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Dev.to

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17:06
2026-09-26
dev.to
ai-safety

How Do You Know When AI Is Wrong? The Case for Evals.

A developer argues that evaluation is the oldest discipline in software applied to a component that broke its central assumption, citing OpenAI's April 2025 GPT-4o sycophancy update and its four-day r…

17:04
2026-09-26
dev.to
ai-agents

When an AI Agent Context Reaches 261k Tokens

An AI agent's context ballooned to 261,834 tokens and failed against a 128,000-token model limit, according to incident report INC-002. The growth came not from a single prompt but from replayed tool …

16:59
2026-09-26
dev.to
large-language-models

Are Local LLMs Actually Worth It?

A developer building the Wolf.IA platform benchmarked six local models via Ollama and OpenCode on an RTX 4060 Ti with 8GB of VRAM, finding response times for generating a simple Python file-editing sc…

16:24
2026-09-26
dev.to
ai-agents

How to Stop an AI Agent Infinite Loop

A developer documented INC-001, an AI agent incident in which a simple planning request triggered 105 calls to the same goal tool because goal tools were exposed globally instead of being scoped to th…

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