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A GPU-Poor’s Guide to Local LLM Inference in 2026

 Towards AI

MoE math. KV cache quants below q8_0. MCP-based tooling. Worked example: a 35B Mixture-of-Experts on 6 GB of VRAM. What works on consumer hardware right now if your GPU is in the 4 to 12 GB VRAM band...

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Why Microsoft Trained MAI-Thinking-1 Without Synthetic Data

 Towards AI

The useful lesson is not only that Microsoft released a reasoning model. It is what the team says it filtered out, avoided, and refused to… Continue reading on Towards AI

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CrewAI Looked Perfect on Paper. Then I Put It in Production.

 Towards AI

I spent three months building with CrewAI before I understood what it was actually costing me. Here’s the honest post-mortem, and the specific moment that made me switch. Source: Image by the author....

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