I Spent a Week Fixing the Wrong Skill (And Other Lessons from Evaluating an AI PR Reviewer)
TLDR The baseline model (Claude Opus, no guidance) already catches ~65% of textbook bugs. The plugin's value comes from false positive suppression and…
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Planning network checks before running them: a local-first workflow pattern
Many operations tasks do not begin as tickets, dashboards, or scripts. They begin as intent. Someone says: Check whether this subnet looks normal. Or:…
Your agents keep making the same mistakes. Nobody has time to fix it.
Your agents keep making the same mistakes. Nobody has time to fix it. AI coding agents are getting better at the tasks you give them direct feedback o…
AI Agent Governance: 10 Takeaways from Engineering Leaders on Agentic Development
Agentic development starts as a productivity story, but at scale it quickly becomes a governance problem. At AI Native DevCon London, we hosted a set …
Turning OpenClaw Governance Into an Operating Layer
In my last article, I wrote about a practical lesson from end-to-end testing inside OpenClaw: proving that a command exists is not the same thing as p…
JaisCloud — A Free, Single-Binary AWS Emulator in Go
Why We Built JaisCloud — A Free, Single-Binary AWS Emulator in Go If you've ever tried to test AWS-dependent code locally, you've probably reached for…