Ensures agents extract data from context files with validation and fallback strategies before resorting to assumptions or external searches.

Robust document generation with engine fallback chain, error diagnostics, and Python alternatives

Step-by-step audio production with per-stem verification, timing alignment, and incremental quality gates

Incremental audio production with duration alignment handling, per-stem verification, and adaptive extension strategies

Multi-agent orchestration patterns. Use when multiple independent tasks can run with different domain expertise or when comprehensive analysis requires multiple perspectives.

Socratic questioning protocol + user communication. MANDATORY for complex requests, new features, or unclear requirements. Includes progress reporting and error handling.

Google Sheets operations through gog.

Autonomous AI agent platform for building and deploying continuous agents. Use when creating visual workflow agents, deploying persistent autonomous agents, or building complex multi-step AI automation systems.

Captures executable contracts and coding conventions into .trellis/spec/ documents. Use when learning something valuable from debugging, implementing, or discussion that should be preserved for future sessions.

TypeScript and JavaScript expert with deep knowledge of type-level programming, performance optimization, monorepo management, migration strategies, and modern tooling.

AI Berkshire skill: 未上市公司研究：多Agent并行深度研究框架. Source: skills/private-company-research.md.

40-item CITE domain audit: citation, impact, trust, entity scoring with veto checks. 域名权威/网站可信度

React patterns with destructured props, compiler optimization, Effects, and Tailwind v4 syntax. ALWAYS use when using React.

Playwright-based browser automation patterns for autonomous web interaction

TypeScript SDK patterns for Opik. Use when working in sdks/typescript.

Generate design or architecture documents from existing implementation. Works backwards from code/prototypes to create missing planning docs.

Validates Chromium generated builder configurations (gn-args.json) for code coverage correctness based on language context.

Use Qwen Code as a Code Agent for code understanding, project generation, features, bug fixes, refactoring, and various programming tasks

Install, start, stop, restart, and update embedded services (9Router, CLIProxyAPI). Monitor service status, retrieve logs, and configure auto-start for local-only service endpoints.

Configure RTK (command output), Caveman (prose), and stacked compression modes. Manage language packs, custom rules, and test prompt compression reducing tokens by 60–90%.