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08:02
2026-08-03
dev.to
artificial-intelligence · 2m read · neu

Your agent returned 200 OK. Was it actually right?

A developer reports that agentic AI systems are good at logging what an agent did but poor at verifying whether the output was correct. In an experiment, a weak model was correct about 69% of the time while appearing con…

07:46
2026-08-03
dev.to
artificial-intelligence · 4m read · neu

Long-Running AI Agents Accumulate Context Debt

Long-running AI agents accumulate context debt, where temporary execution material becomes permanent reasoning input, degrading relevance as runs grow. The solution involves separating storage roles—working memory, durab…

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