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How I Connected Claude MCP to an Enterprise Identity Database for Natural Language Querying &…

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How I Connected Claude MCP to an Enterprise Identity Database for Natural Language Querying & Reporting Using Model Context Protocol (MCP), dynamic schema discovery, and a secure SQL validation layer...

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Two Pools, One Record: The Architecture of a Memory Engine for AI Agents

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Personal memory and project memory, joined by a pointer. Async writes, three read depths, time as a first-class citizen, and memory that grows skills. The blueprint, with the honest line between desig...

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

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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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