Practical patterns, starters & CLI tools for loop engineering with AI coding agents. Design systems that prompt and orchestrate agents (inspired by Addy Osmani and Boris Cherny). Includes loop-audit, loop-init, loop-cost.

# Repo-to-Agent-Context 面向 AI 编程 Agent 的 Context Harness：将代码仓库转化为可读、可检索、可更新、可验证的任务级上下文资产，帮助 Codex / Claude Code / Cursor 减少 token 浪费、上下文丢失、误改与回归风险。 它不是另一个代码生成 Agent，而是 Agent Harness Engineering 基础设施：围绕“任务计划、上下文打包、编辑边界、影响分析、测试推荐、验证报告、上下文更新”构建 Loop Engineering 闭环，让编码 Agent 在复杂仓库中更少瞎猜、更少乱改、改完知道如何验证。

Inference-native Tokenmaxxing Agent Harness for Loop Engineering

论文解析 Agent 系统（Agent Harness + Loop Engineering），实现结构化抽取与闭环验证优化。

A configurable runtime for creating governed agentic loops to reliably enable autonomous execution of complex multi-step workflows.

Desktop harness for loop-engineering local AI-agent workflows.

LoopCraft runtime harness plugin for Hermes with evidence-first execution, verification-first workflows, and self-correcting AI agent behavior. Installs as proofrail for compatibility.

Persistent project-scoped memory for Claude Code. Auto-loads on session start, structured by schema, hot/cold layered.

Claude Code dynamic workflow for autonomous software engineering. Zero human intervention. Spec-driven, doc-as-ground-truth pipeline that persists across sessions. Agents understand the full project — won't fix local and break global.

The sharpest loop engineering out there in the flagship pack. Plus a catalogue system with additional packs of subagents, skills, and hooks. Install per repo or per user. It's npm for your coding agent. The force multiplier behind the 100x engineer. Works with Claude Code, Codex, Cursor, Copilot, Gemini, Kiro.

Curated resources and practical patterns for Loop Engineering with AI and coding agents

A git-native civilization loop — laws are Issues, votes are reactions, AI agents propose & narrate, the world ticks every 2h. Loop Engineering in action.

An agent-native setup kit for turning a well-scoped repo into a supervised multi-agent coding loop, with Beacon loop planning. Stop prompting coding agents one task at a time. Give your repo a loop.

Codex Orchestrator for Codex App: Loop Engineering with worktree sessions, heartbeat monitoring, persistent ledger, review routines, and evidence-label gates.

技术内核先行、benchmark 驱动的专利交底书 AI Agent 工作台

AI-first workflow and loop engineering practice

Ralph-Wiggum Loops cross-platform implementation. Agentic loop engineering runner for spec-driven development, with configurable prompts

AI Software Runtime（ASR）是一套面向 AI 编程任务的自治式软件工程运行时。 其核心目标不是让 AI 更会写代码，而是让 AI 生成的软件能够稳定收敛。

AI agent used to research trends, discovery and track of AI topics

Loop Engineering framework: design autonomous agent feedback cycles instead of hand-prompting each step