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@akm

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00:31
2026-06-04
dev.to
ai-tools

One Schema to Rule Them All: The Config v2 Rewrite

The akm project has consolidated its config layer into a single Zod schema in the 0.8.0 release, replacing approximately 1,400 lines of legacy parser code. The rewrite eliminates silent failures from …

00:31
2026-06-04
dev.to
ai-agents

The Proposal Queue Safety Net

The akm project introduced a proposal queue in versions 0.7.0 and 0.8.0 that separates agent-generated content generation from promotion to the live knowledge stash. Every change from `akm improve` or…

00:31
2026-06-04
dev.to
ai-agents

From 30 Minutes to 8: How LLM-Mode Reflect Works

A developer reduced the reflect phase of the `akm improve` pipeline from 35 minutes to 8 minutes by eliminating unnecessary overhead. The new LLM mode makes direct HTTP calls to the LLM endpoint inste…

00:31
2026-06-04
dev.to
ai-agents

Belief-Aware Memory: Teaching Your Agent When Not to Write

A developer has released akm 0.8.0, which introduces belief-aware memory fields that prevent autonomous agent improvement loops from overwriting accurate information. The update adds `captureMode` and…

00:30
2026-06-04
dev.to
ai-agents

Task Assets: Agent Workflows That Run While You Sleep

Akm 0.8.0 introduces task assets, YAML files that define scheduled agent workflows capable of running autonomously without an open terminal session. The feature enables continuous operation by allowin…

00:30
2026-06-04
dev.to
ai-agents

The Improvement Loop: How akm Keeps Your Agent Sharp

A developer has built a multi-phase pipeline called `akm improve` that automatically audits and cleans AI coding agent memory stashes, which accumulate stale, redundant, or contradictory information o…

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