AI & ML

All AI & ML Compute Inference Infrastructure LLMs & Foundations Enterprise AI

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All AI & ML Compute Inference Infrastructure LLMs & Foundations Enterprise AI

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All AI & ML Compute Inference Infrastructure LLMs & Foundations Enterprise AI

AI & ML Enterprise AI

The Economics of AI Offense: How AI Agents Broke Into 100+ Company Sites for About $50 Each

Mistral says its 209M-parameter Timestral model tops three forecasting tests. The margins are thin, the report is pending, and an independent test shows how much depends on your data.

Oct 21, 2026 • 4 min read

AI & ML LLMs & Foundations

Mistral Timestral: Can a 209M-Parameter Model Beat Google's TimesFM-3 at Forecasting?

Mistral Timestral claims first place on three forecasting benchmarks with a model small enough to run on a CPU. The margins are thin, the report is pending, and the license has a monthly revenue limit.

Oct 21, 2026 • 6 min read

AI & ML Enterprise AI

Can AI Make Quality Tutoring Affordable Across India?

Evaluating how AI can make quality tutoring affordable across India through linguistic diversity, device frugality, and teacher orchestration.

Oct 20, 2026 • 6 min read

AI & ML Enterprise AI

Who Owns Student Data When AI Learning Apps Enter the Classroom?

Exploring who owns student data, dissecting harvesting vectors, corporate training exploitation, legal loopholes, and the essential inquiry framework for families and school boards.

Oct 19, 2026 • 7 min read

AI & ML Enterprise AI

AI Translation Tools in the Classroom: Can They Help Students Learn in a New Language Without Slowing Down Subject Learning?

Dual-Track Cognitive Scaffolding, Translanguaging Praxes, and the Delicate Equilibrium Between Subject-Matter Mastery and Second-Language Acquisition.

Oct 19, 2026 • 8 min read

AI & ML LLMs & Foundations

DeepSeek V4.1-Flash-1017: A 552B Open Model With Live Search, and What the Benchmarks Do and Don't Show

DeepSeek's new open-weight agent model comes with a $0.75-per-1,000 search API. Its benchmark table is strong on coding, but every number in it is DeepSeek's own.

Oct 19, 2026 • 5 min read

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