toolsets/elasticsearch/elasticsearch.py
@@ -2,7 +2,7 @@
from abc import ABC
from typing import Any, ClassVar, Dict, Optional, Tuple, Type
-import requests
+import requests # type: ignore[import-untyped]
from pydantic import BaseModel, ConfigDict
from holmes.core.tools import (
@@ -77,16 +77,31 @@ def _perform_health_check(self) -> Tuple[bool, str]:
response = self._make_request("GET", "_cluster/health", timeout=10)
cluster_name = response.get("cluster_name", "unknown")
status = response.get("status", "unknown")
- return True, f"Connected to Elasticsearch cluster '{cluster_name}' (status: {status})"
+ return (
+ True,
+ f"Connected to Elasticsearch cluster '{cluster_name}' (status: {status})",
+ )
except requests.exceptions.HTTPError as e:
if e.response.status_code == 401:
- return False, "Elasticsearch authentication failed. Check your API key or credentials."
+ return (
+ False,
+ "Elasticsearch authentication failed. Check your API key or credentials.",
+ )
elif e.response.status_code == 403:
- return False, "Elasticsearch access denied. Ensure your credentials have cluster access."
+ return (
+ False,
+ "Elasticsearch access denied. Ensure your credentials have cluster access.",
+ )
else:
- return False, f"Elasticsearch API error: {e.response.status_code} - {e.response.text}"
+ return (
+ False,
+ f"Elasticsearch API error: {e.response.status_code} - {e.response.text}",
+ )
except requests.exceptions.ConnectionError:
- return False, f"Failed to connect to Elasticsearch at {self.elasticsearch_config.url}"
+ return (
+ False,
+ f"Failed to connect to Elasticsearch at {self.elasticsearch_config.url}",
+ )
except requests.exceptions.Timeout:
return False, "Elasticsearch health check timed out"
except Exception as e:
@@ -118,7 +133,10 @@ def _get_headers(self) -> Dict[str, str]:
def _get_auth(self) -> Optional[Tuple[str, str]]:
"""Return basic auth tuple if username/password configured."""
if self.elasticsearch_config.username and self.elasticsearch_config.password:
- return (self.elasticsearch_config.username, self.elasticsearch_config.password)
+ return (
+ self.elasticsearch_config.username,
+ self.elasticsearch_config.password,
+ )
return None
def _make_request(
@@ -290,7 +308,13 @@ def _invoke(self, params: dict, context: ToolInvokeContext) -> StructuredToolRes
index = params.get("index")
# Build the endpoint path
- if index and endpoint in ("shards", "indices", "segments", "recovery", "aliases"):
+ if index and endpoint in (
+ "shards",
+ "indices",
+ "segments",
+ "recovery",
+ "aliases",
+ ):
path = f"_cat/{endpoint}/{index}"
else:
path = f"_cat/{endpoint}"
@@ -313,7 +337,9 @@ def get_parameterized_one_liner(self, params: Dict) -> str:
endpoint = params.get("endpoint", "")
index = params.get("index", "")
suffix = f" ({index})" if index else ""
- return f"{toolset_name_for_one_liner(self._toolset.name)}: Cat {endpoint}{suffix}"
+ return (
+ f"{toolset_name_for_one_liner(self._toolset.name)}: Cat {endpoint}{suffix}"
+ )
class ElasticsearchSearch(BaseElasticsearchTool):
@@ -468,7 +494,9 @@ def _invoke(self, params: dict, context: ToolInvokeContext) -> StructuredToolRes
def get_parameterized_one_liner(self, params: Dict) -> str:
index = params.get("index", "")
suffix = f" ({index})" if index else ""
- return f"{toolset_name_for_one_liner(self._toolset.name)}: Cluster health{suffix}"
+ return (
+ f"{toolset_name_for_one_liner(self._toolset.name)}: Cluster health{suffix}"
+ )
class ElasticsearchMappings(BaseElasticsearchTool, JsonFilterMixin):
@@ -485,13 +513,15 @@ def __init__(self, toolset: ElasticsearchBaseToolset):
"For large mappings, use the jq parameter to filter results "
"(e.g., jq='.*.mappings.properties | keys' to list field names)."
),
- parameters=JsonFilterMixin.extend_parameters({
- "index": ToolParameter(
- description="Index name or pattern to get mappings for",
- type="string",
- required=True,
- ),
- }),
+ parameters=JsonFilterMixin.extend_parameters(
+ {
+ "index": ToolParameter(
+ description="Index name or pattern to get mappings for",
+ type="string",
+ required=True,
+ ),
+ }
+ ),
)
def _invoke(self, params: dict, context: ToolInvokeContext) -> StructuredToolResult:
@@ -591,7 +621,9 @@ def _invoke(self, params: dict, context: ToolInvokeContext) -> StructuredToolRes
"primary": params.get("primary", True),
}
- return self._make_request("GET", "_cluster/allocation/explain", params, body=body)
+ return self._make_request(
+ "GET", "_cluster/allocation/explain", params, body=body
+ )
def get_parameterized_one_liner(self, params: Dict) -> str:
index = params.get("index", "")
@@ -642,7 +674,9 @@ def _invoke(self, params: dict, context: ToolInvokeContext) -> StructuredToolRes
def get_parameterized_one_liner(self, params: Dict) -> str:
node_id = params.get("node_id", "_all")
- return f"{toolset_name_for_one_liner(self._toolset.name)}: Node stats ({node_id})"
+ return (
+ f"{toolset_name_for_one_liner(self._toolset.name)}: Node stats ({node_id})"
+ )
class ElasticsearchListIndices(BaseElasticsearchTool, JsonFilterMixin):
@@ -657,54 +691,56 @@ def __init__(self, toolset: ElasticsearchBaseToolset):
"Returns index names, document counts, and storage size. "
"Supports server-side sorting and filtering for efficient queries on large clusters."
),
- parameters=JsonFilterMixin.extend_parameters({
- "pattern": ToolParameter(
- description=(
- "Index name pattern to match. Supports wildcards (e.g., 'logs-*', 'app-*'). "
- "Use '*' to list all indices."
+ parameters=JsonFilterMixin.extend_parameters(
+ {
+ "pattern": ToolParameter(
+ description=(
+ "Index name pattern to match. Supports wildcards (e.g., 'logs-*', 'app-*'). "
+ "Use '*' to list all indices."
+ ),
+ type="string",
+ required=False,
),
- type="string",
- required=False,
- ),
- "sort": ToolParameter(
- description=(
- "Sort by column. Format: 'column' or 'column:desc'. "
- "Examples: 'store.size:desc' (largest first), 'docs.count:desc', 'index'. "
- "Default: 'index' (alphabetical)."
+ "sort": ToolParameter(
+ description=(
+ "Sort by column. Format: 'column' or 'column:desc'. "
+ "Examples: 'store.size:desc' (largest first), 'docs.count:desc', 'index'. "
+ "Default: 'index' (alphabetical)."
+ ),
+ type="string",
+ required=False,
),
- type="string",
- required=False,
- ),
- "columns": ToolParameter(
- description=(
- "Comma-separated columns to return. Available: index, health, status, pri, rep, "
- "docs.count, docs.deleted, store.size, pri.store.size, creation.date, creation.date.string. "
- "Default: 'index,health,status,docs.count,store.size'"
+ "columns": ToolParameter(
+ description=(
+ "Comma-separated columns to return. Available: index, health, status, pri, rep, "
+ "docs.count, docs.deleted, store.size, pri.store.size, creation.date, creation.date.string. "
+ "Default: 'index,health,status,docs.count,store.size'"
+ ),
+ type="string",
+ required=False,
),
- type="string",
- required=False,
- ),
- "health": ToolParameter(
- description="Filter by index health: green, yellow, or red",
- type="string",
- required=False,
- ),
- "bytes": ToolParameter(
- description="Unit for byte sizes: b, kb, mb, gb, tb, pb. Default: human-readable.",
- type="string",
- required=False,
- ),
- "pri": ToolParameter(
- description="If true, return only primary shard statistics",
- type="boolean",
- required=False,
- ),
- "expand_wildcards": ToolParameter(
- description="Which indices to expand wildcards to: open, closed, hidden, none, all. Default: open",
- type="string",
- required=False,
- ),
- }),
+ "health": ToolParameter(
+ description="Filter by index health: green, yellow, or red",
+ type="string",
+ required=False,
+ ),
+ "bytes": ToolParameter(
+ description="Unit for byte sizes: b, kb, mb, gb, tb, pb. Default: human-readable.",
+ type="string",
+ required=False,
+ ),
+ "pri": ToolParameter(
+ description="If true, return only primary shard statistics",
+ type="boolean",
+ required=False,
+ ),
+ "expand_wildcards": ToolParameter(
+ description="Which indices to expand wildcards to: open, closed, hidden, none, all. Default: open",
+ type="string",
+ required=False,
+ ),
+ }
+ ),
)
def _invoke(self, params: dict, context: ToolInvokeContext) -> StructuredToolResult:
diff --git a/holmes/plugins/toolsets/grafana/common.py b/holmes/plugins/toolsets/grafana/common.py
index ab90b309f1..0586befd5f 100644
--- a/holmes/plugins/toolsets/grafana/common.py
+++ b/holmes/plugins/toolsets/grafana/common.py
@@ -1,11 +1,7 @@
-import datetime
-import json
from typing import Dict, Optional
from pydantic import BaseModel
-from holmes.core.tools import StructuredToolResult, StructuredToolResultStatus
-
class GrafanaConfig(BaseModel):
"""A config that represents one of the Grafana related tools like Loki or Tempo
diff --git a/run_benchmarks_local.py b/run_benchmarks_local.py
index 9c6a5cd7d6..2f8123b153 100755
--- a/run_benchmarks_local.py
+++ b/run_benchmarks_local.py
@@ -14,6 +14,12 @@
from pathlib import Path
from typing import List, Optional
+# Benchmark type definitions
+BENCHMARK_TYPES = {
+ "fast-benchmark": "regression or benchmark",
+ "full-benchmark": "easy or medium or hard or regression or benchmark",
+}
+
class BenchmarkRunner:
"""Manages local benchmark execution for HolmesGPT evaluations."""
@@ -27,6 +33,7 @@ def __init__(
parallel_workers: Optional[str] = "auto",
strict_setup: bool = True,
no_braintrust: bool = False,
+ benchmark_type: Optional[str] = None,
):
self.models = models
self.markers = markers
@@ -35,6 +42,7 @@ def __init__(
self.parallel_workers = parallel_workers
self.strict_setup = strict_setup
self.no_braintrust = no_braintrust
+ self.benchmark_type = benchmark_type
self.experiment_id = os.environ.get(
"EXPERIMENT_ID",
f"local-benchmark-{datetime.now().strftime('%Y%m%d-%H%M%S')}",
@@ -45,6 +53,8 @@ def check_environment(self) -> None:
print("=" * 50)
print("๐งช Running Local Benchmarks")
print("=" * 50)
+ if self.benchmark_type:
+ print(f"Benchmark: {self.benchmark_type}")
print(f"Models: {', '.join(self.models)}")
print(f"Markers: llm and ({self.markers})")
print(f"Iterations: {self.iterations}")
@@ -196,13 +206,22 @@ def generate_report(self) -> None:
)
return
- # Create output directories
+ # Create output directories based on benchmark type
docs_dir = Path("docs/development/evaluations")
history_dir = docs_dir / "history"
history_dir.mkdir(parents=True, exist_ok=True)
- # Generate latest results
- latest_output = docs_dir / "latest-results.md"
+ # Determine output file based on benchmark type
+ # History files always use results_TIMESTAMP.md format (โก in title distinguishes fast)
+ if self.benchmark_type == "fast-benchmark":
+ main_output = docs_dir / "fast-benchmark-results.md"
+ elif self.benchmark_type == "full-benchmark":
+ main_output = docs_dir / "full-benchmark-results.md"
+ else:
+ # Custom markers - use full benchmark output location
+ main_output = docs_dir / "full-benchmark-results.md"
+
+ # Build base command
cmd = [
"poetry",
"run",
@@ -211,23 +230,54 @@ def generate_report(self) -> None:
"--json-file",
"eval_results.json",
"--output-file",
- str(latest_output),
+ str(main_output),
"--models",
",".join(self.models),
]
+ # Add benchmark type if specified
+ if self.benchmark_type:
+ cmd.extend(["--benchmark-type", self.benchmark_type])
+
+ # Set up environment with PYTHONPATH to ensure tests module is importable
+ env = os.environ.copy()
+ project_root = str(Path.cwd())
+ env["PYTHONPATH"] = f"{project_root}:{env.get('PYTHONPATH', '')}"
+
try:
- subprocess.run(cmd, check=True)
- print(f"โ
Report generated: {latest_output}")
+ subprocess.run(cmd, check=True, env=env)
+ print(f"โ
Report generated: {main_output}")
- # Generate historical copy
+ # Generate historical copy first (โก in title distinguishes fast benchmarks)
timestamp = datetime.now().strftime("%Y%m%d_%H%M%S")
history_output = history_dir / f"results_{timestamp}.md"
- cmd[-2] = str(history_output) # Update output file
- subprocess.run(cmd, check=True)
+ # Update command for historical output
+ cmd_history = cmd.copy()
+ output_idx = cmd_history.index("--output-file") + 1
+ cmd_history[output_idx] = str(history_output)
+ subprocess.run(cmd_history, check=True, env=env)
print(f"๐ Saved historical copy: {history_output}")
+ # Create redirect page for latest-results.md pointing to the history file
+ latest_output = docs_dir / "latest-results.md"
+ history_relative = (
+ f"../history/{history_output.name.replace('.md', '/')}".rstrip("/")
+ + "/"
+ )
+ redirect_content = f"""# Latest Results
+
+Redirecting to the latest benchmark results...
+
+
+
+If you are not redirected automatically, [click here]({history_relative}).
+"""
+ latest_output.write_text(redirect_content)
+ print(f"๐ Updated redirect: {latest_output} -> {history_relative}")
+
except subprocess.CalledProcessError as e:
print(f"โ Report generation failed: {e}")
@@ -237,6 +287,8 @@ def show_summary(self) -> None:
print("=" * 50)
print("Test Execution Summary")
print("=" * 50)
+ if self.benchmark_type:
+ print(f"Benchmark: {self.benchmark_type}")
print(f"Models: {', '.join(self.models)}")
print(f"Markers: llm and ({self.markers})")
print(f"Iterations: {self.iterations}")
@@ -254,9 +306,16 @@ def show_summary(self) -> None:
print()
print("Generated files:")
+ # Determine which result file to check based on benchmark type
+ if self.benchmark_type == "fast-benchmark":
+ result_file = "docs/development/evaluations/fast-benchmark-results.md"
+ else:
+ result_file = "docs/development/evaluations/full-benchmark-results.md"
+
files_to_check = [
("eval_results.json", "JSON results"),
("evals_report.md", "Evaluation report"),
+ (result_file, "Benchmark results"),
("docs/development/evaluations/latest-results.md", "Latest results"),
]
@@ -271,6 +330,7 @@ def show_summary(self) -> None:
print("โ
Benchmark run complete!")
print()
print("To commit results (like CI/CD would on main):")
+ print(f" git add {result_file}")
print(" git add docs/development/evaluations/latest-results.md")
print(" git commit -m 'Update benchmark results [skip ci]'")
print("=" * 50)
@@ -291,10 +351,16 @@ def parse_args():
description="Run HolmesGPT evaluation benchmarks locally",
formatter_class=argparse.RawDescriptionHelpFormatter,
epilog="""
+Benchmark Types:
+ fast-benchmark - Quick regression tests (markers: regression or benchmark)
+ full-benchmark - Comprehensive tests (markers: easy or medium or hard or regression or benchmark)
+
Examples:
- %(prog)s # Use all defaults
- %(prog)s --models gpt-4o # Test only gpt-4o
- %(prog)s --models gpt-4o,claude-3-5-sonnet --markers easy --iterations 3
+ %(prog)s # Default: fast-benchmark with default models
+ %(prog)s --benchmark-type fast-benchmark # Explicit fast benchmark
+ %(prog)s --benchmark-type full-benchmark # Full comprehensive benchmark
+ %(prog)s --models gpt-4o # Test only gpt-4o (fast-benchmark)
+ %(prog)s --markers easy --iterations 3 # Custom markers (cannot combine with --benchmark-type)
%(prog)s --filter 01_how_many_pods # Run specific test
%(prog)s --parallel 6 # Run with 6 parallel workers
%(prog)s --parallel 1 # Run sequentially (no parallelism)
@@ -317,11 +383,19 @@ def parse_args():
help="Comma-separated list of models to test (default: %(default)s)",
)
+ parser.add_argument(
+ "--benchmark-type",
+ type=str,
+ choices=list(BENCHMARK_TYPES.keys()),
+ default=None,
+ help="Type of benchmark to run (default: fast-benchmark). Cannot be combined with --markers.",
+ )
+
parser.add_argument(
"--markers",
type=str,
- default="regression or benchmark",
- help="Pytest markers for test selection (combined with 'llm') (default: %(default)s)",
+ default=None,
+ help="Custom pytest markers for test selection (combined with 'llm'). Cannot be combined with --benchmark-type.",
)
parser.add_argument(
@@ -366,17 +440,38 @@ def main():
"""Main entry point."""
args = parse_args()
+ # Validate that --benchmark-type and --markers are not both provided
+ if args.markers is not None and args.benchmark_type is not None:
+ print("โ ERROR: Cannot combine --benchmark-type with --markers")
+ print(" Use either --benchmark-type OR --markers, not both.")
+ sys.exit(1)
+
+ # Determine markers and benchmark_type
+ if args.markers is not None:
+ # Custom markers provided - no benchmark type
+ markers = args.markers
+ benchmark_type = None
+ elif args.benchmark_type is not None:
+ # Explicit benchmark type
+ benchmark_type = args.benchmark_type
+ markers = BENCHMARK_TYPES[benchmark_type]
+ else:
+ # Default: fast-benchmark
+ benchmark_type = "fast-benchmark"
+ markers = BENCHMARK_TYPES[benchmark_type]
+
# Parse models from comma-separated string
models = [m.strip() for m in args.models.split(",") if m.strip()]
runner = BenchmarkRunner(
models=models,
- markers=args.markers,
+ markers=markers,
iterations=args.iterations,
filter_tests=args.filter_tests,
parallel_workers=args.parallel_workers,
strict_setup=args.strict_setup,
no_braintrust=args.no_braintrust,
+ benchmark_type=benchmark_type,
)
# Ignore the exit code from tests to match bash script behavior
diff --git a/tests/generate_eval_report.py b/tests/generate_eval_report.py
index 7b66457327..1392e5c4b5 100755
--- a/tests/generate_eval_report.py
+++ b/tests/generate_eval_report.py
@@ -9,7 +9,7 @@
from typing import Any, DefaultDict, Dict, List, Optional, Set
from urllib.parse import quote
-from llm.utils.test_env_vars import (
+from tests.llm.utils.test_env_vars import (
BRAINTRUST_API_KEY,
BRAINTRUST_ORG,
BRAINTRUST_PROJECT,
@@ -229,6 +229,12 @@ def parse_args():
"--models",
help="Comma-separated list of models tested (auto-detected if not provided)",
)
+ parser.add_argument(
+ "--benchmark-type",
+ choices=["fast-benchmark", "full-benchmark"],
+ default=None,
+ help="Type of benchmark (fast-benchmark or full-benchmark)",
+ )
return parser.parse_args()
@@ -1324,23 +1330,38 @@ def main():
# Generate report sections
report_lines = []
+ # Determine benchmark type label for title
+ benchmark_type = getattr(args, "benchmark_type", None)
+ if benchmark_type == "fast-benchmark":
+ benchmark_label = "Fast Benchmark"
+ benchmark_icon = "โก "
+ elif benchmark_type == "full-benchmark":
+ benchmark_label = "Full Benchmark"
+ benchmark_icon = ""
+ else:
+ benchmark_label = "Benchmark"
+ benchmark_icon = ""
+
# Header - check if output file is in history format
output_filename = Path(args.output_file).name
import re
- match = re.match(
+ # Match results_TIMESTAMP.md pattern for history files
+ history_match = re.match(
r"results_(\d{4})(\d{2})(\d{2})_(\d{2})(\d{2})(\d{2})\.md", output_filename
)
- if match:
- # Extract date components and format as title
- year, month, day, hour, minute, second = match.groups()
+
+ if history_match:
+ # History file - use date as title, add โก for fast benchmarks
+ year, month, day, hour, minute, second = history_match.groups()
date_obj = datetime(int(year), int(month), int(day))
- # Format as "Month Day, Year" (no time)
title = date_obj.strftime("%B %d, %Y")
- report_lines.append(f"# {title}")
+ report_lines.append(f"# {benchmark_icon}{title}")
else:
- # Default title for latest-results.md
- report_lines.append("# HolmesGPT LLM Evaluation Benchmark Results")
+ # Default title with benchmark type (for main result files)
+ report_lines.append(
+ f"# {benchmark_icon}HolmesGPT LLM Evaluation {benchmark_label} Results"
+ )
report_lines.append("")
# Format duration nicely
duration_seconds = results.get("duration", 0)
@@ -1419,9 +1440,26 @@ def main():
report_lines.append(f"**Judge (classifier) model**: {classifier_model}")
report_lines.append("")
- # About this benchmark
- report_lines.append("## About this Benchmark")
- report_lines.append("")
+ # About this benchmark - add info box for benchmark type
+ if benchmark_type == "fast-benchmark":
+ report_lines.append('!!! info "Fast Benchmark"')
+ report_lines.append(" **Markers**: `regression or benchmark`
")
+ report_lines.append(" **Schedule**: Weekly (Sunday 2 AM UTC)
")
+ report_lines.append(
+ " **Purpose**: Quick regression tests to catch breaking changes"
+ )
+ report_lines.append("")
+ elif benchmark_type == "full-benchmark":
+ report_lines.append('!!! info "Full Benchmark"')
+ report_lines.append(
+ " **Markers**: `easy or medium or hard or regression or benchmark`
"
+ )
+ report_lines.append(" **Schedule**: Manual / On-demand
")
+ report_lines.append(
+ " **Purpose**: Comprehensive testing across all difficulty levels"
+ )
+ report_lines.append("")
+
report_lines.append(
"HolmesGPT is continuously evaluated against real-world "
"Kubernetes and cloud troubleshooting scenarios."