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docs(research): adopt the agent-genome frame + block-coordinate credit assignment#208

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docs/genome-frame
Jun 9, 2026
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docs(research): adopt the agent-genome frame + block-coordinate credit assignment#208
drewstone merged 1 commit into
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docs/genome-frame

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Folds the reviewed 'trajectory-conditioned optimization of the agent genome' frame into optimization-space.md: the Target axis upgraded to the full genome decomposition; block-coordinate credit assignment (counterfactual-rerun attribution) adopted as standing discipline; the GEPA holdout tie reinterpreted as a flat coordinate, not a flat landscape; the measured gradient table published (tool grants +70pp ≫ architecture ~20pp ≫ model > strategy > prompt ~0). Two disciplines imposed on the frame before adopting its mechanisms: deployable-checker-only reward components, and selector≠judge (reflection may see the judge; steering/selection may not). Mixture-of-genomes + bandit routing noted as gated on cheap dominance evidence.

…t assignment

External convergence (GEPA/SkillOpt/OPRO/Reflexion/Voyager/DSPy lineage): an agent is a
policy induced by editable external state; optimize the genome from trajectories. Two
upgrades folded into the map: (1) the Target axis becomes the full genome decomposition
(prompt · skills · tool grants · topology · memory/retrieval · routing/policy · verifier
· curriculum); (2) block-coordinate credit assignment as standing discipline — attribute
failures via counterfactual reruns (the /autopsy move systematized), then edit the
implicated coordinate; never re-descend a flat one. Reinterprets the GEPA holdout tie as
a flat COORDINATE, not a flat landscape, and publishes the measured gradient table
(tool grants +70pp ≫ architecture ~20pp ≫ model > strategy > prompt ~0) as the empirical
prior. Two corrections imposed on the frame before adopting its mechanisms: deployable
checkers only in the reward vector; selector≠judge still binds (reflection may see the
judge, steering/selection may not). Mixture-of-genomes + bandit routing noted as gated.

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✅ Auto-approved PR — ea61b419

Blanket team auto-approval is enabled for this reviewer service.
The full PR reviewer audit still runs separately and will publish findings if it detects issues.

tangletools · auto-approval · reason: blanket_auto_approve · 2026-06-09T22:58:21Z

@drewstone drewstone merged commit c2dc8fa into main Jun 9, 2026
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@drewstone drewstone deleted the docs/genome-frame branch June 9, 2026 23:00
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2 participants