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Local AI, With the Meter Running
5 posts tagged

Ai agents

Local AI· 26 Oct 2026

Local AI, With the Meter Running

Everybody has an opinion about local AI. Almost nobody has numbers. So we built a two-box local LLM stack for a client, put a power meter on it, and compared every token against the cloud.

Local AILLMLlama.cpp
TwinCAT· 16 Sep 2026

TwinCAT on Apple Silicon

Every investigation said the TwinCAT runtime cannot run on an M-series Mac. Each verdict was true and each measured the wrong layer. Then a PLC program went to RUN.

TwinCATBeckhoffQEMU
AI Agents· 6 May 2026

Code Got Cheap. The Hard Part Didn't.

Coding agents made writing code fast. They did not make software fast. The bottleneck just moved.

AI AgentsCoding AgentsSoftware Engineering
Spec-Driven Development· 27 Apr 2026

Spec-Driven Development, but the Specs Are a Graph

A 12-lesson course that rebuilds the DeepLearning.AI spec-driven development tutorial on Rust + sphinx-needs — and the AgentClinic domain you build to learn it.

Spec-Driven DevelopmentSphinx-NeedsPharaoh
AI Agents· 15 Apr 2026

The 6x Tax You're Paying Without Knowing It

Why unstructured AI coding burns your budget and still delivers incomplete results — and what a queryable traceability graph changes about that.

AI AgentsClaude CodeSphinx-Needs
Patrick Dahlke

Patrick Dahlke — Product security & compliance for safety-critical systems. I get machine builders and automotive suppliers through CRA, ISO 21434 and IEC 62443 without wrecking engineering velocity.

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