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I gave a repair tool exactly one worked example. It inferred the rest and fixed 5/5 bugs in code it had never seen — 4 CPU instructions, zero tokens.[p]

Via r/MachineLearning
Sunday, Aug 23, 2026 · 12:50PM
Summary

You tell it one fact — fault kind 0 is repaired by act 5 — and it returns the act for any fault kind it's never been told about. The offset isn't stored; it's recovered from the worked example on every call, so you can renumber your act codes freely and nothing breaks. A lookup table is wrong on 15

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