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Reference guide for using PROXY_MODE with external AI models. Use when running multi-model reviews, understanding which agents support PROXY_MODE, or debugging external model integration issues. Includes routing prefixes for MiniMax, Kimi, GLM direct APIs.
Handle errors, timeouts, and failures in multi-agent workflows. Use when dealing with external model timeouts, API failures, partial success, user cancellation, or graceful degradation. Trigger keywords - "error", "failure", "timeout", "retry", "fallback", "cancelled", "graceful degradation", "recovery", "partial success".
CRITICAL - Guide for using Claudish CLI ONLY through sub-agents to run Claude Code with OpenRouter models (Grok, GPT-5, Gemini, MiniMax). NEVER run Claudish directly in main context unless user explicitly requests it. Use when user mentions external AI models, Claudish, OpenRouter, or alternative models. Includes mandatory sub-agent delegation patterns, agent selection guide, file-based instructions, and strict rules to prevent context window pollution.
Test a Nextflow script by running it, verifying outputs, testing resume functionality, and comparing results with documentation. Use when validating that example scripts work correctly and match their documentation.
Verify Codex CLI session JSONL format compatibility for Agent Sessions. Use when codex-cli updates, when daily monitoring flags Codex drift, or when bumping Codex max verified version (fixtures + docs + tests).
专为技术实战教程设计的公众号文章生成器,遵循小灰灰公众号写作规范,自动生成包含公众号卡片、前言、项目介绍、部署实战、总结、往期推荐的完整技术文章,配有详细操作步骤、代码示例,并通过 Gemini-3-Pro-Image-Preview 模型(支持自建API和Gemai公益站双通道)生成配图上传至腾讯云COS图床
Systematically tests UI functionality, validates design fidelity with AI visual analysis, monitors console output, tracks network requests, and provides debugging reports using Chrome DevTools MCP. Use after implementing UI features, for design validation, when investigating console errors, for regression testing, or when user mentions testing, browser bugs, console errors, or UI verification.
Systematically tests UI functionality, validates design fidelity with AI visual analysis, monitors console output, tracks network requests, and provides debugging reports using Chrome Extension MCP tools. Use after implementing UI features, for design validation, when investigating console errors, for regression testing, or when user mentions testing, browser bugs, console errors, or UI verification.
Maintain Agent Sessions agent support matrix and JSON/JSONL parsing compatibility. Use when checking upstream agent releases for session format changes, updating max verified versions in docs/agent-support/agent-support-matrix.yml, or updating docs/agent-json-tracking.md and fixtures/tests.
Super Dev pipeline governance for research-first, commercial-grade AI coding delivery
Super Dev pipeline governance for research-first, commercial-grade AI coding delivery
Process raw inbound content (emails, voice memos, notes) into structured Obsidian vault records with proper frontmatter, wikilinks, and file placement.
Write or modify CuTe DSL GPU kernels for the Surogate framework. Use when the user wants to create CUDA kernels using CuTe DSL/Python (e.g., "write a CuTe kernel", "implement a fused kernel", "optimize kernel with CuTe DSL"). Guides through kernel implementation, compilation, and integration with Surogate's JIT pipeline.
Write or optimize CUDA kernels for the Surogate framework. Use when the user wants to create CUDA kernels, optimize existing kernels for specific GPU architectures (sm89/sm90/sm100/sm103/sm120/sm121), implement custom attention/normalization/activation layers, or debug kernel performance issues.
Use when the user wants a recent literature sweep for Awesome-Virtual-Cell, especially for latest papers, Nature-family journals, major labs, big groups, or a time-bounded update of what the README is missing.
Use when the user wants to judge whether a paper, dataset, benchmark, blog, or related resource belongs in Awesome-Virtual-Cell, whether an existing README entry should be updated, where an item should be placed, or how it should be written in house style.
Release a new version of CodeMie CLI. Use when user says "release", "create release", "publish version", "bump version and release", or wants to publish a new version to npm. Handles version bumping, git tagging, pushing, and GitHub release creation with automatic version detection from conventional commits.
Manages git commits, pushes, and GitHub PR creation following conventional commits. Use when user says "commit changes", "push changes", "create PR", "make a pull request", or similar git workflow requests. Understands current branch state and avoids duplicate PRs.
