Forge
Fixing coding harnesses in real time
Research shows LLMs degrade as context fills — performance drops 15–30 points beyond 50% context depth, with hallucination rates of 5.2% for Python imports and 21.7% for JavaScript packages. Forge intercepts every AI-generated file write in real time, validates it against a code graph of your actual codebase, auto-fixes hallucinated imports using semantic search, and injects compact architectural context into every LLM call so models stay grounded across long sessions. Single 38 MB Rust binary, 638 tests, zero dependencies.
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