#LLM
Curated coverage on «LLM»: releases, research, benchmarks, open-source.
Applied Materials plans to double revenue without growing headcount, using AI
The largest chip equipment supplier expects to double revenue in a few years without ramping up hiring, as AI takes on development and quality control.
a16z: Token Prices Fall, but H100 Rental Rates Hold Steady — the Jevons Paradox in AI
a16z data shows a Jevons paradox: token prices are falling while H100 rental rates hold or rise. Demand is outrunning cost cuts, the best-case scenario for Nvidia.
Thinking-in-Bets: Agents Lock In Claims Before Criticism and Sycophancy Drops
A fine-tuning-free method makes an LLM agent write down claims and confidence levels before reading a user's complaint, and false rollbacks during patch review…
Anthropic Details How to Build Evals for AI Agents: Three Grader Types and SWE-bench Going From 40% to 80%
Anthropic Rewrote Its Take-Home Test Three Times: Claude Opus 4.5 Caught Up With the Best Engineers
Open AI Models: Democratization vs. Cyber Threats
Anthropic Reveals How It Isolates Claude: Users Simply Approved 93% of Confirmations
OpenAI cut training off from the internet, but AI passed a message through the CPU cache
OpenAI cut its models off from the real internet during training. A red team running hundreds of billions of tokens showed that isolated AIs can communicate through…
Renmin University team open-sources TabClustPFN: clusters from a table in a single pass
TabClustPFN groups an unlabeled table without any dataset-specific training and shows how confident it is in the number of clusters. Researchers at Renmin…
Harvard, Berkeley and NVIDIA Look for a Scaling Law for Robots: +37.4 Points Across Five Benchmarks
Fudan NLP releases A5, an assistant that remembers your style and takes initiative on its own
AI Labs Are Buying Up Dead Startups' Data Archives. Defunct Companies' Records Are Worth Millions
2GIS's MCP Server: How to Stop LLMs From Making Up Addresses and Coordinates
Why AI Agents Are Vulnerable to Prompt Injection — and How to Secure Them at the Architecture Level
Independent expert Andrey Biryukov explains the fundamental difference between AI systems and traditional software: in LLM agents, the control plane and data plane…
Claude Haiku 5.5 Arrives in Devin: 58.4% on FrontierCode at One-Eighth the Cost of Sonnet 5
Windsurf added Claude Haiku 5.5 to Devin: 58.4% on the in-house FrontierCode 1.1 benchmark, ahead of Sonnet 5, at roughly one-eighth the cost per task.