LLM Tuning Patterns

Security audit workflow - vulnerability scan → verification

Guide to the math cognitive stack - what tools exist and when to use each

Generate comprehensive PR descriptions following repository templates

Resume work from handoff document with context analysis and validation

Search past reasoning for relevant decisions and approaches

Implement technical plans from thoughts/shared/plans with verification

Upgrade any skill to v5 Hybrid format using decision theory + modal logic

Transform session learnings into permanent capabilities (skills, rules, agents). Use when asked to "improve setup", "learn from sessions", "compound learnings", or "what patterns should become skills".

Parallel Agent Orchestration

Orchestrator-only workflow for migrating/rewriting codebases with full TDD and agent delegation

Test-driven development workflow with philosophy guide - plan → write tests → implement → validate

Idempotent Redundancy

Friendly onboarding when users ask about capabilities

Wiring Verification

Identify failure modes before they occur using structured risk analysis

Choose the right search tool for each query type

Diagnose and fix bugs using runtime execution traces. Use when debugging errors, analyzing failures, or finding root causes in Python, Node.js, or Java applications.

Implement Server-Sent Events for real-time server-to-client updates. Use for live feeds, notifications, and streaming data.

多源内容智能处理器：支持微信公众号、网页、YouTube、PDF、Markdown等，自动上传到NotebookLM并生成播客/PPT/思维导图等多种格式