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Agents2026-06-26 · source-backed
This paper targets the near-universal iteration cap in Writer/Critic loops, calling it a syntactic stop that over-spends on easy inputs and truncates hard ones. The fix halts when consecutive draft embeddings stop changing in meaning (cosine distance with a patience window) plus a quality check. Cost tied to convergence instead of a guessed count. If you run iterative refinement loops, this is directly usable today.
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Both cover Semantic; reported by the same outlet (arxiv.org); picks up the Semantic thread on 2026-08-06.
Both cover Semantic; reported by the same outlet (arxiv.org); picks up the Semantic thread on 2026-08-05.
Writer uses Gmail
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Writer uses Gmail
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Linked by a graph relationship (Writer uses Gmail).