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Dev.to

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19:31
2026-10-28
dev.to
artificial-intelligence

Detection rate alone ranks the worst LLM code reviewers first

Sunny Chokshi, a PhD student at the University of the Cumberlands, benchmarked 16 open-weight LLM code reviewers on 180 Python snippets across nine cryptographic misuse classes, running 8,640 scored c…

19:30
2026-10-28
dev.to
ai-safety

A hex literal made LLM code reviewers raise false alarms

Sunny Chokshi, a PhD student at the University of the Cumberlands, tested 16 open LLM code reviewers on 90 paired Python snippets covering nine classes of cryptographic API misuse, finding that writin…

19:29
2026-10-28
dev.to
ai-agents

AI Agent Regression Testing: Production Traces to CI

Julien Wuthrich released Tracely, an MIT-licensed open-source project that turns failing production agent traces into deterministic CI regression tests by recording tool and model outputs as replayabl…

19:01
2026-10-28
dev.to
ai-agents

Wrapping Claude Code and Codex in Electron: A Stop Bug

A solo developer building Refmade, an Electron desktop wrapper that drives the user's own installed Claude Code and Codex binaries via stream-json and JSON-RPC over stdio, found during end-to-end test…

18:31
2026-10-28
dev.to
ai-agents

Your coding agent needs more than instructions

A developer proposes Capability-Oriented Development (COD), an approach that makes architectural relationships explicit so coding agents can find the owner of a shared capability, its supported option…

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