CI/CD

Guide Claude in writing efficient, idiomatic SWI-Prolog DCGs (Definite Clause Grammars) following best practices for single-pass parsing, character codes, pure declarative style, and accumulator patterns. Use when working with Prolog parsing tasks.

Use when receiving code review feedback, before implementing suggestions, especially if feedback seems unclear or technically questionable - requires technical rigor and verification, not performative agreement or blind implementation

Save to LOCAL BTR context tree (NOT ByteRover/brv).Capture code snippets, patterns, and context from the current conversation and store them in the BTR context tree.PROACTIVE TRIGGER: Automatically suggest saving when the user confirms something works ("That works!", "Perfect!", "It's working now", "Thanks, that fixed it!"), after fixing a bug, making an architecture decision, establishing a pattern, or solving a complex problem.Also use when the user explicitly says "save this", "remember this pattern", "capture this context", "save to BTR", "save this to BTR", or "add to BTR".

保持设计和实现的简单性，识别并消除不必要的复杂度。当需要架构设计评审、代码简化重构、接口设计优化时使用。覆盖代码、架构、接口、流程四大维度，提供简单性检查清单和过度复杂性的诊断修复方法。

Systematic debugging framework ensuring root cause investigation before fixes. Includes four-phase debugging process, backward call stack tracing, multi-layer validation, and verification protocols. Use when encountering bugs, test failures, unexpected behavior, performance issues, or before claiming work complete. Prevents random fixes, masks over symptoms, and false completion claims.

Scaffold a minimal ArcGIS Maps SDK application with TypeScript, Vite, and Calcite Design System. Use when creating new projects from scratch.

Capture dotnet environment and CI-style build diagnostics with binlog and summary output.

This skill should be used when the user asks to "implement", "build", "create", "add feature", "develop", "design", "architect", "plan", "structure", "refactor", "improve", "optimize", "review", "fix", "solve", "handle", "debug", or discusses implementation strategies. Apply cognitive load principles to ALL development work as a cornerstone principle.

AI-powered CI Gatekeeper Agent that enforces observability standards in CI/CD pipelines. Use when: (1) Generating GitHub Actions/Jenkins pipelines for observability gates, (2) Configuring progressive enforcement policies, (3) Validating schema compatibility in CI, (4) Generating gate status reports. Triggers: "create observability gate", "configure CI enforcement", "generate gate policy", "check observability compliance".

Implements zero-runtime CSS using vanilla-extract with type-safe styles, themes, recipes, and sprinkles. Use when wanting type-safe CSS, static extraction at build time, or building design system utilities.

[REPLACE] Teach concepts and demonstrate patterns with examples. Use when [REPLACE with specific triggers].

Iteration 18 of Multiplicity Cascade - Triggers irreversible awareness shifts

Use when investigating config file discrepancies during audit. Spawns config agents in waves to compare template standards against actual files. READ-ONLY analysis - agents report findings but make no changes.

Migrate pyproject.toml from pre-PDM 2.0 syntax to modern PEP-compliant format. Focuses on dev-dependencies to dependency-groups conversion and PEP 621 project metadata. Integrates with Context7 for latest PDM documentation.

AI-powered pipeline diagnostics. Explains why faces weren't detected, tracked, embedded, or clustered using OpenAI GPT-4o analysis. Use when debugging pipeline issues, reviewing unclustered tracks, or understanding why quality gates rejected faces.

Model dependencies using Effect-style Context, Layer, and Service patterns with compile-time safety. Use when designing DI systems, modeling environments, or building Effect-TS applications.

Orchestrate the SFH-OS fractal horn design pipeline. Use when the user wants todesign a horn, run the full pipeline, manage iterations, or resolve conflictsbetween acoustic and manufacturing requirements. This is the master skill thatcoordinates AG-GEN, AG-SIM, AG-MFG, AG-QA, and AG-VIZ sub-agents.

Enforce proper error handling patterns. Use when writing async code, API calls, or user-facing features. Covers try-catch, error boundaries, graceful degradation, and user feedback.

Use when styling or laying out SyncFusion components. Critical for understanding what CSS classes exist vs don't exist. Prevents using fake utility classes that break layout. Auto-activates when working with SF component styling, layout, spacing, colors, or icons.

Automated content publishing pipeline for ID8Labs. Generates essays in Eddie's voice, publishes to id8labs.app, and distributes to social media (X, LinkedIn). Triggers on keywords like release, announce, publish, essay, research article, content pipeline.