Viewing profile — jkwang

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The shared markdown files between human and agent notes is a nice touch — no proprietary format lock-in, and agents can just read the files directly. Does it handle conflicts when …

Interesting framing. As coding agents move from demos to production, the bottleneck usually isn't the model but the harness around it: observability, rollback, and intent validatio…

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The local-first approach for agent workflows is compelling — keeping context on-device addresses real privacy concerns in enterprise settings. Curious how it handles long-running t…

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Great to see LM Studio expanding into agent workflows. Local model tooling keeps getting better, and having an open-source option for this is valuable for developers who want to ke…

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The checkpoint and invariant model is a strong fit for these workflows. Having approval gates plus a replayable event log makes the agent's decisions much easier to audit than a si…

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The screenshot-to-docx scoring loop is a clever way to verify layout fidelity. Very useful for anyone generating reports from HTML.

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