Local AI guides
Run local AI on your own hardware - practical, cost-driven guides.
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
GuideOpenAI 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
GuideA 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
GuideClaude'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
GuideSpaceX 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
GuideCyber 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
GuideFreeToken: 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
GuideStrata 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
GuideThe 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
GuideNVIDIA 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
GuidePi 1.0: the minimal agent harness ships its 1.0
Earendil shipped Pi 1.0: 111k GitHub stars, Codemode for MCP and Jev-class deciders, and Pi Durable for long-running agents. The minimal-harness counterpoint.
Oct 02, 2026
GuideOpenAI fired its safety staff the week it shelved Astra
OpenAI terminated three members of its safety org, WSJ reports, for sharing an internal document with an outside evaluator. No statement from them exists yet.
Oct 02, 2026