Hybrid agent setup: Kimi K3 for scale, Astra for decisions
The author argues 300 agents shouldn't all ask the same model: K3 handles parallel search and shared state, while Astra steps in only for edge cases, contradictions and high-stakes decisions.
300 agents shouldn’t be asking the same model the same question. the better setup is asymmetric. Kimi K3 does the wide work: → 100–300 parallel agents → search → collect → compare → maintain shared state GPT-6 Astra only enters where the problem gets narrow: → edge cases → contradictions → high-stakes decisions → final verification so the loop becomes: K3 gathers → Astra decides → K3 executes → verify → repeat not one model doing everything. two brains, each used where it has the highest leverage.
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