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Dark Factory: OpenClaw Ships Faster Than You Can Read the Diff — Vincent Koc, OpenClaw
Takeaway
High-volume agent coding shifts engineering effort toward architecture, acceptance criteria, and deciding which changes belong in the product.
Summary
- OpenClaw’s maintainer describes peak project throughput of about 800 commits per day with roughly 10–15 core maintainers who also have day jobs.
- A collaboration on NemoClaw involved many concurrent coding sessions and an estimated 60–70 agents including subagents.
- A large refactor introduced a plugin architecture to limit core bloat and separate provider-specific code.
- The speaker reports roughly 2,700 commits touching 82% of the core codebase, with failing tests highlighting the difficulty of controlling this velocity.
openclawcoding-agentssoftware-factory
Original description
OpenClaw hit 3,000 commits in a single day. Vincent Koc's commit history shows exactly when he goes to sleep and when he wakes up. He and Peter Steinberger ran roughly 60 to 70 agents between them during the great refactor: 2,700 commits, close to a million lines of code changed, 82% of the core codebase touched in one night, plugin architecture shipped by morning. The talk covers how you actually manage this at scale: swim lanes of 15 to 20 parallel coding sessions organized by type, when to nuke a session versus let it run, and what he calls reading the reasoning tokens. The skill is not prompting. It is knowing when an agent is bullshitting you. 2025 was about token maxing. 2026 is about not wasting them. Speaker info: https://x.com/vincent_koc