







AI-driven scenario planning
Deep Future - AI scenario planning
Deep Research for scenario planning. Stress-test your strategy against thousands of possible futures with a realtime AI scenario generation engine.

Request for Proposals: The Launch Sequence | IFP
Apply to our rolling effort to find, scope, and build the most important projects to prepare the world for advanced AI

Selective Optimism: a critique of AI 2040
Some context for this post: I’ve been working part-time as a consultant for the AI Futures Project over the last year.

The future belongs to those who can refute AI, not just generate with AI
Why verification, not prompting, could shape the next decade of engineering

François Chollet on Twitter / X
Eventually, much of AI will converge towards intuition-guided symbolic world modeling, i.e. deep learning-guided program synthesis. It is inevitable. Symbolic modeling lets a system construct a compact, reusable, highly generalizable mental model of a problem space using minimal…— François Chollet (@fchollet) July 2, 2026
Structured planning and debugging | Proceedings of the 5th international joint conference on Artificial intelligence - Volume 2
We introduce a new approach to planning in STRIPS-like domains based on constructing and analyzing a compact structure we call a Planning Graph. We describe a new planner, Graphplan, that uses this paradigm. Graphplan always returns a shortest-possible ...


Import AI 458: Reckoning with the future; and a singularity story
What AI-driven miracles will happen this year?

The Future Worth Building Is Human
AI built for autonomy crowds people out, making us passive observers of what’s coming. We’re building toward a different future.

AI Engineer's 2025 | Unsloth Documentation
Slides to our AI Engineer's Worlds Fair 2025 Workshop.

AI 2040: Plan A
A detailed forecast and recommendation for how the US, China and the rest of the world should navigate superintelligence.

AI 2040: Plan A
A detailed forecast and recommendation for how the US, China and the rest of the world should navigate superintelligence.

The Era of Experience & The Age of Design: Richard S. Sutton, Upper Bound 2025