AI & Machine Learning

Thomson Reuters spent $40 million building an in-house legal AI model on a reworked Alibaba Qwen base, aiming to reduce dependence on Anthropic and other outside AI labs.

Anthropic opened a research preview of the Model Hardware Standard, letting AI agents read and write to lab and factory hardware through standardized drivers, cutting integration from weeks to hours in early tests.

AWS and Nvidia announced an expanded partnership to deploy 2 million additional GPUs across AWS data centers in 2027-2028, alongside new Vera CPU, networking, and robotics integrations.

UC Berkeley and MIT researchers, with Databricks co-founders Matei Zaharia and Ion Stoica, released an open-source engine that serves up to 753-billion-parameter MoE models on a single workstation GPU.

A new benchmark testing seven LLMs on real multi-round GitHub code reviews finds accuracy drops sharply as review rounds increase, exposing weak memory across rounds.

AWS open-sourced Kiro Crew, an agent-orchestration tool already used internally at Amazon by more than 39,000 developers, under an Apache 2.0 license.

EvoHarness-RL trains Qwen3-8B to hit 96.9% on ALFWorld, edging out Claude Opus 4.5's 96.4% baseline by rethinking agent memory and state.

A new study finds that curating just 10% of AI coding-agent training trajectories outperforms training on the full dataset, with gains up to 24.2%.

Z.ai released GLM-5.3-Flash under an MIT license, confirming it was the anonymous 'ox-alpha' model that had been topping OpenRouter and OpenCode leaderboards.

A new preprint tests a multi-agent LLM refactoring pipeline on 450 Java files, cutting code smells up to 73% while flagging that assertions and public methods are sometimes silently removed.

Diagrid's Catalyst 2.0 adds Dapr-based cryptographic attestation and automatic failure recovery for AI agents across ten frameworks, including LangGraph and Microsoft Agent Framework.

The Cloud Native Computing Foundation gave Kubeflow its top maturity tier, citing 6,600-plus contributors and 260 million PyPI downloads.