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Run local AI on your own hardware - practical, cost-driven guides.

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Guide

Microsoft ships OS containment for agents, with a hole

Microsoft Execution Containers went GA and NVIDIA wired OpenShell into them. Four isolation tiers, policy from evidence, and one bug that reads the drive.

Oct 11, 2026

Guide

Microsoft built its decision model on Alibaba's weights

Five open decision models shipped in three weeks. Microsoft then closed a Qwen3.5-9B post-train at $0.042 per million. The map and the clone math.

Oct 11, 2026

Guide

Microsoft and NVIDIA put an AI desk at every price

Microsoft's two RTX Spark SKUs hit retail at $2,599 and $5,999 against NVIDIA's $4,999 and $6,950. The full ladder with the fit math per rung.

Oct 09, 2026

Guide

OpenAI investor revenue figure drops $20 billion in ten days

OpenAI documents show annualized revenue near $50B, about $20B below the September run rate the market traded. The gap is definitional, not a demand collapse.

Oct 08, 2026

Guide

A vibe coded alarm loop cost $10,811 on Cloudflare

A self-rescheduling Durable Object alarm billed $10,811.41. The invoice decomposes at list prices, the loop has no cap, and four guardrails stop the bug.

Oct 08, 2026

Guide

Claude's startup terms let Anthropic compete with you

Anthropic's startup program promises founders a year of Claude Team and office hours. The addendum reserves the right to build what those office hours teach it.

Oct 07, 2026

Guide

SpaceX bets $40B of debt on Nvidia chips

SpaceX is raising 40 billion dollars led by Apollo to buy Nvidia GPUs. The borrow, buy, rent loop behind the largest debt deal of the AI buildout so far.

Oct 07, 2026

Guide

Cyber AI now ships behind a vetting desk

Anthropic's Cyber Verification Program puts its strongest models behind an application. Three labs gate cyber AI this way; open weights are the exit.

Oct 07, 2026

Guide

FreeToken: Berkeley edge-MoE engine runs DeepSeek at home

FreeToken (Stoica's group, Apache 2.0) serves DeepSeek V4 Flash at 22 to 25 tok/s on a 5090 and a 35B model at 39 tok/s on an 8GB laptop GPU.

Oct 05, 2026

Guide

Strata runs Flash-Next on your gaming GPU, numbers check out

Strata serves 180B Flash-Next from a 12GB gaming card plus system RAM: 94 tok/s on a 5070, 179 on a 5090, 45.7 on $350 of used datacenter iron.

Oct 05, 2026

Guide

The only hard budget cap on agents is a box you own

Willison asked for default hard budget caps; AWS and Google shipped early versions. The cap that cannot fail open is a box you own. The per-build math.

Oct 04, 2026

Guide

NVIDIA splits the Spark: 64GB at $4,999, slide math broken

NVIDIA's 64GB DGX Spark costs more per GB than the 128GB while AMD sells 128GB for $1,999. And NVIDIA's own scaling slide mixes two SKUs.

Oct 02, 2026