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From 30 Minutes to 8: How LLM-Mode Reflect Works
The reflect pass inside akm improve dropped from ~35 minutes to ~8 minutes per 69-ref run. Here is what changed: direct HTTP calls, multi-turn self-refine, and structured JSON output — with no agent subprocess in sight.
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The Improvement Loop: How akm Keeps Your Agent Sharp
akm improve runs a multi-phase pipeline — reflect, distill, consolidate, memory inference, graph extraction — that continuously refines your agent knowledge base. Here is what…
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From 30 Minutes to 8: How LLM-Mode Reflect Works
The reflect pass inside akm improve dropped from ~35 minutes to ~8 minutes per 69-ref run. Here is what changed: direct HTTP calls, multi-turn self-refine, and structured JSON…