Archive
Every published piece, newest first — 74 and counting.
Where you run AI — on the device or in a datacenter — decides its latency, cost, privacy, and control. A precise breakdown of the real trade-offs, why memory (not compute) limits local models, and why most 2026 systems route between both.
Signal Desk · Aug 12, 2026 · 4 min read
Unified memory is not just RAM with a new name. It removes a copy step that shaped how laptops were built for decades, and it is different from the old integrated graphics people remember. Here is what it genuinely changes, and where the limits are.
Silicon Desk · Aug 12, 2026 · 4 min read
Open-weight models are now good enough that many teams no longer depend on a single vendor's API. The real shift isn't cost — it's control and portability. The same weights can run in-house or across competing hosts, so no one provider owns your stack by default.
Signal Desk · Aug 12, 2026 · 3 min read
Adapt a small open model to your task with LoRA and QLoRA: choose the right base, build a clean chat-format dataset, train lightweight adapters on a single GPU, read the loss honestly, and know when fine-tuning is the wrong tool entirely.
Signal Desk · Aug 12, 2026 · 4 min read
Flaky LLM output is usually an underspecified prompt, not bad luck. Give the model a role, explicit constraints, worked examples, and a fixed format — then enforce the schema with constrained decoding — so your code parses every response the same way.
Stack Desk · Aug 11, 2026 · 4 min read
Tutorial · softwareSet up GPU drivers and the toolkit for local AI workAug 11, 2026 · 3 min read
Article · aiMemory Bandwidth, Not Compute, Limits Local LLM SpeedAug 11, 2026 · 5 min read
Article · hardwareThe US–China Chip Export Controls: Where They Restrict—and Where They Don'tAug 11, 2026 · 5 min read
Tutorial · softwareServe a local model as an API endpointAug 11, 2026 · 3 min read
Article · aiWhat an AI Benchmark Actually Measures (And Why Leaderboards Mislead You)Aug 10, 2026 · 5 min read
Article · aiThe Real Cost of AI Is Inference, Not TrainingAug 10, 2026 · 9 min read
Article · scienceHow AI Cracks Hard Problems in Drug Discovery, Materials Science, and Climate ModelingAug 10, 2026 · 5 min read