{"repo":"Proact0/act-operator","free":true,"listed":false,"github":"https://github.com/Proact0/act-operator","clone":"git clone https://github.com/Proact0/act-operator.git","description":"Provides and manages the standards of the Act Template.","language":"Python","stars":28,"topics":["act","ai","ai-native","ax","beginner-friendly","cast","claude","claude-code","langchain","langgraph"],"license":"Apache-2.0","category":"ai-agents","readme_excerpt":"Act Operator ※ 한국어로 읽으시는 경우: README KR.md A production-grade harness for controlling LangGraph 1.0+ project structure with AI agents. Designed for real products — not just prototypes. The Problem: Context Gap Same model, different results — why? While developing LangGraph agents in production, we kept observing the same pattern across our team. An experienced developer asks Claude Code to implement a workflow — excellent code comes back. A newcomer makes the same request to the same Claude Code — generic, inconsistent, subtly wrong code comes back. Same model. Why? The problem isn't the model. It's the context gap — and it affects humans and AI agents equally. A new team member without onboarding struggles with the same codebase for the same reason: conventions are implicit, architecture lives in someone's head, and there's no structured environment to guide them. The AI agent is no different. Even experienced developers hit this wall: when sessions change, the agent forgets yesterday's architecture. Knowledge lives in people's heads, not in the codebase. If a human can't find the conventions, the agent can't either. The fix isn't better prompts or better models. It's designing the environment in which both humans and agents operate. What is a Harness? The word harness comes from Old French harnois — originally meaning \"military equipment, apparatus of control.\" Since the 1690s, it has carried a metaphorical meaning: to control an untamed force for productive use . A wind far","default_branch":null,"files":null,"tree":[],"storefront":"/r/Proact0","claimed":false,"request_supported":{"post":"https://gitbuyer.com/r/Proact0/act-operator/request-supported","requests":0},"note":"indexed from public GitHub; nothing is for sale on this page. Clone it from GitHub. Paid listings live at /search."}