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docs: replace instructkr sponsor callout with ultraworkers shout-out
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Yeachan-Heo
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</p>
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<p align="center">
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<strong>Autonomously maintained by lobsters/claws — not by human hands</strong>
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<strong>Better Harness Tools, not merely storing the archive of leaked Claude Code</strong>
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</p>
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<p align="center">
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> [!IMPORTANT]
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> The active Rust workspace now lives in [`rust/`](./rust). Start with [`USAGE.md`](./USAGE.md) for build, auth, CLI, session, and parity-harness workflows, then use [`rust/README.md`](./rust/README.md) for crate-level details.
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> Want the bigger idea behind this repo? Read [`PHILOSOPHY.md`](./PHILOSOPHY.md) and Sigrid Jin's public explanation: https://x.com/realsigridjin/status/2039472968624185713
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> Shout-out to the UltraWorkers ecosystem powering this repo: [clawhip](https://github.com/Yeachan-Heo/clawhip), [oh-my-openagent](https://github.com/code-yeongyu/oh-my-openagent), [oh-my-claudecode](https://github.com/Yeachan-Heo/oh-my-claudecode), [oh-my-codex](https://github.com/Yeachan-Heo/oh-my-codex), and the [UltraWorkers Discord](https://discord.gg/6ztZB9jvWq).
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---
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## Backstory
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This repo is maintained by **lobsters/claws**, not by a conventional human-only dev team.
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At 4 AM on March 31, 2026, I woke up to my phone blowing up with notifications. The Claude Code source had been exposed, and the entire dev community was in a frenzy. My girlfriend in Korea was genuinely worried I might face legal action from Anthropic just for having the code on my machine — so I did what any engineer would do under pressure: I sat down, ported the core features to Python from scratch, and pushed it before the sun came up.
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The people behind the system are [Bellman / Yeachan Heo](https://github.com/Yeachan-Heo) and friends like [Yeongyu](https://github.com/code-yeongyu), but the repo itself is being pushed forward by autonomous claw workflows: parallel coding sessions, event-driven orchestration, recovery loops, and machine-readable lane state.
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The whole thing was orchestrated end-to-end using [oh-my-codex (OmX)](https://github.com/Yeachan-Heo/oh-my-codex) by [@bellman_ych](https://x.com/bellman_ych) — a workflow layer built on top of OpenAI's Codex ([@OpenAIDevs](https://x.com/OpenAIDevs)). I used `$team` mode for parallel code review and `$ralph` mode for persistent execution loops with architect-level verification. The entire porting session — from reading the original harness structure to producing a working Python tree with tests — was driven through OmX orchestration.
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In practice, that means this project is not just *about* coding agents — it is being **actively built by them**. Features, tests, telemetry, docs, and workflow hardening are landed through claw-driven loops using [clawhip](https://github.com/Yeachan-Heo/clawhip), [oh-my-openagent](https://github.com/code-yeongyu/oh-my-openagent), [oh-my-claudecode](https://github.com/Yeachan-Heo/oh-my-claudecode), and [oh-my-codex](https://github.com/Yeachan-Heo/oh-my-codex).
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The result is a clean-room Python rewrite that captures the architectural patterns of Claude Code's agent harness without copying any proprietary source. I'm now actively collaborating with [@bellman_ych](https://x.com/bellman_ych) — the creator of OmX himself — to push this further. The basic Python foundation is already in place and functional, but we're just getting started. **Stay tuned — a much more capable version is on the way.**
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This repository exists to prove that an open coding harness can be built **autonomously, in public, and at high velocity** — with humans setting direction and claws doing the grinding.
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See the public build story here:
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https://x.com/realsigridjin/status/2039472968624185713
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https://github.com/instructkr/claw-code
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## The Creators Featured in Wall Street Journal For Avid Claude Code Fans
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I've been deeply interested in **harness engineering** — studying how agent systems wire tools, orchestrate tasks, and manage runtime context. This isn't a sudden thing. The Wall Street Journal featured my work earlier this month, documenting how I've been one of the most active power users exploring these systems:
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> AI startup worker Sigrid Jin, who attended the Seoul dinner, single-handedly used 25 billion of Claude Code tokens last year. At the time, usage limits were looser, allowing early enthusiasts to reach tens of billions of tokens at a very low cost.
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>
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> Despite his countless hours with Claude Code, Jin isn't faithful to any one AI lab. The tools available have different strengths and weaknesses, he said. Codex is better at reasoning, while Claude Code generates cleaner, more shareable code.
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>
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> Jin flew to San Francisco in February for Claude Code's first birthday party, where attendees waited in line to compare notes with Cherny. The crowd included a practicing cardiologist from Belgium who had built an app to help patients navigate care, and a California lawyer who made a tool for automating building permit approvals using Claude Code.
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>
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> "It was basically like a sharing party," Jin said. "There were lawyers, there were doctors, there were dentists. They did not have software engineering backgrounds."
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>
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> — *The Wall Street Journal*, March 21, 2026, [*"The Trillion Dollar Race to Automate Our Entire Lives"*](https://lnkd.in/gs9td3qd)
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---
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## Porting Status
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@@ -168,12 +178,12 @@ The restructuring and documentation work on this repository was AI-assisted and
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## Community
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<p align="center">
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<a href="https://discord.gg/6ztZB9jvWq"><img src="https://img.shields.io/badge/UltraWorkers-Discord-5865F2?logo=discord&style=for-the-badge" alt="UltraWorkers Discord" /></a>
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<a href="https://instruct.kr/"><img src="assets/instructkr.png" alt="instructkr" width="400" /></a>
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</p>
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Join the [**UltraWorkers Discord**](https://discord.gg/6ztZB9jvWq) — the community around clawhip, oh-my-openagent, oh-my-claudecode, oh-my-codex, and claw-code. Come chat about LLMs, harness engineering, agent workflows, and autonomous software development.
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Join the [**instructkr Discord**](https://instruct.kr/) — the best Korean language model community. Come chat about LLMs, harness engineering, agent workflows, and everything in between.
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[](https://discord.gg/6ztZB9jvWq)
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[](https://instruct.kr/)
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## Star History
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