AI Coding's Real Bottleneck Is Repository Execution Trust
Overview For a while, the central question in AI coding felt obvious: Can the model generate good code? That is still important, but it is no longer…
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AGENTS.md Is Not Enough for Safe AI Agent Execution
Overview AGENTS.md is useful. It gives AI coding agents a place to find repo-specific guidance: how to behave what conventions matter what areas nee…
When Agents Should Stop: Designing Safety Boundaries That Work
An agent in my homelab posted "HEARTBEAT_OK" to the ops channel 47 times over one weekend. Every message was technically correct. The scheduled jobs…
The Ota Skill for AI Agents
Overview We built the Ota skill because too much "AI repo automation" is still fake confidence. An agent clones a repo, finds a plausible command, e…