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

GitHub Copilot Can Now Tie Telemetry to a User Without Collecting Prompts
Enterprise admins can use managed settings to attribute Copilot activity to individual users without collecting prompts, responses, or tool content.

Character.ai files for Chapter 11 and puts itself up for court-supervised sale
Character.ai has filed a voluntary Chapter 11 petition to sell the company under court supervision, citing legal, regulatory and operational pressure.

Mainland Investors Put $7.7 Billion into Hong Kong Stocks in September
Mainland Chinese investors bought Hong Kong stocks for a fourth straight month: net inflows via Stock Connect rose to HK$60.8 billion in September amid bets on AI.

India Tightens Oversight of $80 Billion Online Food Market, With Blinkit and Instamart in the Crosshairs

Albanese Aide Edited AI Committee Letter — Pocock Sounds Alarm

Dependabot Gets Anonymous Access for Organization-Level Registries

Amp sorts diff files by importance and computes the order in 0.1 s instead of 3.5 s

Apple proposes SelfCompact: the agent decides for itself when to compress context
Apple researchers removed the fixed token threshold from context compression: in SelfCompact, the model chooses when and how to compact its context through a…

Apple tested LLMs as translation judges: MQM and ESA are hard for both humans and models
Apple ML Research compared LLM and human quality annotations for machine translation under the MQM and ESA schemes. The title gives the verdict: both sides struggle.

BeliefWeaver Adds 5.1 pp to Agents on Long Tasks; 9B Student Adds 9.8

DisaggKD moves the teacher onto separate nodes and speeds up distillation of Qwen3.5-35B-A3B into 9B

Copy-Paste Language Models Add a Copy Head to LLMs With 135M–1.7B Parameters

LeanPRM: Lean Labels 152,000 Proof Steps Without Humans and Lifts Accuracy to 74.7%

Sourcegraph's Amp Learns to Watch Its Own PRs: Comments, Reviews, and CI in a Single Thread
Amp now subscribes to comments, reviews, and CI results on its own GitHub pull requests, and can launch a separate orb for each new issue or PR via webhooks.

OCP 2026: Meta's Liquid Cooling and the 102.4T IceCube for Gigawatt AI Clusters
At OCP 2026, Meta unveiled the liquid-cooled IcePack rack, the 102.4 Tbps IceCube switch (128×800G), and the multi-plane Flattened Planar Fabric, built to scale AI…









