Models and tools
Model and tool releases that change what a researcher can do.
Claude Code explained, and why it beats an AI plugin in VS Code
Claude Code is a program that takes a task, runs the commands and checks the result. In six months it passed GitHub Copilot among professional developers.
OpenRouter or AWS Bedrock: where a researcher should buy model access
OpenRouter is the quick way to try many models with one key. Bedrock is the one to use when the data is licensed or the university already buys from AWS.
A new frontier model ships every 10 days, and no university is built to keep up
Anthropic, OpenAI and Google released at least 28 language models between 1 January and 9 October 2026. Higher education staff name the pace of change as their top AI challenge.
Academic research is far behind the AI frontier, from finance to mathematics
A paper about a model is out of date before it clears review. In mathematics, the newest results come from a model no academic can run.
Developers are leaving Copilot and editor plugins for Claude Code and Codex
In six months Claude Code went from 18% to 39% of professional developers and Codex from 3% to 16%, while Copilot and Cursor fell. Price, tools and computer use explain it.
OpenAI releases machine-produced math results with Lean proofs and compute figures
The results come from an internal model. OpenAI says the average result used compute equal to roughly three hours of ChatGPT Pro thinking.
Scientists report saving nearly 7 hours a week with AI, and the bottleneck moves to verification
A study of 15 million Gemini interactions, over 2,600 specialized models and a survey of over 600 scientists maps how AI is used in research.
The one public review of WRDS's Ask AI chatbot finds a lookup tool with a six-question limit
Librarians in Singapore tested the beta and found it useful for locating variables, unreliable on first try and capped at six questions a session.
Stock Claude Code and Codex wrote 117 papers unaided, and none cleared a top venue's bar
With only a light scaffold, Claude Code matched the average human ICLR 2025 submission on manuscript review. Scores fell once reviewers opened the code behind each paper.
Chinese brokers put DeepSeek-V4 into use within hours of its release
Guotai Haitong deployed the model on release day, 24 April 2026, and Industrial Securities reports full integration in two hours, according to National Business Daily.
China's quant funds are turning their trading compute into AI labs
Shanghai Securities News names four quant managers with their own institutes, supercomputing centers or open source models, and asks which will produce the next DeepSeek.