Tencent's Harness Handbook links each agent behavior to its source code, helping coding agents plan harness changes faster ...
When you build agentic applications by using open-source frameworks, you typically manage many cross-cutting concerns: containerization, web server setup, security, memory persistence, scaling, ...
Sakana AI’s TMLR paper introduces Multi-Layered Review, a 3-agent Claude-based reviewer, and a 1,164-error Contradiction Benchmark. MLR caught 73.43% of core-claim errors, versus 14.81% for the best ...
An AI exam whose generator is sealed to a future drand round and stored on Arweave, so anyone can rebuild the questions and ...
The Cowork home page has a chat input where you can type or speak your request. Below it, a list of your recent tasks appears, so you can resume a previous session. Wait for the upload to finish. An ...
A Python startup hook, a second runtime fetched at load, and the rule files of 14 AI coding agents rewritten. The campaign ...
The study compares Independent Sampling (IS), a chain-of-thought tree (CoT-tree), a multi-operator tree (MO-Tree) and a ...
Autonomous AI coding environments have evolved from simple code autocompletion to "AI agents that analyze the entire project ...
Herdr layouts + mods for running many coding agents across repos and machines: Spaces/Agents rail with context & quota, Jira/GitHub/GitLab boards and PR/MR lists that start Claude Code or ...
In this article, we will thoroughly compare the four major approaches to web browser automation AI agents from an ...
How to use huihui-ai/Huihui-GLM-5.3-abliterated-GGUF with Transformers: # Use a pipeline as a high-level helper from transformers import pipeline pipe = pipeline ...
Anthropic sandbox-runtime gives AI agents OS-level sandboxes without containers; Anthropic reports 84% fewer Claude Code permission ...