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The Agents in Production Aren’t Mine. Here’s What Their Server Sees

Towards AI

What our MCP server logs about agents we don’t control, and what my own scheduled agents really cost Somewhere between June 3 and September 2, 2026, an agent asked our production MCP server for a too...

Why Your Agent Loop Costs More Than Its Model Price Tag

Towards AI

Opus costs $4 per million input tokens. Haiku costs $1 [1]. Swap an agent from one to the other and you’d expect the bill to drop by roughly 75%. In a tool-heavy agent it often drops by a fraction of ...

The Evolution of Fine-Tuning: From Retraining Everything to Rewarding Correctness

Towards AI

Last month I had a model, a dataset, and a GPU already warm. The old reflex said fine-tune. I didn’t. I sat there and asked whether… Continue reading on Towards AI

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Mistral AI / SG

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cline.bot / US

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cline.bot / US

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Senior Agent Software Engineer

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cline.bot / US

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OpenClaw: Architecture, Community, and Frontier AI in Autonomous Systems

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