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21:21
2026-05-25
dev.to
ai-agents

My Hermes agent spent $3 before I noticed. Now it can't.

A developer accidentally spent $3 on a Hermes research agent running across 50 literature review tasks after forgetting to check the bill until the next morning, with the agent retrying failed web sea…

20:25
2026-05-25
dev.to
ai-agents

Six Levels of MCP Servers

An engineer at a mid-sized engineering firm identified six levels of MCP server sophistication after shipping nine servers across ERP, BIM, fleet, energy, and operational systems. Most production MCP …

19:50
2026-05-25
dev.to
artificial-intelligence

Running ASR for smart homes in the NPU of Intel processors

A developer successfully offloaded automatic speech recognition (ASR) for a Home Assistant voice pipeline from CPU to the Intel NPU on a Core Ultra 7 265K processor, achieving 3-6× faster inference an…

19:36
2026-05-25
dev.to
artificial-intelligence

Sustainable AI Starts with Efficient AI

Sustainable AI requires prioritizing efficiency over scale, according to a developer's analysis of AI's environmental impact. The developer argues that companies can reduce compute, energy, and emissi…

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