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Verification-Driven Development
Development
Verification-Driven Development. Use when writing implementation code, refactoring, fixing bugs, or any task where correctness matters. Enforces a verify-before-trust discipline.
Shaping an Article from Raw Material
Content
Turn raw notes or transcripts into a polished article paragraph by paragraph through a guided shaping loop.
Database Admin Dashboard Generator
Development
Generates secure admin dashboards for PostgreSQL or MongoDB. Handles schemas, CRUD operations, and operational tasks with flexible security models.
Hyperparameter Selection
Data & AI
Guide for choosing training hyperparameters: learning rate formulas, LoRA rank, batch size, schedules, and model-specific tuning.
Add a UI Locale to the Webview
Development
Walk through adding a new UI language to the claude-code-gui webview: create per-namespace JSON translation files, register the locale, and verify parity with English.
LangChain/LangGraph Agent Development Expert
Development
Expert guidance for building production-grade AI agents using LangChain 0.1+ and LangGraph, including architecture, memory, RAG, and best practices.
Pre-merge Behaviour QA
Testing
Verify a PR/branch behaves to spec by driving the running app end-to-end in an isolated slot, then teardown. Use for behavior verification before merge.
Solana Development Skill Hub
Development
Unified hub for Solana development. Routes to specialized skills for Anchor, testing, security, and DeFi protocols.
Create Quality Git Commits
Development
Automates the creation of high-quality Git commits by running agents for code quality, testing, and changelog updates based on changed files.
Trigger.dev Cost Savings Analysis
Development
Analyze Trigger.dev tasks, schedules, and runs for cost optimization. Combines static source analysis with live run analysis via MCP tools.
Model Degeneration Check
Testing
Run regression checks to detect repetition loops, stuck tokens, and multi-turn state corruption in the imp inference engine. Covers CUDA graph, MoE routing, KV cache, and batched decode paths.
Pytest Mocking Strategy
Testing
Master pytest mocking strategy: when to use autospec vs manual mocks, AsyncMock patterns, mock builders, and what to never mock. Includes type-safe mock creation and a decision matrix.