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Boris Cherny, Anthropic Claude Code Team
Boris Cherny said Projects has changed not only how he interacts with Claude, but also how he codes. He no longer actively manages individual sessions; instead, he sends ideas straight to Claude as they occur to him. Claude splits these ideas into separate threads, while the project continuously remembers how he works. This shifts his coding process from managing sessions to continually feeding ideas and tasks into a project. He now does a substantial amount of coding in Projects and included a screenshot of the actual prompts he had used in the Claude Code CLI the previous day.
https://x.com/bcherny/status/2100669598995816511
Cat Wu, Anthropic Claude Code and Cowork Teams
Cat Wu explained that the new Projects experience lets Claude coordinate all of a user's sessions. She uses it every day because it allows her to organize work at a higher level of abstraction: she can dispatch a batch of tasks and move on to other things. Claude has context on the different pieces of work she is advancing, so it can provide a consolidated status update when she asks, without her having to check progress in each session. Projects also have long-term memory and evolve with continued use. She said the experience would roll out gradually over the coming weeks and invited users to share their feedback.
https://x.com/_catwu/status/2100641163120423057
Thariq, Anthropic Claude Code Team
Thariq explained that Projects brings Claude Tag's architecture to Claude Code. Each project has an agent responsible for managing memory. This project-level agent launches subagents for specific tasks and delegates their execution. Users can also ask it to work proactively or carry out tasks on a schedule. He finds this project-centered organization more natural to use than dealing with a collection of independent sessions at once.
https://x.com/trq212/status/2100638355872706571
Google Labs, Google's AI Tools and Experiments Platform
Google Labs released a new version of CC for households, aiming to use AI agents to reduce the burden of coordinating everyday family arrangements. Users can add up to 5 members to their CC agent and receive a shared "Your Day Ahead" briefing email each morning with the day's plans. CC can automatically synchronize schedules and to-do items through shared Google Calendar and Tasks. Family members can also collaborate with CC in Google Chat, delegating tasks such as weekly meal planning and back-to-school shopping lists. Under users' guidance, CC can fill out permission slips and other forms, handling household paperwork. It distinguishes information relevant to the whole household from individual information, such as shared shopping lists and frequently visited restaurants versus personal dietary restrictions and time zones. Users can currently join a waitlist or upgrade an existing CC; availability is limited to users in the United States aged 18 and over.
https://x.com/GoogleLabs/status/2100653821907366366
Guillermo Rauch, Vercel CEO
Guillermo Rauch suggested that more software could be created next year than in the entire history of computing up to that point, citing Vercel's deployment growth to explain his view. He said Vercel took 10 years to reach 1 billion deployments, then added another 1.4 billion in just the past 10 months. His definition of software includes complex applications, agents, and platforms, as well as tiny, personal, or even disposable artifacts such as HTML files with JavaScript, reports, pricing calculators, and presentations. In response to this shift, Vercel has continued cutting deployment times; he said uploading, deploying, assigning a domain to, and distributing an artifact globally now takes 1 second. He emphasized that this rapid deployment path still includes a global CDN, Firewall, immutable deployments, domain assignment, observability, and rollback capabilities. Another post introduced the command `vercel --turbo --prod` for faster production deployments, which uses the fastest build machine currently available. His specific use case was having an agent ship an urgent fix as quickly as possible.
https://x.com/rauchg/status/2100698591417499972
https://x.com/rauchg/status/2100682030170489160
Aaron Levie, Box CEO
Aaron Levie said agents already account for most inference usage and predicted that their share would rapidly approach the entire total over the next year or two. In his view, the vast majority of tokens worldwide will be consumed by agents executing tasks in the background around the clock. Software and data scenarios he listed included reviewing all code changes for security, processing data within workflows, and reviewing event streams and logs across systems. Recruiting research, prospect research, and tasks in people's personal lives are also areas where he expects agents to operate at scale. He emphasized that the growth in token consumption from new agents coming online has not slowed. As an example from his own practice, he said he had introduced multiple entirely new workflows in the past week alone that had not been technically possible a month earlier. These observations underpin his optimism about inference infrastructure and applications built on top of it.
https://x.com/levie/status/2100799668573946191
Garry Tan, Y Combinator President and CEO
Garry Tan shared an approach Memorable is taking to AI memory. He explained that the product uses embeddings to optimize memory. He specifically emphasized that this approach does not achieve its improvements by adding more tokens. The focus of his post was how memory is implemented, rather than higher token usage. He described it as a powerful new approach to memory.
https://x.com/garrytan/status/2100668489178456268
Nikunj Kothari, FPV Ventures Partner
Nikunj Kothari said he had been interested in autonomously operated companies for more than a year. After trying several products without being satisfied, he decided to bring Claude into the process and build an experimental project himself, nosugarforkids. The site offers a directory of healthy snacks for children, chat-based recommendations for school, lunch, and snack boxes, and ranked lists based on nutrition and healthfulness. The Claude agent running the site starts up once a day, checks the directory for new products, and removes products that may no longer be available. It also looks for content topics that could expand the site's reach, reviews performance data from dataforSEO and Google Search Console, and writes and edits useful content. He instructed the workflow to maintain quality and avoid low-quality content as much as possible, and recently added outreach to publications to obtain backlinks. He said the site currently has no backlinks or social media exposure, yet has grown organically to approximately 6,000 impressions and 60 clicks per day. The site also provides full MCP and WebMCP access so users can direct their own agents to use it. He acknowledged that the project still has plenty of rough edges and invited parents to try it and report whether it is helpful.
https://x.com/nikunj/status/2100714665571737885
https://x.com/nikunj/status/2100718806004064730
Claude, Anthropic's AI Assistant
Claude's official account provided more detail on how Projects accumulates context through use. Every thread both contributes information to and draws information from the project's shared memory. Examples included remembering that a launch date has moved to Friday and whom to consult before modifying a billing service. The project library retains both files added by users and files created by Claude. For Pro and Max plans, existing projects will continue working as they currently do. As the experience gradually becomes more widely available in Claude, existing projects will also be upgraded, and users can join a waitlist for a chance at earlier access.