Field · 11 posts

Evolutionary Computing

Search, selection, design. Below, everything that touches this field, including pieces that live mostly in neighboring territory.

The collection

All of Evolutionary Computing

Evolutionary Computing

Swarms, gratitude and good karma

In March 2000, Guy Theraulaz and I made the cover of Scientific American for "Swarm Smarts", a sort of companion article to our book with Marco Dorigo, "Swarm Intelligence" ( We were elated, not just for…

2 min · Evolutionary Computing
Evolutionary Computing

Prey Survey Part I

Remember the character Ian Malcolm, a polymath chaos theorist played by Jeff Goldblum in the Jurassic Park movies? In the opening pages of The Lost World, Ian Malcolm is giving a talk at the Santa Fe…

1 min · Evolutionary Computing
Artificial Intelligence

On Its Head

On Its Head You Can Only Manage What You Can’t Measure Inside the box thinking Why Optimization Is Often Sub-Optimal Simplicity Is Overrated Right-Brain Analytics The New LBO: Left-Brain Outsourcing The Return…

89 min · Artificial Intelligence
Open-Endedness

Open-Endedness from a Computational Perspective

Open-endedness has emerged as a fundamental concept across multiple computational domains, representing systems' capacity for continuous novelty generation, unbounded complexity growth, and non-convergent…

12 min · Open-Endedness
Open-Endedness

Open-Endedness from a Computational Perspective: A Conceptual Taxonomy

Open-endedness represents one of the most profound and elusive concepts in computational science, spanning domains from artificial life to creative systems. Rather than focusing on specific algorithms, this…

9 min · Open-Endedness
Artificial Intelligence

Evolution is Accelerating

As a 30-year groupie of evolutionary computation, I am particularly sensitive to this trend: evolutionary AI is on the rise. The latest case in point, of course is @google deepmind’s AlphaEvolve, which uses…

5 min · Artificial Intelligence
Artificial Intelligence

LegoGPT is here

Some 27 years ago, I was so impressed by Pablo Funes' work (with his PhD advisor the always ideating Jordan Pollack) (P. Funes and J.B. Pollack, “Evolutionary Body Building: Adaptive Physical Designs for…

2 min · Artificial Intelligence
Artificial Intelligence

Reward hacking, constraint hacking and the infinite complexity of intent

I have been thinking a lot about “surprising behavior,” including unintended consequences, from algorithms that rely one way or another on optimization under constraint. That includes a lot of AI models as…

2 min · Artificial Intelligence
Artificial Intelligence

How to compose LLMs adaptively

Fun preprint I just came across through the ICLR 2025 submissions site ( Even though it is still a preprint, there have been extensive reviews. First, I think the authors from Google, Google DeepMind, Google…

2 min · Artificial Intelligence
Artificial Intelligence

Now for a different kind of LLM benchmark!

Of course this caught my attention: LLMs and Swarm Intelligence! According to this study by a team from Renmin University of China, LLMs differ significantly in decentralized swarm scenarios based on their…

1 min · Artificial Intelligence
Artificial Intelligence

5. Sensitivity to Parameters

Field of view (k): A moderate view size (e.g., k=5) balances environmental awareness and perceptual complexity, optimizing performance for most tasks. Group size (N): Larger groups improve tasks like Transport…

1 min · Artificial Intelligence
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