Super-agent context design cuts task time to 12.4 min vs 20.4 min baseline

Hesamation · x · 2026-11-02

Hesamation shares benchmark data on super-agent architectures: a design using Chain of Recall (each recalled object inlines next-hop object IDs, expanding context hop by hop) completes tasks at 12.4 min p50 vs 20.4 min for a single-session + subagent tool with neutral prompt. The context management layout trades higher cache-read tokens (23.2M vs 6.1M) for significantly faster task completion.

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