Find
Resource finder
Find the lesson, exercise, lab playbook, prompt set, kit, or evidence workflow that matches your role and task. Every link below opens an existing surface — the finder routes you in, it does not recommend a model.
Total resources
62
Lessons, exercises, paths, lab tools, kits, outcomes, audiences, demos, workspaces, evidence examples.
Learn stage
19
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Apply stage
7
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Verify stage
7
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Test stage
15
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Package stage
14
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Next step
I want to…
Each card opens a filtered view of the resource finder — the canonical URL stays /resources and filtered URLs are noindex,follow.
I want to learn the basics
Plain-language concept lessons.
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I want to choose model candidates
Build a source-backed shortlist.
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I want to compare models side by side
Render verified fields against each other.
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I want to test model behaviour
Run prompt + structured-output + regression tests.
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I want to evaluate prompts
Six generic, safe evaluation prompt sets.
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I want to document evidence
Package the decision brief or evaluation plan.
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I want to review sources
Audit citations + freshness across the catalogue.
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I want to prepare a governance review
Source freshness + lifecycle + refusal-boundary suite.
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I want to test an automation workflow
Validate model behaviour inside an unattended loop.
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Stage map
Learn → Apply → Verify → Test → Package
Every product surface lives at exactly one stage. The graph counts the resources at each stage so the reader can scan where the next step lives.
Step 1
Learn
Plain-language concept lessons + audience entry points + role-based learning paths.
Step 2
Apply
Exercises + selection / comparison workspaces + guided demos that produce a working URL.
Step 3
Verify
Source freshness + lifecycle inspection + reverification queue + coverage audit.
Step 4
Test
Lab playbooks + evaluation prompt sets the reader runs in their own harness.
Step 5
Package
Decision brief + Markdown templates + workflow kits + outcome flows that ship a paste-ready artifact.
Filters
Reset all filters →Every filter is a link — no client state, no accounts, no progress tracking. Filtered pages are noindex,follow; the canonical URL is /resources.
Goal
Resource type
Evidence artifact
Difficulty
Results
21 resources
Filtered view: audience: Governance teams. Canonical URL stays /resources; this filtered URL is noindex,follow.
Learn · 5 resources
Lesson · Learn
Model lifecycle: active, deprecated, retired
What active, preview, deprecated, and retired mean for a model — and why lifecycle should gate integration decisions.
Product teamsGovernance teamsLifecycle review noteOpen →
Lesson · Learn
Status-aware model selection
Why vendor-reported status pages and independent probes are kept separate — and when status should gate a model decision.
Governance teamsAutomation specialistsOpen →
Lesson · Learn
Why benchmark scores can mislead
Contamination, prompt variance, version drift, and why the catalogue does not publish provider-reported benchmark scores casually.
BeginnersDevelopersProduct teamsOpen →
Learning path · Learn
AI model governance and source review
Four readings + three exercises + three audit workflows. Walks lifecycle, status, benchmark limits, pricing, and source freshness so a reviewer can sign off with a defensible evidence trail — never a certification claim.
Governance teamsSource freshness checklistLifecycle review noteOpen →
Audience · Learn
For governance teams
Build a defensible AI model review with sourced evidence
Governance teamsOpen →
Apply · 1 resources
Verify · 6 resources
Exercise · Verify
Inspect lifecycle before integration
Pull lifecycle state for a candidate model, check for retirement date, and add a migration target to your notes if one exists.
Product teamsGovernance teamsLifecycle review noteOpen →
Exercise · Verify
Check source freshness and reverification state
Open the sources hub for a provider, identify any stale citations, and walk the reverification queue to see what is due for re-check.
Governance teamsSource freshness checklistOpen →
Guided demo · Verify
Governance review
Walk an internal AI-inventory + source-backed due-diligence flow. Pick the use case, narrow a shortlist with verified citations, compare verification state side by side, then generate an evidence brief that lists every data gap and stale citation explicitly. The reverification queue is the natural next stop.
Governance teamsSource freshness checklistOpen →
Reference · Verify
Citation registry
Every primary-source citation backing a verified value in the catalogue. Filter by provider or source type.
Governance teamsProduct teamsOpen →
Reference · Verify
Coverage audit
Per-provider verified-field counts + citation density across the entity graph.
Governance teamsProduct teamsOpen →
Reference · Verify
Reverification queue
Citations due for manual re-check, with the date each source was last verified.
Governance teamsSource freshness checklistOpen →
Test · 3 resources
Exercise · Test
Plan an external model test
Use the brief and the testing lesson to plan your own prompt, latency, rate-limit, and cost validation work for the shortlist.
DevelopersAutomation specialistsGovernance teamsExternal test planOpen →
Lab playbook · Test
Model regression testing
How to run a small, repeatable canary suite after every snapshot rotation so silent regressions surface before production traffic notices.
Automation specialistsGovernance teamsPrompt test matrixExternal test planOpen →
Evaluation prompt set · Test
Refusal boundary
Evaluate whether the model handles benign boundary-setting safely — without over-refusing, without giving definitive professional advice, and without complying with inappropriate requests.
Governance teamsPrompt test matrixOpen →
Package · 6 resources
Exercise · Package
Create a decision evidence brief
Use the decision brief builder to generate a paste-ready evidence pack from your shortlist, then export it in Markdown.
DevelopersProduct teamsGovernance teamsDecision briefOpen →
Lab template · Package
Automation risk checklist
A pre-launch risk checklist for automations that depend on a model. Pair with the automation workflow testing playbook.
Automation specialistsGovernance teamsAutomation risk checklistOpen →
Workflow kit · Package
Governance review kit
Prepare a source / freshness / lifecycle review package for internal governance discussions. Walks the governance learning path, four lessons (lifecycle, status, benchmark limits, pricing), three exercises that produce the freshness checklist + lifecycle note + test plan, the regression + prompt-testing playbooks, the refusal-boundary + instruction-following prompt sets, and the evaluation plan + automation risk checklist templates.
Governance teamsDecision briefSource freshness checklistLifecycle review noteOpen →
Outcome · Package
AI model governance review
Build a defensible governance review with sourced evidence
Governance teamsSource freshness checklistLifecycle review noteOpen →
Workspace · Package
Decision brief builder
Build a paste-ready Markdown evidence brief from the verified catalogue. Output is a /briefs/build URL plus the Markdown.
DevelopersProduct teamsGovernance teamsDecision briefOpen →
Evidence example · Package
Example decision brief
Worked example produced by the same buildDecisionBrief() helper as the live builder.
DevelopersProduct teamsGovernance teamsDecision briefOpen →