This skill should be used when the user asks to "fine-tune a DSPy model", "distill a program into weights", "use BootstrapFinetune", "create a student model", "reduce inference costs with fine-tuning", mentions "model distillation", "teacher-student training", or wants to deploy a DSPy program as fine-tuned weights for production efficiency.

Displays the roster of architecture team members with their specialties and expertise areas. Use when the user asks "Who's on the architecture team?", "List architecture members", "Show me the architects", "What specialists are available?", "Who can I ask for reviews?", or wants to discover available experts. Do NOT use for requesting reviews (use specialist-review or architecture-review) or checking documentation status (use architecture-status).

Enables and configures Pragmatic Guard Mode (YAGNI Enforcement) to prevent over-engineering. Use when the user requests "Enable pragmatic mode", "Turn on YAGNI enforcement", "Activate simplicity guard", "Challenge complexity", or similar phrases.

Conducts a focused review from ONE specific specialist's perspective (e.g., Security Specialist, Performance Expert). Use when the user requests "Ask [specialist role] to review [target]", "Get [specialist]'s opinion on [topic]", "Have [role] review [code/component]", or when they want deep expertise in ONE specific domain. Do NOT use for comprehensive multi-perspective reviews (use architecture-review instead) or for listing available specialists (use list-members instead).

Sets up and installs the AI Software Architect framework in a NEW project for the FIRST time. Use when the user requests "Setup .architecture", "Setup ai-software-architect", "Initialize architecture framework", "Install software architect", or similar setup/installation phrases. Do NOT use for checking status (use architecture-status), creating documents (use create-adr or reviews), or when framework is already set up.

Creates a NEW Architectural Decision Record (ADR) documenting a specific architectural decision. Use when the user requests "Create ADR for [topic]", "Document decision about [topic]", "Write ADR for [choice]", or when documenting technology choices, patterns, or architectural approaches. Do NOT use for reviews (use architecture-review or specialist-review), checking existing ADRs (use architecture-status), or general documentation.

Reports on the health and state of architecture documentation (counts of ADRs, reviews, activity levels, documentation gaps). Use when the user asks "What's our architecture status?", "Show architecture documentation", "How many ADRs do we have?", "What decisions are documented?", "Architecture health check", or wants an overview/summary of documentation state. Do NOT use for listing team members (use list-members), creating new documents (use create-adr), or conducting reviews (use architecture-review or specialist-review).

Create distinctive, production-grade frontend interfaces with high design quality. Use this skill when the user asks to build web components, pages, artifacts, posters, or applications (examples include websites, landing pages, dashboards, React components, HTML/CSS layouts, or when styling/beautifying any web UI). Generates creative, polished code and UI design that avoids generic AI aesthetics.

This skill should be used when building data processing pipelines with CocoIndex v1, a Python library for incremental data transformation. Use when the task involves processing files/data into databases, creating vector embeddings, building knowledge graphs, ETL workflows, or any data pipeline requiring automatic change detection and incremental updates. CocoIndex v1 is Python-native (supports any Python types), has no DSL, and is currently under pre-release (version 1.0.0a1 or later).

Expert in content strategy, SEO-driven storytelling, and developer advocacy. Bridges the gap between technical products and market adoption. Use when creating marketing content, developing content strategy, writing blog posts, or planning developer outreach.

Comprehensive toolkit for developing with the CocoIndex library. Use when users need to create data transformation pipelines (flows), write custom functions, or operate flows via CLI or API. Covers building ETL workflows for AI data processing, including embedding documents into vector databases, building knowledge graphs, creating search indexes, or processing data streams with incremental updates.

This skill should be used when the user asks to "add sample data", "populate tables", "seed data", "add test records", "generate sample records", "insert demo data", "fill tables with data", "create test data", or wants to populate their Dataverse tables with sample records so they can test and demo their Power Pages site.

This skill should be used when the user asks to "create a power pages site", "build a code site", "scaffold a website", "create a portal", "make a new site", or wants to create a new Power Pages code site (SPA) using React, Angular, Vue, or Astro.

This skill should be used when the user asks to "add SEO", "add meta tags", "add robots.txt", "add sitemap", "improve SEO", "search engine optimization", "add open graph tags", "add favicon", "make site searchable", or wants to add SEO essentials (robots.txt, sitemap.xml, meta tags) to their Power Pages code site after creating it with /power-pages:create-site.

This skill should be used when the user asks to "create web roles", "add web roles", "set up web roles", "add roles", "create roles for my site", "manage web roles", "add authenticated role", "add anonymous role", or wants to create web roles for their Power Pages code site. Web roles control access and permissions for site users.

This skill should be used when the user asks to "integrate web api", "add web api", "connect to dataverse", "add api integration", "set up web api calls", "integrate api for my tables", "add crud operations", "hook up web api", "add data fetching", "connect frontend to dataverse", or wants to integrate Power Pages Web API into their site's frontend code with proper permissions and deployment. This skill orchestrates the full integration lifecycle: code integration, permissions setup, and deployment.

This skill should be used when the user asks to "set up authentication", "add login", "add logout", "configure Entra ID", "set up Azure AD auth", "add Microsoft login", "enable authentication", "set up sign in", "add role-based access", "add authorization", "protect routes", "add auth to my site", "configure identity provider", or wants to set up authentication (login/logout via Microsoft Entra ID) and role-based authorization for their Power Pages code site.

Use this skill to audit existing table permissions on a Power Pages site. Trigger examples: "audit permissions", "check permissions", "review table permissions", "are my permissions correct", "permission security audit", "verify permissions setup", "check for permission issues", "permission health check". This skill analyzes existing table permissions against the site code and Dataverse metadata, generates an HTML audit report with findings grouped by severity (critical, warning, info, pass), and suggests fixes for any issues found.

This skill should be used when the user asks to "deploy to power pages", "upload site", "publish site", "deploy site", "push to power pages", "upload code site", or wants to deploy/upload an existing Power Pages code site to a Power Pages environment using PAC CLI.

This skill should be used when the user asks to "create Dataverse tables", "set up the data model", "setup dataverse", "create tables for my site", "setup dataverse schema", "create the database", "build my data model", or wants to create Dataverse tables, columns, and relationships for their Power Pages site based on a data model proposal.