Turns an ambitious request into a self-judging, self-improving agent run instead of a first draft. Sets a concrete external quality bar, splits the goal into judgeable pieces, gives each one a separate critic with clean context, forces blind A/B against the bar, and loops with no fixed round count.
Turns an ambitious request into a self-judging, self-improving agent run instead of a first draft. Sets a concrete external quality bar, splits the goal into judgeable pieces, gives each one a separate critic with clean context, forces blind A/B against the bar, and loops with no fixed round count. Routes every spawned agent to the cheapest model and effort that can do its job, so fan-out does not
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