Deterministic Code Analysis: How to Stop AI Hallucinations in Real Codebases
Deterministic code intelligence uses symbol graphs so answers are reproducible. Why RAG drifts for code, and what works instead.
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Insights on AI governance, security, performance, and developer tools
Deterministic code intelligence uses symbol graphs so answers are reproducible. Why RAG drifts for code, and what works instead.
A scalable FastAPI folder structure you can maintain: clear boundaries, zero router spaghetti, and guardrails for AI-written code.
A practical playbook for keeping code private while still getting AI leverage: local models, redaction, air-gapped workflows, and team policy you can enforce.
AI governance is what stands between you and a data breach or OpenAI ToS violation. Here's the minimum viable control checklist.
Deterministic code intelligence uses symbol graphs so answers are reproducible. Why RAG drifts for code, and what works instead.
A scalable FastAPI folder structure you can maintain: clear boundaries, zero router spaghetti, and guardrails for AI-written code.
A practical playbook for keeping code private while still getting AI leverage: local models, redaction, air-gapped workflows, and team policy you can enforce.
Most AI agent frameworks ship retry loops disguised as autonomy. Why probabilistic logic without state constraints will burn you.