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AI Attribution Governance: Enforcing AI Disclosure Policies at the CI Level
The open-source ecosystem is converging on a hard question: when a commit is written with AI assistance, how do we know — and how do we enforce the disclosure policy? Python's discourse, Linux kernel's Assisted-by trailer, Fedora's AI policy, Apache's disclosure guidelines — every major project is grappling with this. But until now, there has been no tool at the CI level to enforce whatever policy a project chooses. Commit Check v2.11.0 introduces AI Attribution Governance — a new feature that detects known AI tool signatures in commit messages and lets projects decide whether to forbid them outright. To our knowledge, no existing tool enforces this kind of policy at the CI level. The industry need The conversation around AI disclosure is no longer theoretical: The Linux kernel standardized on the Assisted-by: trailer format — but deliberately stopped short of CI enforcement. As Sasha Levin noted at the Maintainers Summit, the kernel sets the convention, not the gate. The Python community is actively discussing whether Claude Code usage should be documented VS Code issue #313962 proposes replacing Co-authored-by with Assisted-by for AI agents Fedora requires AI disclosure (recommends the Assisted-by trailer). QEMU and Gentoo go further and forbid AI-generated contributions entirely. Each community defines its own policy — but none provides a neutral enforcement layer. That is the gap Commit Check fills. Configuration: a single toggle Commit Check keeps it simple. One configuration value, three ways to set it. TOML ( cchk.toml ): [commit] ai_attribution = "forbid" CLI: commit-check --message --ai-attribution = forbid Environment variable: CCHK_AI_ATTRIBUTION = forbid commit-check --message Two modes: Mode Behavior "ignore" No validation (default, backward compatible) "forbid" Rejects any commit containing known AI tool signatures There is no require mode in this release — only ignore and forbid . The reason is pragmatic: requiring an Assisted-by or similar trailer is
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Kremlin suspected of flying drones over Europe using Russian shadow fleet
Drone intruders that possibly flew from Russian ships showed Europe isn’t ready.
Common prefix skipping, adaptive sort
Spain's Solar Is So Cheap Investors Are Looking for an Exit
Dev log #11 Kanagawa Dreams and Test Suites: A Week of Refactoring my Neovim and Hardening the Backend
Hit a perfect 7-day streak this week, splitting my time between a massive aesthetic pivot in my...
Hoto’s PixelDrive screwdriver is down to $60, matching its best price
If your Prime Day purchases included a new desk, TV stand, bookshelf, or other furniture you still haven’t assembled, Hoto’s PixelDrive cordless screwdriver can help speed up the process. It’s currently on sale for $59.99 ($20 off) at Amazon, matching its best price to date. From tightening loose screws on furniture to repairing electronics, the […]
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Vercel CEO Guillermo Rauch on the fight to split off models from agents
"The reality is, when you're optimizing for production, you start looking at a price/performance," Guillermo Rauch tells TechCrunch.