EPISODE · Jun 13, 2026 · 13 MIN
BT 1 - Artificial Life - The Aqeel Akber Extra Extra Extravaganza
from The Aqeel Akber Extra Extra Extravaganza
Proudly sponsored by my own company. Get the app → https://getmeos.com/extrameos is where i keep thinking with the mic off.This bite → https://aqeelakber.com/extra/bt1All episodes → https://aqeelakber.com/extraA solo bit on NEAT, POET, and MAP-Elites — evolutionary algorithms that grow neural networks and their wiring, not just weights. Aqeel walks through a weekend experiment where simple creatures evolve to recognise images they themselves produce, and how symmetry and low-energy constraints start to look uncannily like life.In this bite🧐 The facts>> Solo walkthrough of NEAT, POET, and MAP-Elites — algorithms that evolve network topology, not just weights.>> A weekend experiment lets evolved creatures recognise images their own DNA sequences produce.>> Browser-based swarm compute via WebAssembly and PartyKit — anyone can help evolve the population.>> Symmetry and low-energy constraints in a three-dimensional setup begin resembling biological form.>> Lines from Stanley, Clune, and Risi connect decentralised evolution to ongoing work on Meos.🍃 Between the factsNEAT-family algorithms meet a long-deferred weekend after shipping Meos to the app stores. The self-recognition task turns a research toy into something stranger: brains that must read pictures of their own making. Distributed volunteers in browsers carry a population search that would once have stayed on a lab cluster.🌬️ Beyond the factsSimple rules for wiring, energy, and symmetry start to resemble the shapes biology favours. A trace of identity persists inside artefacts that are partly constructed, partly discovered — a motif that echoes beyond the simulation.🔥 Why you should listenThe bit follows how a standing research interest surfaces in product choices and a live experiment you can join. Hearing it in Aqeel's voice carries the technical walkthrough and the quiet reason the project exists at all.dsq.studio
What this episode covers
Proudly sponsored by my own company. Get the app → https://getmeos.com/extrameos is where i keep thinking with the mic off.This bite → https://aqeelakber.com/extra/bt1All episodes → https://aqeelakber.com/extraA solo bit on NEAT, POET, and MAP-Elites — evolutionary algorithms that grow neural networks and their wiring, not just weights. Aqeel walks through a weekend experiment where simple creatures evolve to recognise images they themselves produce, and how symmetry and low-energy constraints start to look uncannily like life.In this bite🧐 The facts>> Solo walkthrough of NEAT, POET, and MAP-Elites — algorithms that evolve network topology, not just weights.>> A weekend experiment lets evolved creatures recognise images their own DNA sequences produce.>> Browser-based swarm compute via WebAssembly and PartyKit — anyone can help evolve the population.>> Symmetry and low-energy constraints in a three-dimensional setup begin resembling biological form.>> Lines from Stanley, Clune, and Risi connect decentralised evolution to ongoing work on Meos.🍃 Between the factsNEAT-family algorithms meet a long-deferred weekend after shipping Meos to the app stores. The self-recognition task turns a research toy into something stranger: brains that must read pictures of their own making. Distributed volunteers in browsers carry a population search that would once have stayed on a lab cluster.🌬️ Beyond the factsSimple rules for wiring, energy, and symmetry start to resemble the shapes biology favours. A trace of identity persists inside artefacts that are partly constructed, partly discovered — a motif that echoes beyond the simulation.🔥 Why you should listenThe bit follows how a standing research interest surfaces in product choices and a live experiment you can join. Hearing it in Aqeel's voice carries the technical walkthrough and the quiet reason the project exists at all.dsq.studio
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BT 1 - Artificial Life - The Aqeel Akber Extra Extra Extravaganza
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