#LLM
Curated coverage on «LLM»: releases, research, benchmarks, open-source.

Can You Teach a Language Model While It's Reading? Researchers Tested Every Architecture
Researchers made a model fine-tune itself on the fly as it reads text — and found the trick only works for classic transformers, while hybrid and diffusion models…

OpenAI releases GPT-6.1 Terra: half the price and nearly on par with its senior models
GPT-6.1 Terra costs $1/$5 per million tokens, half the price of GPT-5.6 Terra. A task costs $0.40 instead of $1.40, and the model solves 50.3% of Terminal-Bench 4.0…

OpenAI Releases GPT-6.1 Terra: $1 per Million Input Tokens and Three Times Faster Than Astra
OpenAI unveils GPT-6.1 Terra, a mid-tier model for agents that can see the screen: $1 per million input tokens, $5 per million output, and three times faster than…

An Agent Builds a Motion Studio From 20 Open-Source Libraries, From Remotion to Whisper

Axiom Math formalizes the "Enormous Theorem" in 43.1M lines of Lean in 24 days

Cline Pushes an Open Model to 11,840 Tokens per Second on a Single GPU

Netflix speeds up Java AI agents: IntelliJ engine saves 20–30% on typical tasks, up to 65% at best

METR and Redwood Broke OpenAI's Agent Monitoring: 75–94% of Traffic Covered
In three weeks of red-teaming, researchers found holes in OpenAI's coding-agent monitoring, from skipped compaction events to headers that switch the monitor off.

ElevenLabs Launches Eleven Realtime: A Voice Agent in a Single Model, 98.8% on Big Bench Audio
ElevenLabs released Eleven Realtime v1 Mini and Max, speech-to-speech models that replace the ASR, LLM and TTS stack. Max responds in 0.57 s and answers 98.8% of…

Cloudflare Launches Auto Router: It Picks the Model So Employees Don't Have To, Saving Up to 30%

T-Bank replaces a swarm of LLMs with a single 32B model and cuts query costs by 2.8–3.9x

Tencent trains a 9B model to edit long videos from text at Claude Opus 5 level

GitHub Copilot Fusion Costs Half as Much as Claude Code, Trailing by 2 Points

AI system with no fine-tuning proves all 6 IMO 2026 problems in Lean
Amazon Web Services researchers built recursive agents on an off-the-shelf LLM to prove theorems and code correctness in Lean. Their new benchmark still beats the…

Cloudflare releases Clairic: a data extraction model with no output tokens
Cloudflare has launched Clairic in preview, a System One model that extracts and forecasts values in a single pass. It responds in under a second, and you pay only…









