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The stories worth knowing on October 12, 2026.

15 stories · UTC time

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01 · Models

Janas Runs a 48GB MoE Model on a 32GB Laptop

SSD expert streaming makes beyond-RAM inference practical in one developer’s tests, but hardware, draft prediction, and memory settings determine what those results mean.

Editorial priorityOct 12, 11:13 PM3 sources

02 · Models

GLM-Legal Opens Gated Beta With 19.2% LAB Claim

Oct 12, 10:18 PM3 sources

03 · Products

AI Industry Needs More Than Solved Problems, Tao Argues

Oct 12, 8:45 PM3 sources

04 · Products

ProjectDiscovery Backdoor Demo Steals Secrets Via Codex

Oct 12, 10:46 PM2 sources

05 · Products

Agent37 AI Pricing Puts Always-On Sandboxes at $4.76

Oct 12, 9:50 PM2 sources

06 · Tools

DigitalOcean Previews Agent Testing and Governed Data

Oct 12, 7:23 PM3 sources

07 · Products

Huntback Says It Found an AI-Assisted DDoS Lab

Oct 12, 7:52 PM2 sources

08 · Models

Karpathy Says LLM Access Is Splintering AI Debate

Oct 12, 2:11 PM3 sources

09 · Models

Omalauncher Puts Claude Code and Arch Linux on Android

Oct 12, 8:38 AM3 sources

10 · Products

Raven Can Trace Interior Photos to Homes, 404 Media Reports

Oct 12, 6:53 PM2 sources

11 · Tools

MAI-Code-1.1-Flash Lands in Copilot With Lower Pricing

Oct 12, 9:17 PM1 source

12 · Models

Anatomy Gives Claude Code a Repeatable Diagram Workflow

Oct 12, 8:12 PM2 sources

13 · Models

Claude Fable Job-Loss Claim Remains Unconfirmed

Oct 12, 12:22 PM3 sources

14 · Business

Apple’s Huxe AI Deal Stops Short of an Acquisition

Oct 12, 11:17 AM3 sources

15 · Products

Blueprints AI Previews V2 for Coordinated Building Plans

Oct 12, 5:15 PM2 sources