…Experiments show that current GUI agents still struggle with long-horizon cross-application coordination, with the best setting reaching about 20% final success. Code/data: https://github.com/HITsz-TMG/WindowsWorld This…
…Generated by Qwen/Qwen2.5-Coder-32B-Instruct In open-ended environments , exploration is fundamental for autonomous agents, yet current language model agents struggle with this. Effective exploration requires memory, but retaining…
…And because status codes are ultimately how the web communicates policy to crawlers, Radar's AI Insights page now includes Response status code analysis showing the various types ( successful ( 2xx ), redirection ( 3xx…
…Generated by Qwen/Qwen2.5-Coder-32B-Instruct This paper explores agentic 3D spatial understanding , i.e., MLLM agents performing 3D reasoning through tool use . Existing methods often misuse tools and exhibit…
For coding agents, optimize cost per successful task, not cost per token
One thing that feels under-discussed with coding agents is the gap between interactive success and scheduled reliability. In an interactive run, a lot of assumptions are quietly true: the user is present, credentials are…
TLDR below 👇🏼 I’ve seen a lot of hype around Qwen 3.6 35B and 3.5 120B lately, especially regarding coding and tool-use capabilities. On this subreddit it is the defacto recommended model for everyone without a Datacente…
Hey HN,I think session transcripts written by coding agents like Claude Code and Codex are very interesting because they offer a detailed window into how work gets shipped. You can see the sequence of decisions that resu…
Hi HN! We’re Adi and Alex, founders of Bullet, a faster coding agent.Bullet started in a senior year dorm. We were fresh out of working at AppLovin and Citadel, and naturally thought we were on a sure path to startup suc…
…existent code. Our framework solves this by introducing a post-hoc self-reflection loop. After a workflow concludes, a dedicated reflection agent analyzes execution logs, tool histories, and human feedback. Successful trajectories…
…The benchmark uses anchor-based evaluation to separately measure target success, content preservation, and joint success, revealing where current Speech LLMs fail beyond target-only metrics. Code and data are available at…
…On top of Orchard Env, we build three agentic modeling recipes . Orchard-SWE targets coding agents. We distill 107K trajectories from MiniMax-M2.5 and Qwen3.5-397B, introduce credit-assignment SFT…
…Claude would know that it had been authenticated successfully, but not which password or authentication code was used. As part of the same approach, 1Password is also introducing Agentic Mode for its…
…run code on a processing worker. This allowed them to steal cloud and cluster credentials and move laterally across several internal clusters. "The campaign was run by an autonomous agent framework (appearing…
Google Gemini CLI abused as a hacking agent, malware botnet operator By Bill Toulas July 15, 2026 02:33 PM A Russian-speaking threat actor known as "bandcampro" used Google's open…