The Holonic Blog

CodeIntentions

CodeIntentions

Notes on AI-Generated Code, Legacy Modernization, and Software Governance

Source-derived

Line-by-line evidence

Persistent baseline

Latest article

Evidence, intent, governance

Categories

Modernization

How legacy systems become understandable, governable, and safely replaceable.

Verification

Deterministic evidence for every generated line, from source intent to modern output.

AI Governance

Operating principles for AI-assisted change after the first migration is complete.

Intent Models

Source-derived representations that make system behavior queryable before code is rewritten.

Field Notes

Short observations from real modernization programs and engineering reviews.

Engineering

Practical architecture notes for teams deploying generated code under evidence.

Archive

All writing

HOLONIC

The deterministic evidence layer underneath legacy modernization and the agentic enterprise.

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