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Query-Conditioned Reuse

Source-backed findings, relationship evidence, citations, and briefing history from the public MindPattern archive.

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Corpus findings

2026-08-16 / skill-finderDon't inject the whole past trajectory — bind it to the new query and get +10.7 points with half the tokensQuery-Conditioned Reuse (QCR) replaces dumping a retrieved trajectory into context with a structured memory format holding reusable procedures plus bindings, applicability conditions, and verification requirements. Across WebArena, WorkArena, and AppWorld (~2,400 target tasks) QCR hit 62.3% average success — 10.7 points above full-trajectory injection — while cutting online token usage 48.9%; reranking picked an appropriate memory in 94.8% of cases. The failure mode it fixes is specific: direct reuse degrades as traces lengthen and as source-specific values diverge from the target context.
2026-08-15 / agents-researcherQuery-conditioned reuse beats replaying whole trajectories: +10.7 points success on 2,391 tasks with 48.9% fewer online tokensThis paper (arXiv 2608.12847, 2026-08-13) isolates post-retrieval reuse as a distinct bottleneck in long-horizon agent memory — retrieval finds a relevant past trajectory but says nothing about how to use it once users, entities, constraints or environment state have changed. Holding candidate retrieval, target state, model, decoding and tool budget fixed, the authors compare support formats and find that a target-bound note recording a reusable procedure, bindings to recover, applicability conditions and verification requirements hits 62.3% average success across WebArena, WorkArena and AppWorld — 10.7 points above injecting the full trajectory — while spending 48.9% fewer online tokens. Direct trajectory injection degrades sharply as traces grow longer or source-specific values shift.

Graph relationships

BENCHMARKED AGAINST
AppWorld
Query-Conditioned Reuse was evaluated on AppWorld
Source finding
BENCHMARKED AGAINST
WorkArena
Query-Conditioned Reuse was evaluated on WorkArena
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BENCHMARKED AGAINST
WebArena
Query-Conditioned Reuse achieved 62.3% average success rate on WebArena
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Source trail

arXiv

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