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t1099: Wire response-scoring to pattern tracker#1634

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marcusquinn merged 3 commits intomainfrom
feature/t1099
Feb 18, 2026
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t1099: Wire response-scoring to pattern tracker#1634
marcusquinn merged 3 commits intomainfrom
feature/t1099

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WIP - incremental commits

Ref #1624

Score and compare operations now automatically sync results to the shared
pattern tracker DB. This enables /route and /patterns to use A/B comparison
data for data-driven model selection.

Changes:
- Add _sync_score_to_patterns() called after cmd_score
- Add _sync_comparison_to_patterns() called after cmd_compare
- Add _model_to_tier() mapping full model names to routing tiers
- Add cmd_sync for bulk-syncing existing scoring data
- Scores >= 3.5/5.0 recorded as SUCCESS_PATTERN, below as FAILURE_PATTERN
- Pattern sync is opt-out via SCORING_NO_PATTERN_SYNC=1
- Gracefully no-ops if pattern-tracker-helper.sh is unavailable
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�[0;34m[INFO]�[0m Latest Quality Status:
SonarCloud: 0 bugs, 0 vulnerabilities, 22 code smells

�[0;34m[INFO]�[0m Recent monitoring activity:
Wed Feb 18 02:53:32 UTC 2026: Code review monitoring started
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- Add 4 new tests for sync command and help output
- Update response-scoring.md with integration section
- Update score-responses.md command doc
- All 45 tests pass, ShellCheck clean
@marcusquinn marcusquinn marked this pull request as ready for review February 18, 2026 02:54
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Summary of Changes

Hello @marcusquinn, I'm Gemini Code Assist1! I'm currently reviewing this pull request and will post my feedback shortly. In the meantime, here's a summary to help you and other reviewers quickly get up to speed!

This pull request integrates the response scoring mechanism with the pattern tracker, enabling a more data-driven approach to model selection and routing. By automatically syncing scored responses and comparison winners, the system can leverage evaluation data to inform which models are best suited for specific tasks, enhancing the overall intelligence of the AI DevOps framework.

Highlights

  • Pattern Tracker Integration: Response scores are now automatically synced to the pattern tracker (t1099) upon scoring and comparison, feeding data into /route and /patterns for data-driven model selection.
  • Configurable Sync: The automatic pattern sync can be disabled by setting the SCORING_NO_PATTERN_SYNC=1 environment variable.
  • Bulk Sync Utility: A new sync command has been added to response-scoring-helper.sh to allow bulk synchronization of existing response scores to the pattern tracker, with a --dry-run option for preview.
  • Model Tier Mapping: A new internal function _model_to_tier maps full model names (e.g., claude-sonnet-4) to routing tiers (e.g., sonnet) for consistent pattern tracking.
  • Documentation and Tests: Updated documentation and new test cases have been added to cover the pattern tracker integration and the new sync command.
Changelog
  • .agents/scripts/commands/score-responses.md
    • Updated key features documentation to include automatic score syncing to the pattern tracker.
  • .agents/scripts/response-scoring-helper.sh
    • Updated the script version to 1.1.0.
    • Added configuration variables for pattern tracker integration, including a disable flag.
    • Adjusted indentation within the init_db function.
    • Refactored code to introduce _sync_score_to_patterns, _sync_comparison_to_patterns, and _model_to_tier functions, and updated cmd_score and cmd_compare to utilize them.
    • Adjusted indentation in comparison and leaderboard functions and added pattern tracker sync calls to cmd_compare.
    • Adjusted indentation in leaderboard and export functions.
    • Adjusted indentation in the cmd_export function.
    • Introduced a new cmd_sync function for bulk pattern tracker synchronization, updated help documentation, and adjusted indentation across several functions.
  • .agents/tools/ai-assistants/response-scoring.md
    • Added a new section detailing the integration of response scoring with the pattern tracker.
    • Added scripts/pattern-tracker-helper.sh to the list of related tools.
  • tests/test-response-scoring.sh
    • Adjusted indentation for internal test helper functions.
    • Adjusted indentation for existing test cases.
    • Added new test cases for pattern tracker integration, including dry-run functionality and help documentation verification.
    • Adjusted indentation for edge case test scenarios.
    • Adjusted indentation for the final test result summary.
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🔍 Code Quality Report

�[0;35m[MONITOR]�[0m Code Review Monitoring Report

�[0;34m[INFO]�[0m Latest Quality Status:
SonarCloud: 0 bugs, 0 vulnerabilities, 22 code smells

�[0;34m[INFO]�[0m Recent monitoring activity:
Wed Feb 18 02:55:16 UTC 2026: Code review monitoring started
Wed Feb 18 02:55:17 UTC 2026: SonarCloud - Bugs: 0, Vulnerabilities: 0, Code Smells: 22

📈 Current Quality Metrics

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  • VULNERABILITIES: 0

Generated on: Wed Feb 18 02:55:20 UTC 2026


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Code Review

This pull request successfully integrates the response scoring helper with the pattern tracker, which will provide valuable data for model routing. It introduces automatic syncing of scores, comparison winners, and a new bulk sync command. The changes are well-documented and include corresponding tests. I've identified a few areas for improvement, mainly concerning security, maintainability, and adherence to repository rules and style guides. Specifically, I've pointed out a potential SQL injection risk (with a suggested fix adhering to best practices for sqlite3 in shell scripts), duplicated SQL logic (which should be extracted into a helper function), blanket error suppression, and a magic number that should be a constant.

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🔍 Code Quality Report

�[0;35m[MONITOR]�[0m Code Review Monitoring Report

�[0;34m[INFO]�[0m Latest Quality Status:
SonarCloud: 0 bugs, 0 vulnerabilities, 22 code smells

�[0;34m[INFO]�[0m Recent monitoring activity:
Wed Feb 18 03:09:28 UTC 2026: Code review monitoring started
Wed Feb 18 03:09:29 UTC 2026: SonarCloud - Bugs: 0, Vulnerabilities: 0, Code Smells: 22

📈 Current Quality Metrics

  • BUGS: 0
  • CODE SMELLS: 22
  • VULNERABILITIES: 0

Generated on: Wed Feb 18 03:09:31 UTC 2026


Generated by AI DevOps Framework Code Review Monitoring

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@marcusquinn marcusquinn merged commit 3f70983 into main Feb 18, 2026
18 of 19 checks passed
@marcusquinn marcusquinn deleted the feature/t1099 branch February 18, 2026 03:19
marcusquinn added a commit that referenced this pull request Feb 18, 2026
…d t1094.1 (t1107)

All t1094 deliverables confirmed implemented:
- Prompt strategy tracking → t1095 (pr:#1629)
- Output quality gradient + failure categorization → t1096 (pr:#1632)
- Token usage → t1095 (pr:#1629)
- A/B comparison → t1098+t1099 (pr:#1637, pr:#1634)
- Prompt-repeat strategy → t1097 (pr:#1631)
- Build-agent reference → t1094.1 (pr:#1633)

t1094 parent ready to be marked complete: verified:2026-02-18
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