AI导哈

数据与研究

do-in-parallel

neolabhq/contex…ring-kit

Run independent tasks concurrently across multiple files or targets using parallel sub-agents, with per-task model selection and LLM-as-a-judge verification. Use when tasks do not depend on each other and can run side by side.

  • 1236 次安装
  • 1800 星标
  • 收录于

安装命令

npx skills add https://github.com/neolabhq/context-engineering-kit --skill do-in-parallel

SKILL.md

do-in-parallel

Key benefits:

  • Parallel execution - Multiple tasks run simultaneously
  • Requirement grouping - Reduces meta-judges and judges by identifying repeatable and shared task patterns
  • Right-sized model - Chosen per target by the Model Selection Policy: sonnet/haiku by default, opus only when earned
  • Fresh context - Each sub-agent works with clean context window
  • Task-specific evaluation - Each meta-judge produces tailored rubrics and checklists for its specific task or group
  • External verification - Judge applies target-specific meta-judge specification mechanically — catches blind spots self-critique misses
  • Feedback loop - Retry with specific issues identified by judge
  • Quality gate - Work doesn't ship until it meets threshold

相关 Skills

prompt-engineeringneolabhq/contex…ring-kitUse this skill when you writing commands, hooks, skills for Agent, or prompts for sub agents or any other LLM interaction, including optimizing prompts, improving LLM outputs, or designing production prompt templates.智能体工作流1438context-engineeringneolabhq/contex…ring-kitUnderstand the components, mechanics, and constraints of context in agent systems. Use when writing, editing, or optimizing commands, skills, or sub-agents prompts.智能体工作流1404thought-based-reasoningneolabhq/contex…ring-kitUse when tackling complex reasoning tasks requiring step-by-step logic, multi-step arithmetic, commonsense reasoning, symbolic manipulation, or problems where simple prompting fails - provides comprehensive guide to Chain-of-Thought and related prompting techniques (Zero-shot CoT, Self-Consistency, Tree of Thoughts, Least-to-Most, ReAct, PAL, Reflexion) with templates, decision matrices, and research-backed patterns前端开发1398reflectneolabhq/contex…ring-kitReflect on previus response and output, based on Self-refinement framework for iterative improvement with complexity triage and verification其他1372write-conciselyneolabhq/contex…ring-kitApply writing rules to any documentation that humans will read. Makes your writing clearer, stronger, and more professional.营销与写作1344kaizenneolabhq/contex…ring-kitUse when Code implementation and refactoring, architecturing or designing systems, process and workflow improvements, error handling and validation. Provide tehniquest to avoid over-engineering and apply iterative improvements.智能体工作流1312