Static analysis finds what rules catch. AI finds what context infers. Research backs the hybrid: deterministic scanner first, model second. BrassCoders runs 12 scanners, writes findings to .brass/ai_instructions.yaml, and lets your editor's AI assistant start from confirmation https://brss.fyi/acqq
brss.fyiWhy Your AI Assistant Needs a Dumb Pre-PassA deterministic scanner narrows scope before your AI assistant triages. Research backs the hybrid: the pre-pass finds what rules catch; the model handles what rules can't.
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