docs: add inference model task-fit guide by HOYALIM · Pull Request #5527 · NVIDIA/NemoClaw

HOYALIM · 2026-06-17T05:02:44Z

Summary

Adds a per-model task-fit guide to the Inference Options page so users can choose models by task type, latency, tool-use fit, context-window fit, and relative cost.
Keeps exact context-window limits and pricing delegated to the provider catalog because those values change outside NemoClaw releases.
Adds a focused docs regression test that ensures the guide exists and covers curated onboarding model IDs.

Validation

python3 scripts/generate-platform-docs.py --check
NODE_PATH=/Users/holim/code/NemoClaw/node_modules /Users/holim/code/NemoClaw/node_modules/.bin/vitest run test/docs-copyable-command-blocks.test.ts test/inference-options-docs.test.ts

Fixes #4755

Signed-off-by: Ho Lim subhoya@gmail.com

Summary by CodeRabbit

Documentation
- Added a “Model Task-Fit Guide” section to the inference options documentation, including a starter table mapping curated model IDs to recommended task types with qualitative comparisons for latency, tool-use quality, context-window fit, and relative cost.
Tests
- Added automated checks to verify the guide’s table structure, ensure all expected curated model IDs are present, and confirm placeholder or undesired placeholder language is not included.

copy-pr-bot · 2026-06-17T05:02:48Z

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coderabbitai · 2026-06-17T05:02:52Z

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📝 Walkthrough

Walkthrough

Adds a "Model Task-Fit Guide" section to docs/inference/inference-options.mdx containing a qualitative table mapping curated model IDs to task types, relative latency, tool-use quality, context-window fit, and relative cost. A new Vitest test validates the section's presence, completeness, and model coverage against CLOUD_MODEL_OPTIONS from the inference config.

Changes

Model Task-Fit Guide

Layer / File(s)	Summary
Model Task-Fit Guide docs table `docs/inference/inference-options.mdx`	Inserts a new "Model Task-Fit Guide" section with a Markdown table pairing curated model IDs to recommended task types and qualitative latency, tool-use, context-window, and cost attributes.
Documentation validation test `test/inference-options-docs.test.ts`	Adds a Vitest test that extracts the new subsection from the MDX file, dynamically reads expected model IDs from `CLOUD_MODEL_OPTIONS` via TypeScript AST parsing, and asserts table structure, absence of placeholder text, the authoritative-provider statement, and full model ID coverage.

Estimated code review effort

🎯 2 (Simple) | ⏱️ ~12 minutes

Poem

🐇 A table appeared on the inference page,
Each model assigned to its proper stage.
No TBD found, no TODO in sight,
The test checks each row to confirm it's right.
Latency, context, cost — all aligned,
A task-fit guide for the developer's mind! 🥕

🚥 Pre-merge checks | ✅ 5

✅ Passed checks (5 passed)

Check name	Status	Explanation
Linked Issues check	✅ Passed	The PR directly addresses issue `#4755` by adding the requested per-model task-fit comparison table with task type, latency, tool-use quality, context-window, and cost columns, plus a validation test.
Out of Scope Changes check	✅ Passed	All changes are directly aligned with the linked issue: a task-fit guide in docs, a regression test, and supporting configuration integration.
Docstring Coverage	✅ Passed	Docstring coverage is 100.00% which is sufficient. The required threshold is 80.00%.
Description Check	✅ Passed	Check skipped - CodeRabbit’s high-level summary is enabled.
Title check	✅ Passed	The title clearly summarizes the main documentation change by adding an inference model task-fit guide.

✨ Finishing Touches

🧪 Generate unit tests (beta)

Create PR with unit tests

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Copilot

Pull request overview

Note

Copilot was unable to run its full agentic suite in this review.

Adds and validates a new “Model Task-Fit Guide” section in the inference options docs to keep curated onboarding model guidance up to date.

Changes:

Added a “Model Task-Fit Guide” comparison table to docs/inference/inference-options.mdx.
Added a Vitest that ensures the section exists, has no TBD/TODO markers, and includes rows for curated onboarding models plus select additional model IDs.

Reviewed changes

Copilot reviewed 2 out of 2 changed files in this pull request and generated 3 comments.

File	Description
test/inference-options-docs.test.ts	Adds a docs integrity test that locates the new section and asserts required table content/model rows.
docs/inference/inference-options.mdx	Introduces the new model task-fit comparison table and supporting guidance text.

💡 Add Copilot custom instructions for smarter, more guided reviews. Learn how to get started.

+const repoRoot = path.dirname(import.meta.dirname);
+const inferenceOptionsPath = path.join(repoRoot, "docs", "inference", "inference-options.mdx");
+const inferenceConfigPath = path.join(repoRoot, "src", "lib", "inference", "config.ts");


+function readCuratedNvidiaModelIds(): string[] {
+  const config = fs.readFileSync(inferenceConfigPath, "utf8");
+  const match = config.match(/export const CLOUD_MODEL_OPTIONS = \[(?<body>[\s\S]*?)\];/);
+  expect(match?.groups?.body).toBeTruthy();
+  return [...match!.groups!.body.matchAll(/id:\s*"([^"]+)"/g)].map((entry) => entry[1]);
+}


+  return markdown.slice(start, end);
+}
+
+function readCuratedNvidiaModelIds(): string[] {


coderabbitai

🧹 Nitpick comments (1)

docs/inference/inference-options.mdx (1)
100-100: 💤 Low value

Consider replacing "Very large context" with a stronger descriptor.

The phrase "Very large context" appears on lines 100 and 103. Per the coding guidelines, avoid weak intensifiers like "very" in documentation. Since this table lacks specific numeric context-window values (by design, per PR objectives), consider alternatives such as:

Largest context

Extensive context

Maximum context

These provide the same meaningful distinction from the "Large context" tier without relying on the weak intensifier "very."

Also applies to: 103-103
🤖 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/inference/inference-options.mdx` at line 100, The table contains the
weak intensifier "very" in the context window descriptions listed as "Very large
context" which appears multiple times in the inference options table. Replace
all instances of "Very large context" with a stronger descriptor such as
"Largest context", "Extensive context", or "Maximum context" to align with
documentation guidelines that avoid weak intensifiers while maintaining the same
meaningful distinction from the "Large context" tier.
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.

Nitpick comments:
In `@docs/inference/inference-options.mdx`:
- Line 100: The table contains the weak intensifier "very" in the context window
descriptions listed as "Very large context" which appears multiple times in the
inference options table. Replace all instances of "Very large context" with a
stronger descriptor such as "Largest context", "Extensive context", or "Maximum
context" to align with documentation guidelines that avoid weak intensifiers
while maintaining the same meaningful distinction from the "Large context" tier.

ℹ️ Review info

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Configuration used: Path: .coderabbit.yaml

Review profile: CHILL

Plan: Enterprise

Run ID: a8065e5f-755f-456b-add4-7748b09eb023

📥 Commits

Reviewing files that changed from the base of the PR and between fa25f95 and 704865e.

📒 Files selected for processing (2)

docs/inference/inference-options.mdx
test/inference-options-docs.test.ts

wscurran · 2026-06-23T15:37:13Z

✨ Thanks for adding the per-model task-fit guide with qualitative comparisons for task type, latency, tool-use fit, context-window fit, and relative cost. This proposes a way to extend the Inference Options page with a curated model selection table and a regression test to verify its coverage.

Related open issues:

#4755 [All Platforms][Docs] inference-options page lacks per-model task-fit comparison

miyoungc · 2026-06-29T23:15:29Z

Thanks for the updates. Two required checks still need small metadata fixes:

DCO check: add a DCO sign-off line to the PR description. The check expects this exact format:

Signed-off-by: Your Name <your-email@example.com>

For this PR, use the name and email you want to certify for the contribution. If you want it to match the commits, that would look like:

Signed-off-by: Ho Lim <subhoya@gmail.com>
Title / commit-lint check: rename the PR title to conventional-commit format. The current [codex] docs: add inference model task-fit guide prefix makes commitlint parse an empty type/subject. Please remove the bracketed prefix, for example:

docs: add inference model task-fit guide

After those two metadata changes, push/apply the requested test update and the checks should rerun.

## Summary Refreshes the public documentation for NemoClaw v0.0.71 after scanning commits since v0.0.70. Adds release notes and fills the remaining doc gaps for Windows bootstrap diagnostics, OpenClaw agent auto-relock warnings, auto-pair cadence tuning, and plugin-install recovery hints. ## Changes - `docs/about/release-notes.mdx`: adds the v0.0.71 release-note section, grouped by gateway recovery, OpenShell auth, policy provenance, day-two maintenance, messaging/inference, and Windows setup. - `docs/get-started/windows-preparation.mdx`: documents sanitized WSL install output and reboot gating in the Windows bootstrap. - `docs/reference/commands.mdx`: documents the host `agent` wrapper's shields auto-relock warning and OpenClaw auto-pair watcher tuning variables. - `docs/reference/troubleshooting.mdx`: adds plugin-install network failure recovery guidance and updates Windows WSL troubleshooting for sanitized install logs and reboot-required handling. Source summary: - #6065 -> `docs/about/release-notes.mdx`: Notes explicit model override preservation and gateway-log guard-chain recovery diagnostics. - #5874 -> `docs/about/release-notes.mdx`: Summarizes host-mediated `recover` and `gateway restart`, linking to lifecycle, command, troubleshooting, and trusted-boundary docs already added by the source PR. - #5596 -> `docs/about/release-notes.mdx`: Summarizes OpenShell 0.0.71 gateway auth, loopback binding, and compatibility-container docs already added by the source PR. - #5797 and #5798 -> `docs/about/release-notes.mdx`: Summarizes `policy-list` provenance, Restricted tier suppression, and Balanced tier weather behavior already reflected in policy docs. - #5784 -> `docs/about/release-notes.mdx`: Summarizes `--destroy-user-data` and the safe `--yes` uninstall behavior already documented in lifecycle and command docs. - #6034 -> `docs/about/release-notes.mdx`: Summarizes custom Dockerfile warm-build cache behavior already documented in the command reference. - #5951 -> `docs/reference/commands.mdx`: Documents the stderr-only host `agent` wrapper warning after recent shields auto-relock. - #5387 -> `docs/reference/commands.mdx`: Documents OpenClaw auto-pair watcher cadence and fast-reentry tuning variables. - #5835 -> `docs/reference/troubleshooting.mdx`: Adds recovery guidance for OpenClaw plugin-install network failures. - #5995 and #5956 -> `docs/about/release-notes.mdx`: Summarizes Microsoft Teams final-message delivery and runtime mention hints already covered by messaging docs. - #5716 -> `docs/about/release-notes.mdx`: Summarizes non-interactive Ollama loopback safety already covered by local inference docs. - #5505, #5527, and #5528 -> `docs/about/release-notes.mdx`: Summarizes compatible local endpoint, model task-fit, and model capability audit docs. - #6009 -> `docs/get-started/windows-preparation.mdx`, `docs/reference/troubleshooting.mdx`: Documents sanitized Windows bootstrap WSL output and reboot-required gating. - #6055 -> no additional source doc page change needed beyond the already-merged quickstart update; release notes did not duplicate routine quickstart cleanup. No matching v0.0.71 GitHub announcement discussion was found in the latest 20 discussions, so this refresh is based on the commit scan and existing source PR docs. ## Type of Change - [ ] Code change (feature, bug fix, or refactor) - [ ] Code change with doc updates - [ ] Doc only (prose changes, no code sample modifications) - [x] Doc only (includes code sample changes) ## Quality Gates  - [ ] Tests added or updated for changed behavior - [ ] Existing tests cover changed behavior — justification: - [x] Tests not applicable — justification: docs-only refresh with no runtime behavior changes. - [x] Docs updated for user-facing behavior changes - [ ] Docs not applicable — justification: - [ ] Sensitive paths changed (security, policy, credentials, preflight, onboarding, inference, runner, sandbox, or messaging) - [ ] Sensitive-path review completed or maintainer-approved waiver recorded — reviewer/approval link/justification: - [ ] Non-success, skipped, or missing CI check accepted by maintainer — check name, approval link, and follow-up issue: ## Verification  - [x] PR description includes the DCO sign-off declaration and every commit appears as `Verified` in GitHub - [x] Git hooks passed during commit and push, or `npx prek run --from-ref main --to-ref HEAD` passes - [ ] Targeted tests pass for changed behavior - [ ] Full `npm test` passes (broad runtime changes only) - [x] Quality Gates section completed with required justifications or waivers - [x] No secrets, API keys, or credentials committed - [ ] `npm run docs` builds without warnings (doc changes only) — ran `npm run docs`; Fern reported 0 errors and 2 existing warnings. - [x] Doc pages follow the [style guide](https://github.com/NVIDIA/NemoClaw/blob/main/docs/CONTRIBUTING.md) (doc changes only) - [ ] New doc pages include SPDX header and frontmatter (new pages only) ---  Signed-off-by: Julie Yaunches <jyaunches@nvidia.com>  ## Summary by CodeRabbit * **Documentation** * Added a new release-notes entry covering gateway recovery, authentication, network policy/provenance output, uninstall safety, Windows bootstrap diagnostics, messaging defaults, and inference setup guidance. * Clarified Windows preparation steps around reboot behavior and redacting troubleshooting transcripts. * Expanded command reference details for OpenClaw wrapper behavior and new auto-pair tuning options. * Improved troubleshooting guidance for plugin installation issues, WSL repair/reboot cases, and install timing problems.  Signed-off-by: Julie Yaunches <jyaunches@nvidia.com> Co-authored-by: Prekshi Vyas <34834085+prekshivyas@users.noreply.github.com>

## Summary - Adds a per-model task-fit guide to the Inference Options page so users can choose models by task type, latency, tool-use fit, context-window fit, and relative cost. - Keeps exact context-window limits and pricing delegated to the provider catalog because those values change outside NemoClaw releases. - Adds a focused docs regression test that ensures the guide exists and covers curated onboarding model IDs. ## Validation - `python3 scripts/generate-platform-docs.py --check` - `NODE_PATH=/Users/holim/code/NemoClaw/node_modules /Users/holim/code/NemoClaw/node_modules/.bin/vitest run test/docs-copyable-command-blocks.test.ts test/inference-options-docs.test.ts` Fixes NVIDIA#4755 Signed-off-by: Ho Lim <subhoya@gmail.com>  ## Summary by CodeRabbit * **Documentation** * Added a “Model Task-Fit Guide” section to the inference options documentation, including a starter table mapping curated model IDs to recommended task types with qualitative comparisons for latency, tool-use quality, context-window fit, and relative cost. * **Tests** * Added automated checks to verify the guide’s table structure, ensure all expected curated model IDs are present, and confirm placeholder or undesired placeholder language is not included.  --------- Co-authored-by: Miyoung Choi <miyoungc@nvidia.com>

## Summary Refreshes the public documentation for NemoClaw v0.0.71 after scanning commits since v0.0.70. Adds release notes and fills the remaining doc gaps for Windows bootstrap diagnostics, OpenClaw agent auto-relock warnings, auto-pair cadence tuning, and plugin-install recovery hints. ## Changes - `docs/about/release-notes.mdx`: adds the v0.0.71 release-note section, grouped by gateway recovery, OpenShell auth, policy provenance, day-two maintenance, messaging/inference, and Windows setup. - `docs/get-started/windows-preparation.mdx`: documents sanitized WSL install output and reboot gating in the Windows bootstrap. - `docs/reference/commands.mdx`: documents the host `agent` wrapper's shields auto-relock warning and OpenClaw auto-pair watcher tuning variables. - `docs/reference/troubleshooting.mdx`: adds plugin-install network failure recovery guidance and updates Windows WSL troubleshooting for sanitized install logs and reboot-required handling. Source summary: - NVIDIA#6065 -> `docs/about/release-notes.mdx`: Notes explicit model override preservation and gateway-log guard-chain recovery diagnostics. - NVIDIA#5874 -> `docs/about/release-notes.mdx`: Summarizes host-mediated `recover` and `gateway restart`, linking to lifecycle, command, troubleshooting, and trusted-boundary docs already added by the source PR. - NVIDIA#5596 -> `docs/about/release-notes.mdx`: Summarizes OpenShell 0.0.71 gateway auth, loopback binding, and compatibility-container docs already added by the source PR. - NVIDIA#5797 and NVIDIA#5798 -> `docs/about/release-notes.mdx`: Summarizes `policy-list` provenance, Restricted tier suppression, and Balanced tier weather behavior already reflected in policy docs. - NVIDIA#5784 -> `docs/about/release-notes.mdx`: Summarizes `--destroy-user-data` and the safe `--yes` uninstall behavior already documented in lifecycle and command docs. - NVIDIA#6034 -> `docs/about/release-notes.mdx`: Summarizes custom Dockerfile warm-build cache behavior already documented in the command reference. - NVIDIA#5951 -> `docs/reference/commands.mdx`: Documents the stderr-only host `agent` wrapper warning after recent shields auto-relock. - NVIDIA#5387 -> `docs/reference/commands.mdx`: Documents OpenClaw auto-pair watcher cadence and fast-reentry tuning variables. - NVIDIA#5835 -> `docs/reference/troubleshooting.mdx`: Adds recovery guidance for OpenClaw plugin-install network failures. - NVIDIA#5995 and NVIDIA#5956 -> `docs/about/release-notes.mdx`: Summarizes Microsoft Teams final-message delivery and runtime mention hints already covered by messaging docs. - NVIDIA#5716 -> `docs/about/release-notes.mdx`: Summarizes non-interactive Ollama loopback safety already covered by local inference docs. - NVIDIA#5505, NVIDIA#5527, and NVIDIA#5528 -> `docs/about/release-notes.mdx`: Summarizes compatible local endpoint, model task-fit, and model capability audit docs. - NVIDIA#6009 -> `docs/get-started/windows-preparation.mdx`, `docs/reference/troubleshooting.mdx`: Documents sanitized Windows bootstrap WSL output and reboot-required gating. - NVIDIA#6055 -> no additional source doc page change needed beyond the already-merged quickstart update; release notes did not duplicate routine quickstart cleanup. No matching v0.0.71 GitHub announcement discussion was found in the latest 20 discussions, so this refresh is based on the commit scan and existing source PR docs. ## Type of Change - [ ] Code change (feature, bug fix, or refactor) - [ ] Code change with doc updates - [ ] Doc only (prose changes, no code sample modifications) - [x] Doc only (includes code sample changes) ## Quality Gates  - [ ] Tests added or updated for changed behavior - [ ] Existing tests cover changed behavior — justification: - [x] Tests not applicable — justification: docs-only refresh with no runtime behavior changes. - [x] Docs updated for user-facing behavior changes - [ ] Docs not applicable — justification: - [ ] Sensitive paths changed (security, policy, credentials, preflight, onboarding, inference, runner, sandbox, or messaging) - [ ] Sensitive-path review completed or maintainer-approved waiver recorded — reviewer/approval link/justification: - [ ] Non-success, skipped, or missing CI check accepted by maintainer — check name, approval link, and follow-up issue: ## Verification  - [x] PR description includes the DCO sign-off declaration and every commit appears as `Verified` in GitHub - [x] Git hooks passed during commit and push, or `npx prek run --from-ref main --to-ref HEAD` passes - [ ] Targeted tests pass for changed behavior - [ ] Full `npm test` passes (broad runtime changes only) - [x] Quality Gates section completed with required justifications or waivers - [x] No secrets, API keys, or credentials committed - [ ] `npm run docs` builds without warnings (doc changes only) — ran `npm run docs`; Fern reported 0 errors and 2 existing warnings. - [x] Doc pages follow the [style guide](https://github.com/NVIDIA/NemoClaw/blob/main/docs/CONTRIBUTING.md) (doc changes only) - [ ] New doc pages include SPDX header and frontmatter (new pages only) ---  Signed-off-by: Julie Yaunches <jyaunches@nvidia.com>  ## Summary by CodeRabbit * **Documentation** * Added a new release-notes entry covering gateway recovery, authentication, network policy/provenance output, uninstall safety, Windows bootstrap diagnostics, messaging defaults, and inference setup guidance. * Clarified Windows preparation steps around reboot behavior and redacting troubleshooting transcripts. * Expanded command reference details for OpenClaw wrapper behavior and new auto-pair tuning options. * Improved troubleshooting guidance for plugin installation issues, WSL repair/reboot cases, and install timing problems.  Signed-off-by: Julie Yaunches <jyaunches@nvidia.com> Co-authored-by: Prekshi Vyas <34834085+prekshivyas@users.noreply.github.com>

HOYALIM force-pushed the codex/issue-4755-task-fit-docs branch from 2e4efbc to fa25f95 Compare June 17, 2026 06:41

HOYALIM marked this pull request as ready for review June 17, 2026 06:42

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HOYALIM force-pushed the codex/issue-4755-task-fit-docs branch from fa25f95 to 704865e Compare June 17, 2026 06:48

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wscurran mentioned this pull request Jun 22, 2026

Define DGX Spark local-assistant golden recipe #5614

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wscurran added area: docs Documentation, examples, guides, or docs build area: inference Inference routing, serving, model selection, or outputs feature PR adds or expands user-visible functionality labels Jun 23, 2026

wscurran requested a review from miyoungc June 23, 2026 15:37

HOYALIM force-pushed the codex/issue-4755-task-fit-docs branch 3 times, most recently from 3da1589 to 384d6fe Compare June 24, 2026 00:34

HOYALIM added 4 commits June 23, 2026 17:35

docs: add inference model task-fit guide

21b7bf2

test: document inference docs helpers

7ddf296

test: use block docstrings for inference docs helpers

fd4e480

docs: address task-fit guide review feedback

d5309ba

HOYALIM force-pushed the codex/issue-4755-task-fit-docs branch from 384d6fe to d5309ba Compare June 24, 2026 00:35

wscurran added the NV QA Bugs found by the NVIDIA QA Team label Jun 26, 2026

miyoungc reviewed Jun 29, 2026

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miyoungc added 3 commits June 29, 2026 16:11

Update test/inference-options-docs.test.ts

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Update test/inference-options-docs.test.ts

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Merge branch 'main' into codex/issue-4755-task-fit-docs

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HOYALIM changed the title ~~[codex] docs: add inference model task-fit guide~~ docs: add inference model task-fit guide Jun 30, 2026

miyoungc approved these changes Jun 30, 2026

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miyoungc merged commit 539d0dd into NVIDIA:main Jun 30, 2026
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jyaunches mentioned this pull request Jun 30, 2026

docs: refresh v0.0.71 release docs #6070

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harjothkhara mentioned this pull request Jul 2, 2026

docs(inference): add model task-fit guidance #5423

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github-actions Bot added the v0.0.71 label Jul 5, 2026

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docs: add inference model task-fit guide#5527
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