







[EDITOR'S NOTE: In marking this year's 25th anniversary of Edge, we are presenting original lectures from eminent scientists and other thinkers in the empirical world who are changing the way we think about science and our place in the world.]
Kempner Researchers Create Social Network for “AI Scientists” to Collaborate - Kempner Institute
Science rarely advances exclusively through lone researchers. Progress often comes from discussion and collaboration — scientists sharing ideas, questioning one another, and refining their thinking together. Now, a team of […]

Human–AI Collaboration at Scale: Task Criticality, Agency, and Friction Across 250,000 Conversations
Stanford University researchers analyzed nearly 250,000 real-world human-AI conversations from Claude.ai to understand collaborative dynamics, finding that over half of interactions involve...

Thomas Wolf on Twitter / X
wtf is this way to handle mathematicians work and scientific communicationTLDR: Leven and Tristan worked over several months on one of the Millenium Prize Problems with various AIs to reach final interesting results. OpenAI apparently heard about it in the last days and… https://t.co/zNozwkFcFO pic.twitter.com/XcefJ17AQe— Thomas Wolf (@Thom_Wolf) September 8, 2026

Adversarial internecting - permablog
How to move data to the Atmosphere and screw over someone else's valuation in the process
Adversarial internecting - permablog
How to move data to the Atmosphere and screw over someone else's valuation in the process
Adversarial internecting - permablog
How to move data to the Atmosphere and screw over someone else's valuation in the process
Adversarial internecting - permablog
How to move data to the Atmosphere and screw over someone else's valuation in the process
The Applied Machine Learning Collective of the Rockies
We're building a hands-on, community-led space where AI/ML practitioners actually grow together. A modern guild where newcomers learn from journeymen, journeymen sharpen their skills alongside experts, and everyone works on real problems that matter.
“The problem is Sam Altman”: OpenAI insiders don’t trust CEO
OpenAI brainstorms ways AI can benefit humanity in effort to counter bad vibes.

Blaine Cook
Hi! I'm Blaine, a software programmer living in the Slocan Valley who works on decentralized technologies (<a href="https://www.eff.org/deeplinks/2019/10/adversarial-interoperability">this</a> kind, not that kind) in order to give communities the autonomy to self-determine in online spaces.

Society-in-the-loop: programming the algorithmic social contract
Recent rapid advances in Artificial Intelligence (AI) and Machine Learning have raised many questions about the regulatory and governance mechanisms for autonomous machines. Many commentators, scholars, and policy-makers now call for ensuring that algorithms governing our lives are transparent, fair, and accountable. Here, I propose a conceptual framework for the regulation of AI and algorithmic systems. I argue that we need tools to program, debug and maintain an algorithmic social contract, a pact between various human stakeholders, mediated by machines. To achieve this, we can adapt the concept of human-in-the-loop (HITL) from the fields of modeling and simulation, and interactive machine learning. In particular, I propose an agenda I call society-in-the-loop (SITL), which combines the HITL control paradigm with mechanisms for negotiating the values of various stakeholders affected by AI systems, and monitoring compliance with the agreement. In short, ‘SITL = HITL + Social Contract.’

JonasGeiping/stream-qwen3.5-27b · Hugging Face
We’re on a journey to advance and democratize artificial intelligence through open source and open science.
JonasGeiping/stream-qwen3-8b · Hugging Face
We’re on a journey to advance and democratize artificial intelligence through open source and open science.
Kevin Weil 🇺🇸 on Twitter / X
💥 Today we’re introducing Prism—a free, AI-native workspace for scientists to write and collaborate on research, powered by GPT-5.2.Accelerating science requires progress on two fronts:1. Frontier AI models that use scientific tools and can tackle the hardest problems2.… pic.twitter.com/cnLysHixuQ— Kevin Weil 🇺🇸 (@kevinweil) January 27, 2026
"Teams working across organizational boundaries, sharing structured data, and building on each other’s work with ease." I know it's called "adversarial interop", but it actually feels like "community interop", at least right now
Toni Schneider
Conference Takeaways I’m back from ATmosphereConf in Vancouver, and I'm processing what I saw and heard. The atproto developer community could not have been nicer and more welcoming. Here are some takeaways. ... toni.org/2026/04/03/conference-takeawa…