plan-6b-worked-example
Generate a runnable worked example that demonstrates a phase's implementation through a clear, narrative, step-by-step script you can run and debug.
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Updated 11-10 00:15
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Generate a runnable worked example that demonstrates a phase's implementation through a clear, narrative, step-by-step script you can run and debug.
Analyze upstream changes from main and generate merge plan document. Domain-aware v2.
Local codebase analysis research angle — derives behavioral contracts, coding conventions, SKILL.md flow insertion points, and agent data availability maps…
FastAPI + Pydantic v2 backend workflow: implement/modify API endpoints with thin handlers + service layer, add pytest tests, manage idempotent Alembic…
Skill for static verification and analysis of user stories in agile development, ensuring they meet best practices like INVEST criteria and detecting common…
Delete narrating and workaround comments in a scoped diff; keep only the narrow exception list — license, public API contracts, and constraints forced by…
Generate a handoff document after implementation work is complete — summarizes changes, risks, and review focus areas for the review pipeline. Use when done…
Create and maintain Architectural Decision Records (ADRs) with date-named files sorted like migrations. Use when making structural decisions (new deps, pattern…
Generate a visual spec-to-code coverage map showing which code files are covered by which specs. Creates ASCII diagrams, reverse indexes, and coverage…
Go backend technical design: package boundaries, handler-service-repository layering, API contracts, storage design, transactions, consistency, observability, release strategy, and ADR trade-offs. Use once requirements are stable.
Use when implementing any feature or bugfix, before writing implementation code - write the test first, watch it fail, write minimal code to pass; ensures…
Reference and load Unreal assets correctly — hard vs soft references (TObjectPtr vs TSoftObjectPtr/TSoftClassPtr), virtual content paths, FSoftObjectPath,…
Play and control audio in Unreal — the sound asset types (SoundWave, SoundCue, MetaSound Source), playing 2D/3D sounds from C++ (UGameplayStatics,…
Write Unreal C++ that conforms to Epic's coding standard — type prefixes (U/A/F/E/I/T/S), PascalCase naming, the bBool prefix, enum class style, Allman braces,…
Structure Unreal C++ into modules and configure the build with *.Build.cs (ModuleRules) and *.Target.cs (TargetRules). Use when creating a new module,…
Azure Data Factory (ADF) CI/CD, deployment, and pipeline development. PROACTIVELY activate for: (1) ADF CI/CD setup (npm validation, ARM template export), (2)…
Azure Event Hubs SDK for Python streaming. Use for high-throughput event ingestion, producers, consumers, and checkpointing. Triggers: "event hubs",…
FastAPI Python framework. Covers REST APIs, validation, dependencies, security. Use when building Python web APIs with FastAPI, configuring Pydantic models,…
Apache Flink stream processing expertise for stateful computations over bounded and unbounded streams. Use when the user mentions Flink, Flink SQL, Table API,…
Use whenever the user works with Jupyter notebooks (`.ipynb`), including creating, inspecting, editing, executing, or visualizing notebook content for…
Builds RAG pipelines, vector search systems, LLM integrations, and agent orchestration with production-ready patterns. Contains step-by-step implementation…
browser-cloud — agent skill for TestMu AI Browser Cloud. Generates production-ready TypeScript code to spin up cloud browser sessions, connect via…
Go development with gotestsum for testing, standard tooling, and best practices
Use the gitty Rust CLI to inspect repository changes and generate repository-aware Git commit messages through Codex, Claude Code, or OpenCode. Use when an…