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feat(brev): Update Brev getting started notebook - #412

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soumilinandi:feat/brev-notebook-update
Aug 4, 2026
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feat(brev): Update Brev getting started notebook#412
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NVIDIA-AI-Blueprints:release/2.2from
soumilinandi:feat/brev-notebook-update

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@soumilinandi

@soumilinandi soumilinandi commented Aug 4, 2026

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Overview

Update in Brev launchable notebook to reflect 2.2 feature updates and model changes.

DCO sign-off for the squash commit

Signed-off-by: Soumili Nandi soumilin@nvidia.com

Validation

Ran the notebook e2e to verify

  • I ran the relevant local checks or explained why they are not applicable.
  • I added or updated tests for behavior changes.
  • I updated documentation for user-facing or contributor-facing changes.
  • I confirmed this PR does not include secrets, credentials, or internal-only data.
  • I certify this contribution under the Developer Certificate of Origin (DCO) and signed my commits with git commit -s or an equivalent sign-off.
  • I replaced the DCO sign-off placeholder with my GitHub commit identity and kept the required angle brackets around the email address.

Where should reviewers start?

Related Issues

  • Relates to #

Summary by CodeRabbit

  • Documentation
    • Updated the AI-Q getting-started notebook with current Nemotron Super and Ultra model assignments.
    • Added guidance for optional Guardrails and OpenShell profiles, frontend usage, security, Together.ai endpoints, and deep-research configuration.
    • Refreshed setup instructions, documentation links, deployment guidance, and next steps.
  • Maintenance
    • Improved documentation link checking by excluding NVIDIA Build URLs that may return temporary HTTP 202 responses.

@soumilinandi
soumilinandi requested a review from a team August 4, 2026 01:17
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Walkthrough

The getting-started notebook updates Nemotron Super and Ultra assignments, setup requirements, deep-research guidance, frontend instructions, optional Guardrails and OpenShell profiles, Together.ai instructions, documentation links, and NVIDIA Build URL link-check exclusions.

Changes

AI-Q getting-started notebook and link-check configuration

Layer / File(s) Summary
Model setup and configuration
docs/notebooks/0_Getting_Started_with_AIQ.ipynb
The notebook updates model and service listings, references both model cards, and replaces the GPT-OSS configuration with Nemotron Ultra settings.
Deep-research configuration and guidance
docs/notebooks/0_Getting_Started_with_AIQ.ipynb
Deep research assigns Nemotron Ultra to orchestration, routing, research, and planning, and Nemotron Super to writing. Related workflow descriptions and links are updated.
Frontend, profiles, and provider instructions
docs/notebooks/0_Getting_Started_with_AIQ.ipynb
Frontend usage now covers Brev access, data sources, queries, clarifications, and follow-ups. Optional Guardrails and OpenShell profiles, Together.ai guidance, and customization links are refreshed.
NVIDIA Build URL link-check exclusions
ci/markdown-link-check-config.json, docs/source/conf.py
Markdown and documentation link checkers ignore https://build.nvidia.com URLs and their subpaths.

Estimated code review effort: 2 (Simple) | ~10 minutes

Possibly related PRs

🚥 Pre-merge checks | ✅ 5
✅ Passed checks (5 passed)
Check name Status Explanation
Docstring Coverage ✅ Passed No functions found in the changed files to evaluate docstring coverage. Skipping docstring coverage check.
Linked Issues check ✅ Passed Check skipped because no linked issues were found for this pull request.
Out of Scope Changes check ✅ Passed Check skipped because no linked issues were found for this pull request.
Title check ✅ Passed The title follows Conventional Commits format, uses an allowed lowercase type and scope, states the notebook update, and is under 72 characters.
Description check ✅ Passed The description includes the overview, valid DCO sign-off, validation details, and completed required checklist items; empty optional reviewer and issue fields do not block review.
✨ Finishing Touches 💡 1
🛠️ Fix failing CI checks 💡
  • Create stacked PR
  • Commit on current branch
🧪 Generate unit tests (beta)
  • Create PR with unit tests

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Actionable comments posted: 5

🤖 Prompt for all review comments with AI agents
Verify each finding against current code. Fix only still-valid issues, skip the
rest with a brief reason, keep changes minimal, and validate.

Inline comments:
In `@docs/notebooks/0_Getting_Started_with_AIQ.ipynb`:
- Line 840: Update the “Customization Guide” link in the notebook’s Next Steps
content to use the current AI-Q Blueprint URL under
docs.nvidia.com/aiq-blueprint/latest/customization/index.html, preserving the
existing link text and surrounding flow.
- Line 407: Update the `functions` description in the
`config_simple_researcher.yml` notebook cell to match the generated YAML by
removing “the clarifier agent” unless the configuration also defines
`functions.clarifier_agent` and enables `workflow.enable_clarifier: true`;
preserve the existing descriptions of the other registered functions.
- Line 665: Update the Guardrails bullet in the notebook to list only the
boundaries enforced by configs/config_web_default_guardrails.yml: workflow and
async deep research. Remove the shallow-research claim unless the profile is
also updated to attach shallow_agent_guardrails to
functions.shallow_research_agent.
- Line 805: Update the Together.ai provider example in the notebook to use the
official OpenAI-compatible base URL https://api.together.ai/v1, replacing any
legacy .xyz endpoint references while preserving the Nemotron configuration
guidance.
- Around line 645-647: Update the notebook guidance around the Brev
port-exposure instructions to warn that REQUIRE_AUTH=false leaves the AI-Q UI
without job-ownership enforcement: keep the Brev URL private and restrict use to
trusted local demos, or enable authentication before sharing. Include
OpenShell’s durable Files artifacts in the same warning when OpenShell is
enabled.
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**/*

📄 CodeRabbit inference engine (AGENTS.md)

**/*: Keep changes inside this repository, avoid editing adjacent repositories, and scope changes to the smallest relevant independent package, especially under sources/.
Run the narrowest relevant validation command first and broaden to the full suite only when a change crosses shared boundaries.
Keep pull requests scoped, exclude unrelated files and generated artifacts, never include secrets, and provide validation commands and results.

**/*: Do not include secrets, credentials, private hostnames, internal-only logs, customer data, or generated local artifacts.
Add or update tests for behavior changes.

Files:

  • docs/notebooks/0_Getting_Started_with_AIQ.ipynb
{docs/**,README.md,CONTRIBUTING.md,SECURITY.md,CODE-OF-CONDUCT.md}

⚙️ CodeRabbit configuration file

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🔇 Additional comments (2)
docs/notebooks/0_Getting_Started_with_AIQ.ipynb (2)

54-54: LGTM!

Also applies to: 74-81, 97-97, 184-197, 335-351, 378-382, 405-406, 408-409, 431-433, 452-455, 475-479, 649-653, 661-664, 668-668, 838-839


421-421: 🗄️ Data Integrity & Integration

No change is required. configs/config_frontier_models.yml assigns openai_gpt_5_2 to orchestration, planning, and writing, and nemotron_ultra_llm to source routing and research.

			> Likely an incorrect or invalid review comment.

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@soumilinandi
soumilinandi force-pushed the feat/brev-notebook-update branch 2 times, most recently from 3885278 to 8aee26a Compare August 4, 2026 02:02

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Actionable comments posted: 1

🤖 Prompt for all review comments with AI agents
Verify each finding against current code. Fix only still-valid issues, skip the
rest with a brief reason, keep changes minimal, and validate.

Inline comments:
In `@ci/markdown-link-check-config.json`:
- Around line 24-26: Update the NVIDIA Build URL patterns in
ci/markdown-link-check-config.json (lines 24-26) and docs/source/conf.py (lines
93-94) to require an exact hostname boundary after build.nvidia.com, preventing
matches for lookalike domains such as build.nvidia.com.evil.example. Add
regression coverage confirming the legitimate host matches while the malicious
hostname does not.
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Fix all unresolved CodeRabbit comments on this PR:

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  • Create a new PR with the fixes

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Run ID: ff3f7131-3f51-4e36-81c3-285a390edfad

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📒 Files selected for processing (3)
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**/*

📄 CodeRabbit inference engine (AGENTS.md)

**/*: Keep changes inside this repository, avoid editing adjacent repositories, and scope changes to the smallest relevant independent package, especially under sources/.
Run the narrowest relevant validation command first and broaden to the full suite only when a change crosses shared boundaries.
Keep pull requests scoped, exclude unrelated files and generated artifacts, never include secrets, and provide validation commands and results.

**/*: Do not include secrets, credentials, private hostnames, internal-only logs, customer data, or generated local artifacts.
Add or update tests for behavior changes.

Files:

  • ci/markdown-link-check-config.json
  • docs/source/conf.py
  • docs/notebooks/0_Getting_Started_with_AIQ.ipynb
{.github/**,ci/**,.pre-commit-config.yaml,pyproject.toml,uv.lock,mcp/pyproject.toml,mcp/uv.lock}

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Never print or log secret values, including through tool output or error messages.

**/*.py: Run uv run ruff check . and uv run ruff format --check . for root Python changes.
Run uv run pytest for root project Python changes.

Files:

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docs/source/**/*

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Update canonical documentation under docs/source/ when behavior, configuration, or workflows change; do not duplicate full documentation pages into skills.

Files:

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{docs/**,README.md,CONTRIBUTING.md,SECURITY.md,CODE-OF-CONDUCT.md}

⚙️ CodeRabbit configuration file

{docs/**,README.md,CONTRIBUTING.md,SECURITY.md,CODE-OF-CONDUCT.md}: Review documentation for command accuracy, branch-name consistency, current CI and copy-pr-bot behavior, public
vs internal boundary clarity, stale examples, and links that no longer match the repository layout.

Files:

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🔇 Additional comments (14)
docs/notebooks/0_Getting_Started_with_AIQ.ipynb (14)

407-407: Keep the functions description consistent with the generated YAML.

The YAML in this cell does not define clarifier_agent. Remove “the clarifier agent” or add the agent and enable the clarification flow.


645-647: Warn before exposing the no-auth frontend.

REQUIRE_AUTH=false disables AI-Q job-ownership enforcement. State that users must keep the Brev URL private and use it only for trusted demonstrations, or enable authentication before sharing it. Include generated Files artifacts when OpenShell is enabled.

As per path instructions, review documentation for “public vs internal boundary clarity.”

Source: Path instructions


665-665: Describe only Guardrails boundaries that the profile enforces.

The profile does not establish the stated shallow-research Guardrails boundary. Remove that claim unless shallow_agent_guardrails is attached to functions.shallow_research_agent.

As per path instructions, review documentation for “command accuracy” and “public vs internal boundary clarity.”

Source: Path instructions


805-805: Use the current Together API endpoint.

Update the example endpoint from https://api.together.xyz/v1 to https://api.together.ai/v1.

As per path instructions, review documentation for “stale examples.”

Source: Path instructions


840-840: Fix the customization-guide link.

Replace https://docs.nvidia.com/aiq/latest/customization/index.html with the current AI-Q Blueprint customization URL under aiq-blueprint/latest.

As per path instructions, review documentation for “links that no longer match the repository layout.”

Source: Path instructions


54-54: LGTM!


74-81: LGTM!

Also applies to: 97-97


184-197: LGTM!


335-351: LGTM!

Also applies to: 378-389


405-405: LGTM!

Also applies to: 409-409, 421-421


431-433: LGTM!

Also applies to: 452-455, 475-479


649-653: LGTM!


666-668: LGTM!


838-838: LGTM!

Comment thread ci/markdown-link-check-config.json Outdated
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soumilinandi force-pushed the feat/brev-notebook-update branch from 591f12b to 9340795 Compare August 4, 2026 02:05

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Caution

Some comments are outside the diff and can’t be posted inline due to platform limitations.

⚠️ Outside diff range comments (1)
docs/notebooks/0_Getting_Started_with_AIQ.ipynb (1)

335-351: 🗄️ Data Integrity & Integration | 🟠 Major | ⚡ Quick win

Add a focused regression check for the generated model wiring.

These cells change model identifiers, token settings, and deep-research role assignments. Add a test or validation cell that parses the generated YAML, verifies every referenced LLM key exists, and asserts the intended Super/Ultra mapping for orchestration, source routing, research, planning, and writing. End-to-end execution alone can miss configuration drift.

As per coding guidelines, “Add or update tests for behavior changes.”

Also applies to: 378-389

🤖 Prompt for AI Agents
Verify each finding against current code. Fix only still-valid issues, skip the
rest with a brief reason, keep changes minimal, and validate.

In `@docs/notebooks/0_Getting_Started_with_AIQ.ipynb` around lines 335 - 351, Add
a focused validation cell for the generated YAML configuration near the model
definitions, parsing the YAML and checking every referenced LLM key resolves to
a declared model. Assert that the Super and Ultra models remain assigned to the
intended orchestration, source-routing, research, planning, and writing roles,
covering the related configuration block as well.

Source: Coding guidelines

🤖 Prompt for all review comments with AI agents
Verify each finding against current code. Fix only still-valid issues, skip the
rest with a brief reason, keep changes minimal, and validate.

Outside diff comments:
In `@docs/notebooks/0_Getting_Started_with_AIQ.ipynb`:
- Around line 335-351: Add a focused validation cell for the generated YAML
configuration near the model definitions, parsing the YAML and checking every
referenced LLM key resolves to a declared model. Assert that the Super and Ultra
models remain assigned to the intended orchestration, source-routing, research,
planning, and writing roles, covering the related configuration block as well.

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Review profile: ASSERTIVE

Plan: Enterprise

Run ID: 476aa26f-4ce7-4b8c-9ab8-38d0569ad2cc

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Reviewing files that changed from the base of the PR and between a845757 and 8aee26a.

📒 Files selected for processing (1)
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  • GitHub Check: Pytest and Coverage
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🧰 Additional context used
📓 Path-based instructions (2)
**/*

📄 CodeRabbit inference engine (AGENTS.md)

**/*: Keep changes inside this repository, avoid editing adjacent repositories, and scope changes to the smallest relevant independent package, especially under sources/.
Run the narrowest relevant validation command first and broaden to the full suite only when a change crosses shared boundaries.
Keep pull requests scoped, exclude unrelated files and generated artifacts, never include secrets, and provide validation commands and results.

**/*: Do not include secrets, credentials, private hostnames, internal-only logs, customer data, or generated local artifacts.
Add or update tests for behavior changes.

Files:

  • docs/notebooks/0_Getting_Started_with_AIQ.ipynb
{docs/**,README.md,CONTRIBUTING.md,SECURITY.md,CODE-OF-CONDUCT.md}

⚙️ CodeRabbit configuration file

{docs/**,README.md,CONTRIBUTING.md,SECURITY.md,CODE-OF-CONDUCT.md}: Review documentation for command accuracy, branch-name consistency, current CI and copy-pr-bot behavior, public
vs internal boundary clarity, stale examples, and links that no longer match the repository layout.

Files:

  • docs/notebooks/0_Getting_Started_with_AIQ.ipynb
🔇 Additional comments (2)
docs/notebooks/0_Getting_Started_with_AIQ.ipynb (2)

407-407: LGTM!


421-421: 🗄️ Data Integrity & Integration

No change needed. The description correctly identifies Nemotron 3 Ultra for source routing and research.

			> Likely an incorrect or invalid review comment.

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Actionable comments posted: 1

Caution

Some comments are outside the diff and can’t be posted inline due to platform limitations.

⚠️ Outside diff range comments (1)
docs/notebooks/0_Getting_Started_with_AIQ.ipynb (1)

74-81: 🔒 Security & Privacy | 🟠 Major | ⚡ Quick win

Document OpenShell’s trust boundary.

The new component list presents OpenShell without stating that this profile is experimental, intended for a trusted single operator, and not a multi-tenant isolation boundary. The 2.2.0-rc1 configuration reference describes configs/config_openshell.yml as using one pre-provisioned named sandbox. Per-job directories do not provide multi-tenant isolation. (docs.nvidia.com)

Add this warning next to the component entry. Point users to the authenticated gateway setup. Do not present the profile as a general production dependency. (docs.nvidia.com)

As per path instructions, review documentation for public-versus-internal boundary clarity.

🤖 Prompt for AI Agents
Verify each finding against current code. Fix only still-valid issues, skip the
rest with a brief reason, keep changes minimal, and validate.

In `@docs/notebooks/0_Getting_Started_with_AIQ.ipynb` around lines 74 - 81, Update
the OpenShell component entry in the notebook’s dependency list to state that
the profile is experimental, intended for a single trusted operator, and is not
a multi-tenant isolation boundary; note that per-job directories do not provide
tenant isolation. Link users to the authenticated gateway setup documentation,
and avoid presenting OpenShell as a general production dependency.

Sources: Path instructions, MCP tools

🤖 Prompt for all review comments with AI agents
Verify each finding against current code. Fix only still-valid issues, skip the
rest with a brief reason, keep changes minimal, and validate.

Inline comments:
In `@docs/notebooks/0_Getting_Started_with_AIQ.ipynb`:
- Line 650: Update the notebook’s backend configuration instructions to show
selecting the OpenShell profile with
BACKEND_CONFIG=/app/configs/config_openshell.yml, and include the accurate
Docker Compose restart or recreate command needed to apply the change. Ensure
the documented path and command match the repository’s existing deployment
instructions.

---

Outside diff comments:
In `@docs/notebooks/0_Getting_Started_with_AIQ.ipynb`:
- Around line 74-81: Update the OpenShell component entry in the notebook’s
dependency list to state that the profile is experimental, intended for a single
trusted operator, and is not a multi-tenant isolation boundary; note that
per-job directories do not provide tenant isolation. Link users to the
authenticated gateway setup documentation, and avoid presenting OpenShell as a
general production dependency.
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Fix all unresolved CodeRabbit comments on this PR:

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**/*

📄 CodeRabbit inference engine (AGENTS.md)

**/*: Keep changes inside this repository, avoid editing adjacent repositories, and scope changes to the smallest relevant independent package, especially under sources/.
Run the narrowest relevant validation command first and broaden to the full suite only when a change crosses shared boundaries.
Keep pull requests scoped, exclude unrelated files and generated artifacts, never include secrets, and provide validation commands and results.

**/*: Do not include secrets, credentials, private hostnames, internal-only logs, customer data, or generated local artifacts.
Add or update tests for behavior changes.

Files:

  • docs/notebooks/0_Getting_Started_with_AIQ.ipynb
{docs/**,README.md,CONTRIBUTING.md,SECURITY.md,CODE-OF-CONDUCT.md}

⚙️ CodeRabbit configuration file

{docs/**,README.md,CONTRIBUTING.md,SECURITY.md,CODE-OF-CONDUCT.md}: Review documentation for command accuracy, branch-name consistency, current CI and copy-pr-bot behavior, public
vs internal boundary clarity, stale examples, and links that no longer match the repository layout.

Files:

  • docs/notebooks/0_Getting_Started_with_AIQ.ipynb
🔇 Additional comments (8)
docs/notebooks/0_Getting_Started_with_AIQ.ipynb (8)

54-54: LGTM!


97-97: LGTM!


321-337: LGTM!

Also applies to: 364-375


387-387: LGTM!

Also applies to: 399-402


414-416: LGTM!

Also applies to: 435-438, 458-462


630-631: LGTM!


797-797: LGTM!


825-825: LGTM!

Comment thread docs/notebooks/0_Getting_Started_with_AIQ.ipynb
@soumilinandi soumilinandi changed the title docs: update Brev getting started notebook Enhancement(brev): Update Brev getting started notebook Aug 4, 2026
@soumilinandi soumilinandi changed the title Enhancement(brev): Update Brev getting started notebook feat(brev): Update Brev getting started notebook Aug 4, 2026
@AjayThorve AjayThorve added this to the v2.2 milestone Aug 4, 2026
Signed-off-by: Soumili Nandi <soumilin@nvidia.com>
Signed-off-by: Soumili Nandi <soumilin@nvidia.com>
Signed-off-by: Soumili Nandi <soumilin@nvidia.com>
Signed-off-by: Soumili Nandi <soumilin@nvidia.com>
@soumilinandi
soumilinandi force-pushed the feat/brev-notebook-update branch from ba836f0 to 4ff8a48 Compare August 4, 2026 22:12

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This looks good to me, no red flags

@soumilinandi

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/merge

@rapids-bot
rapids-bot Bot merged commit fbc6ed4 into NVIDIA-AI-Blueprints:release/2.2 Aug 4, 2026
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rapids-bot Bot pushed a commit that referenced this pull request Aug 5, 2026
#### Overview

Update AIQ 2.2 for the August model-deprecation wave while preserving the existing intent and shallow-research behavior until Nano 3.5 is publicly available:

- retain Nemotron 3 Super 120B A12B, with its existing aliases and generation profiles, for intent classification and shallow research;
- use Nemotron 3 Ultra 550B A55B for clarification and every default deep-research role;
- preserve the GPT Sol/Luna deep-role topology introduced by #413 in `config_frontier_models.yml`, while retaining Super for its intent/shallow fast path;
- replace the summary, embedding, and VLM defaults with Gemma 4 31B IT, Nemotron 3 Embed 1B, and Nemotron 3 Nano Omni respectively; and
- keep public configs on canonical Build model identifiers and NAT's standard `https://integrate.api.nvidia.com/v1` endpoint.

The Super exception is intentionally narrow and temporary. Nano 3.5 is excluded because its GA date is August 11. The intent/shallow switch, benchmarked shallow profile, and tool-first runtime guard are isolated in stacked draft #419 so this migration can merge without depending on a not-yet-public endpoint.

The migration covers shipping configs, benchmark profiles, knowledge-layer defaults, agent-skill assets, README/docs, launchable examples, and executable notebook config cells. Repository-wide regression tests enforce the Super intent/shallow and Ultra deep-role boundary while rejecting every other replaced model identifier and private inference endpoint reference.

This PR also makes persisted embedding stores fail closed when their model metadata is absent, incompatible, or owned by a different logical collection. Chroma and OpenSearch users receive explicit re-ingestion errors instead of silently querying vectors generated by a different embedding model; Azure AI Search already isolates and validates model/dimension compatibility.

The branch is rebased on #412. Its updated Brev getting-started notebook is preserved, with only the targeted model references and deep-role configuration changed here.

#### DCO sign-off for the squash commit

Signed-off-by: Ajay Thorve <athorve@nvidia.com>

#### Validation

- [x] `uv run pytest` — 2052 passed, 13 skipped
- [x] `uv run pre-commit run --all-files` — all hooks passed, including Ruff, YAML, secrets, agent-skill validation, notebook output clearing, and Markdown link checking
- [x] Focused knowledge-layer and default-profile tests — 64 passed
- [x] Shipping and FreshQA intent/shallow profiles match `release/2.2` exactly
- [x] All three changed notebooks parse as valid JSON after output clearing
- [x] `git diff --check`
- [x] All commits are DCO-signed and have verified GPG signatures
- [x] No Nano 3.5 identifier, private inference endpoint, secret, or credential is included

#### Where should reviewers start?

Start with `tests/aiq_agent/test_default_model_profiles.py` for the enforced model invariants, the shipping configs for the role mapping, and `sources/knowledge_layer/src/{llamaindex,opensearch}/adapter.py` for the embedding compatibility and ownership guards.

#### Related Issues

- Builds on the frontier-model compatibility work merged in #413.
- Preserves the Brev notebook update merged in #412.
- Relates to the August model endpoint deprecation migration.


## Summary by CodeRabbit

* **New Features**
  * Added role-specific Nemotron Ultra and Ultra Writer configurations for clarification, deep research, orchestration, and writing.
  * Retained the existing Nemotron Super profiles for intent classification and shallow research.
  * Updated default models for summaries, embeddings, and vision processing.
  * Added validation to detect incompatible, legacy, or incorrectly owned embedding indexes and collections before ingestion or search.

* **Documentation**
  * Refreshed setup guides, examples, notebooks, hardware guidance, and troubleshooting for the updated model lineup.
  * Added collection-safe migration guidance for embedding indexes and collections.

* **Tests**
  * Expanded coverage for model assignments, embedding compatibility, ownership checks, and fail-before-request behavior.

Authors:
  - Ajay Thorve (https://github.com/AjayThorve)

Approvers:
  - Soumili Nandi (https://github.com/soumilinandi)

URL: #414
cdgamarose-nv pushed a commit to cdgamarose-nv/aiq that referenced this pull request Aug 10, 2026
…s#412)

#### Overview
Update in Brev launchable notebook to reflect 2.2 feature updates and model changes.

#### DCO sign-off for the squash commit



Signed-off-by: Soumili Nandi <soumilin@nvidia.com>

#### Validation
Ran the notebook e2e to verify



- [x] I ran the relevant local checks or explained why they are not applicable.
- [ ] I added or updated tests for behavior changes.
- [x] I updated documentation for user-facing or contributor-facing changes.
- [x] I confirmed this PR does not include secrets, credentials, or internal-only data.
- [x] I certify this contribution under the Developer Certificate of Origin (DCO) and signed my commits with `git commit -s` or an equivalent sign-off.
- [x] I replaced the DCO sign-off placeholder with my GitHub commit identity and kept the required angle brackets around the email address.

#### Where should reviewers start?



#### Related Issues



- Relates to #



## Summary by CodeRabbit

* **Documentation**
  * Updated the AI-Q getting-started notebook with current Nemotron Super and Ultra model assignments.
  * Added guidance for optional Guardrails and OpenShell profiles, frontend usage, security, Together.ai endpoints, and deep-research configuration.
  * Refreshed setup instructions, documentation links, deployment guidance, and next steps.
* **Maintenance**
  * Improved documentation link checking by excluding NVIDIA Build URLs that may return temporary HTTP 202 responses.

Authors:
  - Soumili Nandi (https://github.com/soumilinandi)

Approvers:
  - Ajay Thorve (https://github.com/AjayThorve)

URL: NVIDIA-AI-Blueprints#412
cdgamarose-nv pushed a commit to cdgamarose-nv/aiq that referenced this pull request Aug 10, 2026
)

#### Overview

Update AIQ 2.2 for the August model-deprecation wave while preserving the existing intent and shallow-research behavior until Nano 3.5 is publicly available:

- retain Nemotron 3 Super 120B A12B, with its existing aliases and generation profiles, for intent classification and shallow research;
- use Nemotron 3 Ultra 550B A55B for clarification and every default deep-research role;
- preserve the GPT Sol/Luna deep-role topology introduced by NVIDIA-AI-Blueprints#413 in `config_frontier_models.yml`, while retaining Super for its intent/shallow fast path;
- replace the summary, embedding, and VLM defaults with Gemma 4 31B IT, Nemotron 3 Embed 1B, and Nemotron 3 Nano Omni respectively; and
- keep public configs on canonical Build model identifiers and NAT's standard `https://integrate.api.nvidia.com/v1` endpoint.

The Super exception is intentionally narrow and temporary. Nano 3.5 is excluded because its GA date is August 11. The intent/shallow switch, benchmarked shallow profile, and tool-first runtime guard are isolated in stacked draft NVIDIA-AI-Blueprints#419 so this migration can merge without depending on a not-yet-public endpoint.

The migration covers shipping configs, benchmark profiles, knowledge-layer defaults, agent-skill assets, README/docs, launchable examples, and executable notebook config cells. Repository-wide regression tests enforce the Super intent/shallow and Ultra deep-role boundary while rejecting every other replaced model identifier and private inference endpoint reference.

This PR also makes persisted embedding stores fail closed when their model metadata is absent, incompatible, or owned by a different logical collection. Chroma and OpenSearch users receive explicit re-ingestion errors instead of silently querying vectors generated by a different embedding model; Azure AI Search already isolates and validates model/dimension compatibility.

The branch is rebased on NVIDIA-AI-Blueprints#412. Its updated Brev getting-started notebook is preserved, with only the targeted model references and deep-role configuration changed here.

#### DCO sign-off for the squash commit

Signed-off-by: Ajay Thorve <athorve@nvidia.com>

#### Validation

- [x] `uv run pytest` — 2052 passed, 13 skipped
- [x] `uv run pre-commit run --all-files` — all hooks passed, including Ruff, YAML, secrets, agent-skill validation, notebook output clearing, and Markdown link checking
- [x] Focused knowledge-layer and default-profile tests — 64 passed
- [x] Shipping and FreshQA intent/shallow profiles match `release/2.2` exactly
- [x] All three changed notebooks parse as valid JSON after output clearing
- [x] `git diff --check`
- [x] All commits are DCO-signed and have verified GPG signatures
- [x] No Nano 3.5 identifier, private inference endpoint, secret, or credential is included

#### Where should reviewers start?

Start with `tests/aiq_agent/test_default_model_profiles.py` for the enforced model invariants, the shipping configs for the role mapping, and `sources/knowledge_layer/src/{llamaindex,opensearch}/adapter.py` for the embedding compatibility and ownership guards.

#### Related Issues

- Builds on the frontier-model compatibility work merged in NVIDIA-AI-Blueprints#413.
- Preserves the Brev notebook update merged in NVIDIA-AI-Blueprints#412.
- Relates to the August model endpoint deprecation migration.


## Summary by CodeRabbit

* **New Features**
  * Added role-specific Nemotron Ultra and Ultra Writer configurations for clarification, deep research, orchestration, and writing.
  * Retained the existing Nemotron Super profiles for intent classification and shallow research.
  * Updated default models for summaries, embeddings, and vision processing.
  * Added validation to detect incompatible, legacy, or incorrectly owned embedding indexes and collections before ingestion or search.

* **Documentation**
  * Refreshed setup guides, examples, notebooks, hardware guidance, and troubleshooting for the updated model lineup.
  * Added collection-safe migration guidance for embedding indexes and collections.

* **Tests**
  * Expanded coverage for model assignments, embedding compatibility, ownership checks, and fail-before-request behavior.

Authors:
  - Ajay Thorve (https://github.com/AjayThorve)

Approvers:
  - Soumili Nandi (https://github.com/soumilinandi)

URL: NVIDIA-AI-Blueprints#414
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