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llm-engineering.

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Meta's AI Testing System Catches Bugs Before Production

Meta deployed Catching JiTTests to automatically generate and run tests on code diffs, catching 74 serious privacy bugs in H1 2026 with a 60% true-positive rate.

AI Context Architecture: Why Boundaries Make Better Agents

Understanding how context architecture removes ambiguity from AI agents and creates predictable, safe outcomes for developers building with LLMs.
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