DevOps

Generates session summaries and resume prompts for multi-session work. Use when completing features, before context limits (~50% capacity), or when user says "summary", "wrap up", "save progress", "end session". Creates markdown in docs/summaries/ with completed work, files modified, and restart instructions.

Use this skill when the user needs help deploying, managing, or understanding Sigma rules, Soteria rules, SOC Prime rules, Community rules, or any other managed rulesets in LimaCharlie.

Implement idiomatic Kubernetes operations with label selectors, strategic merge patches, and proper error handling for production-grade CLI tooling.

Python backend developer for FastAPI, Django, Flask APIs with SQLAlchemy, Django ORM, Pydantic validation. Implements REST APIs, async operations, database integration, authentication, data processing with pandas/numpy, machine learning integration, background tasks with Celery, API documentation with OpenAPI/Swagger. Activates for Python, Python backend, FastAPI, Django, Flask, SQLAlchemy, Django ORM, Pydantic, async Python, asyncio, uvicorn, REST API Python, authentication Python, pandas, numpy, data processing, machine learning, ML API, Celery, Redis Python, PostgreSQL Python, MongoDB Python, type hints, Python typing.

Use this skill when working with Buildkite CI/CD pipelines, agents, builds, test analytics, or package registries. Covers pipeline configuration, YAML syntax, agent setup, build steps, plugins, and API usage.

Generate Ansible playbook files for infrastructure automation and configuration management. Triggers on "create ansible playbook", "generate ansible config", "ansible automation", "infrastructure playbook".

BDD orchestrator for feature-level work requiring multiple scenarios. Use when user says 'add', 'implement', 'build', 'feature', 'iteration', 'phase', or work touches 3+ files with new state/flows. Also use when user runs /bdd. Do NOT use for bug fixes, typos, config changes, or 1-2 file tasks—use safeword-tdd-enforcing directly.

Consult external AIs (Gemini 2.5 Pro, OpenAI Codex, fresh Claude) for second opinions when stuck on bugs or making architectural decisions. Use when: debugging attempts have failed, making significant architectural choices, security concerns, or need fresh perspective. Automatically suggests consultation after one failed attempt. Provides synthesis comparing multiple AI perspectives with web research, thinking mode, and repo-aware analysis.

Use when presenting a plan/summary to user and requesting explicit approval before proceeding. Generic approval gate for /audit, /build, /architect, /debug commands. Checks for auto-approve conditions ("do without approval" in prompt).

Records session learnings and decisions before context compaction. Use before ending a long session or when the user asks to save session notes.

CSS authoring guidance emphasizing web standards, accessibility, and performance. Use when writing, reviewing, or refactoring CSS. Provides patterns, snippets, and conventions that prioritize native CSS over frameworks, semantic structure, and maintainable code. Refer to references/patterns.md for specific patterns and snippets.

Expert knowledge for the QuickAddSheet component - a complex 1200+ line bottom sheet for adding exercises. Use when modifying, debugging, or understanding QuickAddSheet behavior. Keywords: QuickAddSheet, bottom sheet, exercise picker, modal, display mode.

Foundational knowledge for writing BUGS/JAGS models including precision parameterization, declarative syntax, distributions, and R integration. Use when creating or reviewing BUGS/JAGS models.

Advises on SaaS pricing strategy using Daniel Priestley's oversubscription principles and Patrick Campbell's value-based framework. Use when defining pricing tiers, selecting value metrics, positioning against competitors, or creating pricing page copy for any SaaS product.

Reconcile worklog database with documentation - promotes learnings to docs with proper frontmatter and validates after sync

Guide for designing Run resources in OptAIC. Use when creating PipelineRun, ExperimentRun, BacktestRun, PortfolioOptimizationRun, TrainingRun, InferenceRun, or MonitoringRun. Covers execution tracking, metrics, output artifacts, and lineage.

Modern Rust backend with Axum, SQLx, tokio + CI/CD automation.Use when: building Rust APIs, high-performance services, or needing build/test/lint/audit automation.Triggers: "axum", "rust backend", "rust api", "sqlx", "tokio", "cargo build","cargo test", "clippy", "rustfmt", "cargo-audit", "cross-compile", "rust ci","release build", "rust security", "shuttle", "actix".

Transform raw or transcript-like text into a polished Markdown document for internal sharing. Use when the user provides a text file (any mix of zh_tw, zh_cn, or en) and wants sentence repair, structured headings, concise paragraphs, a 3–7 bullet summary, and an Action Items section when tasks are mentioned.

Complete full-stack development with Next.js 13+, React, Firebase, Tailwind CSS, and payment integration (Stripe, JazzCash, EasyPaisa). Build production-ready e-commerce platforms, SaaS applications, and scalable web applications. Comprehensive coverage of frontend architecture, backend API routes, database design, authentication systems, payment processing, form handling, error management, and optimization. Generate complete project structures, pages, components, API routes, database schemas, security rules, and deployment configurations using TypeScript.

Design responsive web interfaces using modern UX principles, accessibility standards, and mobile-first approaches