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Builder Center ·Level 400·Sep 2026

LLM proposes, code decides: the self-evolving causal DAG

The problem
How do you let a system rewrite its own knowledge every week without it ever corrupting itself?
Why it matters
A five-phase weekly loop where the LLM proposes causal links, deterministic code decides what is committed, and auto-rollback guarantees it never silently gets worse.
Who should read it
ML engineers, platform architects
What you'll get
A safe self-improvement pattern you can reuse beyond telco.
Series
The Autonomous NOC, Part 4 of 12
Readers
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