Private control plane for AI agents
Spec-driven, agentic workflow framework for AI coding agents. Turn a request into a verifiable goal loop — plan, act, verify — with durable specs and evidence in your repo. Works with Claude Code, Codex, Gemini, OpenCode, and plain CLI.
The living ecosystem where AI agents learn from real-world work through iterative workflow loops, reusable experience, and collective training signal exchange.
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.
Openloomi is your open-source proactive AI Mates that remembers all work details.
Inference-native Tokenmaxxing Agent Harness for Loop Engineering
agent skills
OpenCode++：面向 OpenCode 的 AI 编程可靠性增强框架，为其增加上下文管理、编辑边界、命令证据、验证门禁、影响分析与修复闭环能力。OpenCode++: a Coding Agent Reliability Harness for OpenCode, adding context, edit boundaries, command evidence, verification gates, impact analysis, and repair loops.
A configurable runtime for creating governed agentic loops to reliably enable autonomous execution of complex multi-step workflows.
AI agent harness tool allowing it to wipe its own session context and re-run the first message
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。
Contract-based multi-agent skill framework for Claude Code & Codex — compile YAML runbooks into SKILL.md with loop, parallel, and checkpoint support.
Persistent project-scoped memory for Claude Code. Auto-loads on session start, structured by schema, hot/cold layered.
LoopCraft runtime harness plugin for Hermes with evidence-first execution, verification-first workflows, and self-correcting AI agent behavior. Installs as proofrail for compatibility.
Desktop harness for loop-engineering local AI-agent workflows.
当你的 Agent 反复偏离目标、任务越做越复杂、刚踩过的坑下次还踩 —— sofagent 能约束其行为、拆解复杂任务、从错误中沉淀教训。
Goal Loop OS for long-term AI work: a local-first multi-surface agent system with workflow automation, multi-agent routing, and extensibility via extensions/skills.
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。
Local AI workbench: plan, queue, route, validate, and hand off long-running work using your already-installed Codex and Claude Code CLIs as hidden workers.
Curated resources and practical patterns for Loop Engineering with AI and coding agents
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