Eliminating AI Coding Loops: Deterministic Flight Recording & Polyglot Blast-Radius with genesis-blackbox v0.2.0

When AI coding agents (such as Cursor, Windsurf, or Claude Code) attempt to fix runtime exceptions, they almost universally hit the Blind Hallucination Loop :

An exception fires in production or test.

The agent reads the static stack trace.

The agent speculates on the state of variables, HTTP payloads, or database records.

The agent applies speculative edits to unrelated files, breaking downstream dependencies.

Without deterministic, low-overhead causal evidence, autonomous developer agents cannot reliably isolate root causes.

genesis-blackbox v0.2.0 solves this by providing a unified, deterministic runtime flight recorder, a polyglot AST blast-radius engine (Python + Node.js/TypeScript), and a causal state differential compiler—exposed directly to AI assistants via the Model Context Protocol (MCP).

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