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Aug 15, 2026
DarwinX evolves the harness instead of the model, and WebArena goes 43.5 to 93
Salesforce AI Research just published DarwinX, and it takes the idea everyone has been circling and makes it a population. Model weights stay frozen. What evolves is the harness: t…
Aug 14, 2026
A strong model can build a harness that makes a weak model smart
This one is a good idea stated plainly. Can you transfer capability from a big model to a small one without touching a single parameter? Yes, at inference time, by having the stron…
Aug 14, 2026
DeepSeek Harness: everything is a plugin, and that's the whole point
DeepSeek just open-sourced its own agent harness under MIT, and 38,000 people starred it before most of us finished reading the README. It's called dsh, it's TypeScript, and it lan…
Aug 13, 2026
A new survey maps self-evolving agents, and the honest finding is nobody can grade them
Sitting near the top of Hugging Face's daily papers with 107 upvotes: Co-Evolution in Agentic Systems, from Qing Zong, Jiayu Liu, Junhao Shen and a dozen co-authors including Yangq…
Aug 12, 2026
Ouroboros rewrites its own core, and it just took Terminal-Bench
A coding agent that edits its own source code, gets the diff reviewed, commits it, and then keeps working. That's Ouroboros, arXiv 2608.08311, out August 8 and now sitting at over …
Aug 6, 2026
loopx Wants to Be the Kernel Under Your Agent Team
A repo called loopx (github.com/huangruiteng/loopx) gained 327 stars today and passed 2,000 total. The pitch: a "loop engineering state kernel" for long-running AI agent teams. Str…
Jul 28, 2026
NVIDIA Molt: an RL framework small enough for the agent to read itself
NVIDIA's NeMo team dropped Molt today and it shot to the top of Hugging Face papers with 647 upvotes. It's a PyTorch-native training framework for agentic reinforcement learning, a…
Jul 26, 2026
Anthropic just deleted 80% of Claude Code's system prompt
Anthropic published new guidance on July 24 for building with the Claude 5 generation, Opus 5 and Fable 5, and the headline number is blunt: they cut more than 80% of Claude Code's…
Jul 17, 2026
The Hardest Part of Improving an Agent Is Finding the Line to Change
Harness Handbook picked up 163 upvotes on HuggingFace papers, out of Tencent Hunyuan. It goes after a problem nobody writes papers about because it sounds like a chore: when you wa…
Jul 17, 2026
PalmClaw Says Phone Agents Should Stop Looking at the Screen
PalmClaw hit 1.12k upvotes on HuggingFace papers, which is an absurd number for an agent framework paper. The idea is simple enough to explain in one line: stop making phone agents…
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