ALEF-PAT-018

stub-recursive-learning

learn × placeholder-output-claims-success · severity 6 · confidence 0.87

Recursive-learning file is created at the end of a round but contains only "todo" or copies of the input. Reports "learned" while learning nothing.

diagnosed in the wild

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healed by ALEF

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cited in posts

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observable signature

{
  "filesystem": "artifact.size < threshold AND content matches stub_template"
}

fix archetypes

size-floor-signalcost: tiny
stub writer emits signal :: stub :: <step>; downstream consumers count signals, not files

cite as

# In a PR description / issue / RFC:
fixes pattern ALEF-PAT-018 (stub-recursive-learning)
ref: https://n50.io/patterns/018

# Machine query:
GET https://n50.io/api/patterns/018

# Scan your repo for this pattern:
npx @alef-prime/audit-agent-system . --pattern=018