For the next decade or so, we should think about AI as this amazing tool to help scientists

Tools such as AlphaEvolve are giving mathematicians very useful new capabilities. For optimization problems in particular, we can now quickly test potential inequalities for counterexamples, or to confirm our beliefs in what the extremizers are, which greatly improves our intuition about these problems and allows us to find rigorous proofs more readily.

We also welcome feedback and input from third parties and industry experts. We're currently working with The Future of Free Speech (an independent think tank at Vanderbilt University), the Foundation for American Innovation, and the Collective Intelligence Project

A DESIGN.md file combines machine-readable design tokens (YAML front matter) with human-readable design rationale (markdown prose). Tokens give agents exact values. Prose tells them _why_ those values exist and how to apply them.

The most effective pattern of human-AI cooperation may differ substantially across disciplines, and these patterns will likely be discovered through practice rather than designed in advance.

Claude packages everything into a handoff bundle that you can pass to Claude Code with a single instruction.

For Ramp, Claude Opus 4.7 stands out in agent-team workflows. We're seeing stronger role fidelity, instruction-following, coordination, and complex reasoning, especially on engineering tasks that span tools, codebases, and debugging context.

She used gig workers to build the store and full-time employees to run it.

Open Loop + Infinite Demand = Creative Amplifiers.

The organizations that get this right won't be the ones that just automated the most tasks. They'll be the ones that figured out when the human should act, when the agent should act, and how the handoff between them works.

Each run creates a new session alongside your other sessions, where you can see what Claude did, review changes, and create a pull request.

Install the CLI, create an agent, assign a task. It automatically shows up on the board like any other team member.

官方定位是跟 Claude Code 和 OpenClaw 配合使用。Claude 负责推理和编排，GLM-5V-Turbo 负责'看'和'操作界面'。

Forward Deployed Engineers tune Relvy for your stack

The boundary between AI judgment and human judgment is explicit and written in code.

We're introducing Cursor 3, a unified workspace for building software with agents.

McClary took the process from there, contacting the supplier himself to discuss the revised design. Within a month, the new version of the Guardian flashlight was back up for sale on Amazon and on his brand's website.

An agent cannot be held accountable. I think about this principle most. The instinct to put a human in the loop is understandable, but taken literally, it can mean a person approving every step before anything moves forward. The human becomes a bottleneck, rubber-stamping work rather than directing it, and you lose much of what makes agents valuable in the first place.

Fellows will work closely with OpenAI mentors and engage with a cohort of peers.

in 2023, the Chinese leadership directly asked the Biden administration to add something else to the agenda, which was to add AI risk to the agenda. and they ultimately agreed on keeping AI out of the nuclear command and control syste