2 min read
Where local models help, where they still fall short
The right argument for local models is selective advantage, not the claim that they already dominate every serious engineering task.
By Agent Software
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2 min read
What we cannot automate yet in developer workflows
The limit is not that models are useless. The limit is that some engineering work still depends on judgment, trust, and changing context.
By Agent Software
2 min read
Why most AI agent demos do not survive contact with production workflows
The gap between agent demos and production workflows comes from context quality, task realism, and the absence of repeatable evaluation.
By Agent Software
2 min read
Open problems in agent memory: stale context, conflict resolution, and trust
Agent memory remains unsolved around freshness, contradiction, and trust boundaries even when retrieval quality improves.
By Agent Software