Latest · 最新
Nov 2, 2026
Same app, 12 frameworks: Claude Code costs nearly twice as much in Angular, and ignores the MCPs
Framework choice now has a price tag in agent dollars. Nolan Lawson had Claude Code build the same app in 12 JavaScript frameworks, five runs each, and checked every result against…
Nov 2, 2026
Memdoor team-solve: five 27B agents, eight YAML files, 39 cents a hard problem
A team of small open models just matched a frontier model's one-shot score on hard competitive programming, and the write-up is more honest than most papers. Memdoor's team-solve e…
Nov 1, 2026
kw-bench: Claude Code and Codex scored zero away from their home models
Take the two flagship lab harnesses, Claude Code and Codex, and run them on someone else's model. On one hard real-world task, both delivered nothing.
That is the result of kw-ben…
Nov 1, 2026
Gemini 4 Carbon ships to cyber defenders first, and its safety section reads like an agent spec
Google launched Gemini 4 Carbon on October 28, and the first people who get to use it are not developers. "Starting this week, we will make Carbon available to a subset of cyber de…
Oct 28, 2026
Simple harnesses, independent critics, low effort first: this week's harness papers agree
If you build agent harnesses, three papers from Tuesday's arXiv batch are worth an afternoon, because they push back on the instinct to add more structure.
The first tests root-ca…
Oct 28, 2026
Safe Skills, unsafe agents: four papers say you can't audit the parts one by one
Four papers in Tuesday's arXiv batch land on the same uncomfortable point: checking each piece of an agent in isolation tells you very little about what the assembled agent will do…
Oct 27, 2026
Agents know they're stuck. They just don't stop
Two papers in Monday's arXiv batch look at what agents do when the normal path is blocked, and neither answer is "ask a human."
ImpasseBench built twelve realistic environment blo…
Oct 27, 2026
Your verifier is only as honest as the tool output it reads
Everyone is adding a second model to check the first one. Three papers in Monday's arXiv batch show how easily that checker gets steered by what it is shown.
"Who Verifies the Too…
Oct 27, 2026
Three papers grade the harness, and model scale doesn't save you
For two years agent evals scored the model and treated the harness as plumbing. Three papers in Monday's arXiv batch score the plumbing, and the plumbing turns out to decide a lot.…
Oct 27, 2026
Compaction keeps the spec and drops the rules
Two papers in Monday's arXiv batch measured what happens to a coding agent's context when it gets compacted, and they agree on the uncomfortable part. The summary keeps what you as…
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Hiring · 招聘
New positions at AI agent companies, tracked as they open.
Vercel
Technical Business Development Representative
Glean
Tech Lead Manager, Product Growth
Isomorphic Labs
Senior Legal Counsel, Corporate Transactions, Cambridge, MA
Isomorphic Labs
Research Lead / Senior Scientist (DMPK), London
xAI
Sr. Mechanical Engineer - Memphis
xAI
Sr. Analyst, Monetization Operations