This was never a good deal.
Geerling content - practical hardware testing, often with Linux and ARM angles.
Independent publication // local-first AI // field reports from owned systems
A running publication about local models, private inference, self-hosted agents, weird hardware, research sweeps, and the builders wiring their own AI stack together.
AI is getting physical again. It shows up in terminals, racks, side projects, and ugly little workflows people actually control.
Geerling content - practical hardware testing, often with Linux and ARM angles.
ServeTheHome coverage - server hardware reviews and benchmarks from a trusted source.
Level1Techs - deep-dive hardware and Linux content for builder types.
Agent or tool-use pattern - relevant to local AI workflow automation.
Hugging Face blog post - check for new model releases, library updates, or ecosystem shifts.
GPU hardware mention - directly relevant to the build or resale market.
Bus or storage bandwidth topic - relevant to the H12SSL-i's PCIe 4.0 layout.
RAG or embedding pipeline development - potential local workflow pattern.
A current field note on why the 3x3090 serving path moved through pipeline parallelism, not tensor parallelism, for the tested 32B AWQ model.
A public-safe read on Gemma 4 12B as a local sensory preprocessor: useful for seeing, hearing, and structuring observations without turning into an action system.
A measured note on 300W bursty inference, lower caps for sustained runs, and why power-cap sweet spots are workload-specific.
A field-report read on 14x RTX 3090 agent serving, EXL3, FP8 KV cache, Aphrodite, and why concurrency is becoming the local hardware metric.