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21:57
2026-08-09
dev.to
large-language-models

Designing tools an LLM won't misuse

A developer from Loop & Retry argues that most LLM agent bugs stem from poorly designed tools rather than the model itself, and outlines four properties—legible schemas, validating boundaries, recover…

21:56
2026-08-09
dev.to
large-language-models

Debugging a failed agent run costs more than the run itself

An engineer from Loop & Retry argues that debugging a failed LLM agent run is far more expensive than the run itself, because agent failures are stochastic and non-reproducible, forcing engineers to p…

21:48
2026-08-09
dev.to
ai-agents

How to stop a Claude Code agent writing outside a directory

A developer detailed how to prevent Claude Code agents from writing outside designated directories using PreToolUse hooks, explaining that permission rules alone are insufficient for fine-grained cont…

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