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FAI primitive entity

FAI Instructions

Scoped behavioral directives with glob patterns. Search the catalog, inspect evidence and token size, compare Full and Lean variants, then copy, download, or install from the same bounded record.

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185 records185 quality-scored185 Lean-readyCLI + VS Code

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185 / 185 records
185 of 185 instructions · Page 1 of 4
Low-Calorie (Lean)

345,885 Full tokens · switch to Lean for exact per-card and filtered-view receipts

185/185 gatedLean Mode
Full mode active — verbatim source.

Accessibility standards — WCAG 2.2 AA compliance, semantic HTML, ARIA roles/properties, keyboard navigation, focus management, color contrast, screen reader compatibility, and inclusive design patterns.

1,757 tok★ 97 Quality
**/*.tsx, **/*.html, **/*.vue
VS Code

Agent coding standards — ReAct loop, tool selection, memory management, circuit breaker on tools.

2,155 tok★ 95 Quality
**/*.py, **/*.ts, **/*.cs
VS Code

AI agent safety standards — fail-closed defaults, least-privilege tool access, human-in-the-loop for destructive actions, prompt injection defense, budget controls, OWASP LLM Top 10 alignment, and governance audit trails for all agent workflows.

2,152 tok★ 97 Quality
**/*.agent.md, **/*.instructions.md
VS Code

Agentic OS standards — .github folder structure, 7 primitives, 4 layers, plugin packaging.

1,890 tok★ 95 Quality
**/.github/**
VS Code

Play 21 patterns — Agentic RAG patterns — retrieval decision loop, multi-source routing, query refinement, self-evaluation.

2,464 tok★ 97 Quality
**/*.py, **/*.ts
VS Code

AI glossary consistency — use standard FAI terminology, avoid ambiguous AI terms in code comments.

2,024 tok★ 79 Quality
**
VS Code

Play 11 patterns — Advanced landing zone — multi-region, ExpressRoute, Azure Firewall, Policy as Code, Defender for Cloud.

2,041 tok★ 97 Quality
**/*.bicep
VS Code

Play 02 patterns — Landing zone patterns — hub-spoke VNet, private endpoints on ALL PaaS, Managed Identity, tag enforcement, GPU quota.

2,106 tok★ 97 Quality
**/*.bicep, **/*.json
VS Code

Play 17 patterns — AI observability patterns — OpenTelemetry spans, token metrics, quality dashboards, alert thresholds.

2,365 tok★ 97 Quality
**/*.py, **/*.ts, **/*.bicep
VS Code

AI prompt safety in application code — input sanitization, output validation, structured output enforcement, content filtering, token budget management, system message protection, and secure logging for LLM-integrated applications.

2,129 tok★ 97 Quality
**/*.py, **/*.ts, **/*.js
VS Code

Play 09 patterns — Search portal patterns — faceted search, semantic ranker, result rendering, analytics, personalization.

2,400 tok★ 97 Quality
**/*.py, **/*.ts, **/*.bicep
VS Code

Play 20 patterns — Anomaly detection patterns — streaming analytics, statistical thresholds, ML models, alert routing.

2,894 tok★ 95 Quality
**/*.py
VS Code

Ansible automation standards — idempotent playbooks, secure vault usage, role structure, handler patterns, variable naming, error handling, molecule testing, and CI linting for reliable infrastructure-as-code.

2,182 tok★ 97 Quality
**/*.yml, **/playbooks/**, **/roles/**
VS Code

Arch Linux packaging standards — PKGBUILD structure, makepkg rules, dependency management, package signing, AUR submission, namcap validation, split packages, systemd integration, and pacman hook authoring.

2,310 tok★ 97 Quality
**/PKGBUILD, **/*.sh, **/makepkg.conf
VS Code

ASP.NET Core 9 standards — Minimal APIs, DI, middleware pipeline, Entra ID auth, EF Core, health checks, rate limiting, output caching, and Azure-native integration.

2,337 tok★ 97 Quality
**/*.cs, **/*.cshtml, **/*.razor
VS Code

Astro framework standards — Islands Architecture, content collections, view transitions, SSG/SSR modes, image optimization, MDX, and deployment patterns.

2,418 tok★ 97 Quality
**/*.astro, **/astro.config.*, **/*.mdx
VS Code

Azure AI Document Intelligence standards — model selection, layout analysis, table/form extraction, custom models, batch processing, confidence thresholds, SDK usage, and Bicep deployment.

2,262 tok★ 97 Quality
**/*.py, **/*.ts, **/*.bicep
VS Code

Azure AI Foundry config — Hub/Project RBAC, deployment types, evaluation pipeline, content filter config.

1,807 tok★ 95 Quality
**/*.bicep, **/*.json
VS Code

Azure AI Language standards — text analytics, NER, sentiment analysis, PII detection, summarization, CLU, custom text classification, healthcare NLP, SDK patterns, and batch processing.

2,482 tok★ 97 Quality
**/*.py, **/*.ts, **/*.bicep
VS Code

Azure AI Speech standards — STT (real-time + batch), TTS (neural voices, SSML, custom voice), speech translation, pronunciation assessment, speaker recognition, WebSocket streaming, SDK patterns, and latency optimization.

3,242 tok★ 97 Quality
**/*.py, **/*.ts, **/*.bicep
VS Code

Azure AI Vision standards — image analysis, OCR, custom classification, spatial analysis, and content safety patterns.

1,056 tok★ 95 Quality
**/*.py, **/*.ts, **/*.js
VS Code

Azure App Service standards — deployment slots, scaling, authentication, monitoring, and security patterns.

917 tok★ 95 Quality
**/*.py, **/*.ts, **/*.js, **/*.cs, **/Dockerfile
VS Code

Azure Bicep AVM (Azure Verified Modules) standards — module usage, parameter patterns, WAF-aligned infrastructure.

1,111 tok★ 95 Quality
**/*.bicep, **/parameters.json
VS Code

Azure Cosmos DB standards — global distribution, partitioning, consistency, RU optimization, vector search.

1,014 tok★ 95 Quality
**/*.py, **/*.ts, **/*.js, **/*.cs, **/*.bicep
VS Code

Azure DevOps standards — YAML pipelines, environments, service connections, test management, boards.

1,008 tok★ 95 Quality
**/*.py, **/*.ts, **/*.js, **/*.cs, **/*.bicep
VS Code

Azure Front Door & WAF standards — global load balancing, WAF rules, caching, SSL offloading, origin protection.

1,027 tok★ 95 Quality
**/*.py, **/*.ts, **/*.js, **/*.cs, **/*.bicep
VS Code

Azure Functions standards — serverless compute, triggers, bindings, durable functions, cold start optimization.

1,003 tok★ 95 Quality
**/*.py, **/*.ts, **/*.js, **/*.cs, **/*.bicep
VS Code

Azure Logic Apps standards — workflow automation, connectors, error handling, B2B integration.

1,008 tok★ 95 Quality
**/*.py, **/*.ts, **/*.js, **/*.cs, **/*.bicep
VS Code

Azure Cache for Redis standards — caching patterns, data structures, pub/sub, clustering, security.

1,009 tok★ 95 Quality
**/*.py, **/*.ts, **/*.js, **/*.cs, **/*.bicep
VS Code

Azure Static Web Apps standards — static hosting, serverless API, authentication, CI/CD, custom domains.

1,019 tok★ 95 Quality
**/*.py, **/*.ts, **/*.js, **/*.cs, **/*.bicep
VS Code

Bicep Code Best Practices standards — module design, naming, parameters, outputs, testing

686 tok★ 95 Quality
**/*.bicep, **/parameters.json
VS Code

Bicep infrastructure-as-code standards aligned with Azure WAF pillars — Azure Verified Modules, secure parameter handling, tagging conventions, production deployment patterns, and cost-aware resource configuration.

981 tok★ 97 Quality
**/*.bicep, **/*.bicepparam, **/parameters.json
VS Code

Blazor standards — Server/WebAssembly/United components, state, performance, security

502 tok★ 95 Quality
**/*.razor, **/*.cs
VS Code

Play 23 patterns — Browser automation patterns — domain allowlist, no credential entry, screenshot analysis, action limits.

2,476 tok★ 97 Quality
**/*.py, **/*.ts
VS Code

Cloud Adoption Framework — Billing domain. Budget alerts, chargeback tags, AHUB, auto-shutdown, cost-anomaly detection, Cost Management exports. Enforced by CAF-B-002..010.

631 tok★ 92 Quality
**/*.bicep, **/*.bicepparam, **/parameters.json, **/*.tf, **/*.tfvars, **/azure.yaml
VS Code

Cloud Adoption Framework — Governance domain. Tagging standards, allowed-regions, allowed-SKUs, resource locks, deployIfNotExists guardrails. Enforced by CAF-G-003..008.

671 tok★ 92 Quality
**/*.bicep, **/*.bicepparam, **/parameters.json, **/*.tf, **/*.tfvars, **/azure.yaml
VS Code

Cloud Adoption Framework — Identity domain. Entra ID, managed identities, custom RBAC, PIM, Conditional Access, and Entra log centralization patterns enforced by CAF-I-001..011.

627 tok★ 96 Quality
**/*.bicep, **/*.bicepparam, **/parameters.json, **/*.tf, **/*.tfvars, **/azure.yaml
VS Code

Cloud Adoption Framework — Methodology umbrella. Cross-cuts Strategy, Plan, Ready, Adopt (Migrate/Innovate), Govern, Manage, Secure. Use this pack alongside the per-domain CAF instruction files.

1,005 tok★ 92 Quality
**/*.md, **/*.bicep, **/*.bicepparam, **/parameters.json, **/*.tf, **/*.tfvars, **/azure.yaml
VS Code

Cloud Adoption Framework — Network domain. Hub-spoke, Azure Firewall, ExpressRoute, Private DNS Resolver, NSGs, Private Endpoints, DDoS Std, Bastion. Enforced by CAF-N-003..011.

835 tok★ 92 Quality
**/*.bicep, **/*.bicepparam, **/parameters.json, **/*.tf, **/*.tfvars, **/azure.yaml
VS Code

Cloud Adoption Framework — Operations domain. Log Analytics, AMA + Container Insights, alert rules, patch lifecycle, Azure Backup, Service Health alerts, Activity Log retention. Enforced by CAF-O-001..011.

710 tok★ 92 Quality
**/*.bicep, **/*.bicepparam, **/parameters.json, **/*.tf, **/*.tfvars, **/azure.yaml
VS Code

Cloud Adoption Framework — Security domain. Defender for Cloud, Sentinel, CMK, Key Vault rotation, Azure Policy initiatives, Defender for Endpoint, data-classification tags. Enforced by CAF-S-001..010.

847 tok★ 99 Quality
**/*.bicep, **/*.bicepparam, **/parameters.json, **/*.tf, **/*.tfvars, **/azure.yaml
VS Code

Play 04 patterns — Voice AI patterns — Azure Speech SDK, real-time transcription, sentiment detection, turn-taking, noise handling.

2,774 tok★ 97 Quality
**/*.py, **/*.ts
VS Code

Clojure Waf standards — Clojure coding standards — REPL-driven, immutable data, pure functions, and spec for validation.

640 tok★ 90 Quality
**/*.clj, **/*.cljs
VS Code

Code Review Waf standards — Code review standards — what to check, severity levels, constructive feedback, and merge blocking criteria.

629 tok★ 74 Quality
**
VS Code

Containerization Waf standards — Containerization standards — immutability, reproducible builds, health probes, 12-factor.

632 tok★ 90 Quality
**/Dockerfile
VS Code

Play 10 patterns — Content moderation patterns — Azure Content Safety, 4 harm categories, threshold tuning, human review pipeline.

2,306 tok★ 97 Quality
**/*.py, **/*.ts
VS Code

Context Engineering Waf standards — Context engineering standards — maximize Copilot effectiveness through structured instructions, examples, and constraints.

627 tok★ 74 Quality
**
VS Code

Copilot extensibility — Graph connectors, plugin manifest, action design, M365 integration patterns.

2,683 tok★ 95 Quality
**/*.json, **/*.ts
VS Code

Play 08 patterns — Copilot Studio patterns — topics, generative answers, knowledge sources, channel deployment, Dataverse integration.

2,247 tok★ 97 Quality
**/*.json
VS Code

Copilot Studio Waf standards — Copilot Studio standards — topic design, generative answers, knowledge sources, channel config.

632 tok★ 90 Quality
**/*.json
VS Code
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