📰 Dev.to · Brad Kinnard
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⚡ AI Lessons (10183)
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Dev.to · Brad Kinnard
💻 AI-Assisted Coding
⚡ AI Lesson
1d ago
Independent convergence on specification-first AI code verification
An arXiv paper from March 2026 proposes a specification-first approach with deterministic verification and bounded AI review. A practical open-source implementa
Dev.to · Brad Kinnard
4d ago
AI Coding Agents Can Verify Some of Their Work Now. Here's What They Still Miss.
Copilot and Claude Code have shipped self-verification. The gaps that remain are where Swarm Orchestrator v4.2.0 sits.
Dev.to · Brad Kinnard
6d ago
Same Instruction File, Same Score, Completely Different Failures
Two AI agents scored 70% adherence on the same CLAUDE.md rules. They failed on entirely different ones. RuleProbe is the tool that found that.
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