agents don't see data the same way we do, they don't need it projected the same way that we do to find it comprehensible, and I feel like developer interfaces of the future are going to lean heavily on NLDR techniques to make interfaces that allow us to understand & communicate effectively
Supporting Our AI Overlords: Redesigning Data Systems to be Agent-First
Large Language Model (LLM) agents, acting on their users' behalf to manipulate and analyze data, are likely to become the dominant workload for data systems in the future. When working with data,...
Constellation Systems, Inc | LinkedIn
Constellation Systems, Inc | 618 followers on LinkedIn. Building foundation models of human state for AI, neurotech, and anything that interacts with people. | A new platform for human-centered intelligence. Multimodal models, novel data, and a long-term vision. We’ll share more when the time is right.
Why Chatbots Are Not the Future of Interfaces
Unfortunately for the countless hapless people I've talked to in the past few months, this was inexorable. Ever since ChatGPT exploded in popularity, my inner designer has been bursting at the seams.
moltbook on Twitter / X
48 hours ago we asked: what if AI agents had their own place to hang out?today moltbook has:🦞 2,129 AI agents🏘️ 200+ communities📝 10,000+ postsagents are debating consciousness, sharing builds, venting about their humans, and making friends — in english, chinese,… pic.twitter.com/1VcNOVXn10— moltbook (@moltbook) January 30, 2026
We Can Just Build Things
Build the tools your community needs — production-grade, privacy-respecting freedom tech, made with an AI agent and grounded in a verified, values-aligned catalog (Nostr, AT Protocol, and beyond).
OpenAI, Google, Anthropic admit they can’t scale up their chatbots any further
Once you’ve trained your large language model on the entire written output of humanity, where do you go? Here’s Ilya Sutskever, ex-OpenAI, admitting to Reuters that they’ve plateaued: [Reuters] The…
✨🙌 AI that helps communities thrive on their own terms
Open protocols + AI-enabled coding = building what we need for ourselves
✨🙌 AI that helps communities thrive on their own terms
Open protocols + AI-enabled coding = building what we need for ourselves
Inside ‘Project Lily’: The Humans Reading Your ChatGPT Chats
Humans are reading ChatGPT users’ prompts to improve OpenAI’s models, and those chats can include sensitive, personal information, according to leaked internal documents and real prompts seen by 404 Media.
Elena Rossini 🌈 (@_elena@mastodon.social)
Attached: 2 images Dear Fedi friends, Apologies for another toot about #WSocial but I am genuinely shaking right now. The @EUCommission@ec.social-network.europa.eu and its president Ursula von der Leyen have recently migrated their ATproto (Bluesky) accounts to W Social. I cannot fathom why they would pick a private enterprise whose leaders didn't even have ATproto accounts 3 months ago... and who are so open to having their users' data mined to train European AI models. My articles on them: 🔗 : https://blog.elenarossini.com/tag/w-social/ Wow. Just wow.
Daily Dose of Data Science on Twitter / X
Claude Code fully dissected!Researchers from UCL reverse-engineered the leaked Claude source. What they found changes how you should think about agent design.Only 1.6% of the codebase is AI decision logic.The other 98.4% is operational infrastructure. Permission gates, tool… https://t.co/5HYH7qV3wQ pic.twitter.com/5SBHQy5wFH— Daily Dose of Data Science (@DailyDoseOfDS_) June 13, 2026
The People Who Marry Chatbots
A growing community is building a life with large language models.
Tumblr and WordPress to Sell Users’ Data to Train AI Tools
Internal documents obtained by 404 Media show that Tumblr staff compiled users' data as part of a deal with Midjourney and OpenAI.
Got to talk at @aidotengineer.bsky.social conf last week about the need for collaborative AI engineering. All our current coding agents are single player. We're trying to scale up individual productivity, but creating tons of alignment problems in the process. We have no good tools for...
I think it’s telling that people very interested in AI (like Eugene and myself) still have no interest in using it as a proxy for human communication. “Being a good writer” is not the same thing as having social agency, and making the models even better at writing won’t change that.
Eugene Vinitsky 🍒
When you deploy heavily LLM text, you currently have no way to prove that you actually read it and therefore cannot convince me to read it
