Tech article
Strands Decider: Why Not an Encoder?
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Hacker News | Oct 14, 2026 | surprisetalk
Automated excerpt
The state attends to the whole state bidirectionally, and each question attends to state and itself. First, let’s look at accuracy and calibration. b2 does very well here, beating v19 on JevBench accuracy and Brier, and on JF100 Brier at the same accuracy. The really interesting comparison is v19 and e1b. e1b slightly beats v19 on JevBench accuracy (but within the run-to-run variance on v19), with slightly worse calibration, and ties on calibration on JF100 with slightly weaker performance.
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