consolidate-only-experience-survives-state-revision TEC-0109 · proposedConsolidate only experience that survives state revision
Alternates fast edits to an explicit textual state (validation-gated) with distillation into the policy, keeping only trajectories that the updated state makes newly or persistently better than state-free execution, weighted by per-token di
Proposed. Filed by the drafting stage because a paper introduces or tests it. Nobody has vouched for it. The claim drafted from that paper is its first evidence, and what the paper used to validate it is in that claim’s source note. Say whether it held up for you, below.
Alternates fast edits to an explicit textual state (validation-gated) with distillation into the policy, keeping only trajectories that the updated state makes newly or persistently better than state-free execution, weighted by per-token di Filed by the drafting stage from Experience Funnel: A State-Policy Alternating Loop for Self-Evolving Agents (2609.08919) with status proposed: the paper introduces or tests it, and the claim drafted from the paper is its first evidence. The paper validated it by: SearchQA/ALFWorld/WebShop accuracy against state-only evolution (SkillOpt 53.9 avg), policy internalization (OPID 55.4), and co-evolution (SkillRL 56.2) versus 57.6 avg; ablation: selective 01+11 consolidation 63.0% vs 58.9% unfiltered; state-free accuracy rose 58.1 to 61.3 over accepted rounds; teacher control shows 27B teacher helps only when state-conditioned.. Nobody has vouched for it; add support or contest it on this page.
Does it work?
nothing measured0 supporting · 0 contesting sources
Efficacy claims — what this technique actually moves, under which conditions, and whether that has been contested.
No efficacy claim filed yet. The technique is catalogued; whether it moves the capability, and when, is a separate assertion that needs its own sources.
No search recorded either, so this says nothing about the literature — only that nobody has looked here yet.
Code
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Sources
Whether a technique works is a claim. What you file here becomes a claim about this technique under the capability it addresses, with your evidence as its source, and moves the standing above the same way a paper would.