Exclusive | Pentagon Used Anthropic’s Claude in Maduro Venezuela Raid - WSJ
Exclusive | Pentagon Used Anthropic’s Claude in Maduro Venezuela Raid WSJ
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Claude Code hooks: auto-format, auto-test, and self-heal on every file save
Claude Code hooks: auto-format, auto-test, and self-heal on every file save Claude Code hooks let you run shell commands automatically at key moments in your session — before Claude reads a file, after it writes one, or when a tool call completes. This is how you build a self-healing loop where Claude formats, tests, and fixes code without you having to ask. What are hooks? Hooks are defined in your .claude/settings.json file. They fire at lifecycle events during Claude's execution. { "hooks" : { "PostToolUse" : [ { "matcher" : "Write|Edit|MultiEdit" , "hooks" : [ { "type" : "command" , "command" : "npm run lint --silent" } ] } ] } } Every time Claude writes or edits a file, this runs npm run lint automatically. Claude sees the output and fixes any lint errors before moving on. The four ho
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AI Code Generation: The Hallucination Tax
Performance-Fresser — Episode 20 "AI will write your code! 55% faster! Ship in half the time!" METR ran a randomised controlled trial. Sixteen experienced developers, 246 tasks, mature codebases averaging one million lines of code. Result: developers using AI were 19% slower. Not faster. Slower. The developers themselves believed they were 20% faster. They were not. One does admire the confidence. The Hallucination 19.6% of AI-recommended packages do not exist. Nearly one in five imports point to packages that were never published. 43% of those hallucinated packages reappear consistently across re-queries. The AI does not guess randomly. It hallucinates with conviction, and it hallucinates the same things repeatedly. This is not an edge case. Across 756,000 code samples and 16 models, the





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