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Deterministic Code Intelligence

Index the codebase, reason from symbols, and stop trusting probabilistic retrieval for problems that need deterministic answers.

Related: Privacy-First AI Coding Related: Scalable FastAPI Architecture

Deep Dive

Deterministic Code Analysis: How to Stop AI Hallucinations in Real Codebases

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.

December 20, 2025

Related Articles

Why AI Agents Are Just Fancy While Loops (And Why That's Dangerous)

Why AI Agents Are Just Fancy While Loops (And Why That's Dangerous)

Most AI agent frameworks ship retry loops disguised as autonomy. Why probabilistic logic without state constraints will burn you.

December 20, 2025

Real-time guardrails for AI coding assistants.

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