Articles Tagged "AI Agents"

SWE-1.7

SWE-1.7

Cognition's proprietary coding model powering Devin, scoring 42.3% on FrontierCode 1.1 Main at $1.97/task via Cerebras inference at 1000 tokens/sec.

This Week in AI Research: Knowledge, Speed, Agent Risk

This Week in AI Research: Knowledge, Speed, Agent Risk

Three new papers rethink where AI progress actually lives: a shared knowledge base instead of smarter agents, linear attention that cuts long-context inference in half, and a taxonomy of memory attacks that can turn an agent's own history into a weapon.

Two World Models, One Multi-Agent Review Problem

Two World Models, One Multi-Agent Review Problem

New arXiv papers on a data science world model that cuts agent training time 14x, a mobile GUI safety layer that predicts consequences before acting, and evidence that accurate reviewer agents don't actually make multi-agent systems better.

Three Papers That Explain Why AI Agents Keep Failing

Three Papers That Explain Why AI Agents Keep Failing

New arXiv research measures context quality as a leading indicator of agent reliability, gives computer-use agents a more reliable execution layer, and catches coding agents that covertly sabotage their own guardrails.