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Living Computation: Robust-first programming in ULAM

3 videos recommended on HN
YouTube
2 HN users recommended this demo2 months2015–2025 score 2.5
Years with an HN recommendation, 2007–2026

HN points to it as an entry into Ackley's indefinitely scalable computing project, with a network-switch demo recommended as the best place to start.

Dave Ackley presents robust-first computing and the ULAM programming language for the Movable Feast Machine, a cellular-automata-like architecture. It was a short video for the Future Programming Workshop 2015.

“I think the best place to start is this demo of a network switch made out of cells” (HN, 2019)

1 strong recommendations · 1 recommendations · 2 citations · Demos · intermediate

4 Hacker News comments

From the HN archive; up to 20 kept per video, favoring different commenters. Recommendations first.

@sgentle Aug 2019 Strongly recommends
on HN thread Local Routing in a new Indefinitely Scalable Architecture [pdf]
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I'll always upvote Dave Ackley. His vision for computing is so audacious it seems unbelievable. Global consistency? Don't need it! Determinism? An illusory safety blanket for wimps and suckers! Sure, everyone talks a big game about eventual consistency, but who's signing up to use an eventually consistent CPU? Dave freakin' Ackley, that's who. And the whole thing would sound like blue-sky bullshit except he's out there actually building it. I think the best place to start is this demo of a network switch made out of cells: [this video] (and then watch the rest of the video if you liked that) His more recent videos are weekly updates on a "T2 Tile" prototype made out of 3d printed parts, custom PCBs, and like a hundred BeagleBones: [link] Also, all his code is on GitHub: [link]
Demo of a network switch built from cells
@DonHopkins Jul 2025 Recommends
on HN thread LLMs bring new nature of abstraction – up and sideways
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Me to, and I'm always battling with the LLM's obsession with lazily writing reams of ridiculously defensive code and masking errors in the code it generates and calls, instead of finding the root cause and solving that. (Yes, I'm referring to the code LLMs generate, not the API for generating code itself, but "fail early and spectacularly" should apply to all code and apis.) But you have to draw the line at failures that happen in the real world, or in code you can't control. I'm a huge fan of Dave Ackley's "Robust First" computing architecture, and his Moveable Feast Machine. His "Robust First" philosophy is extremely relevant and has a lot of applications to programming with LLMs, not just hardware design. Robust First | A conversation with Dave Ackley (T2 Tile Project) | Functionally Imperative Podcast [link] Robust-first computing: Beyond efficiency [link] Bottom up engineering for robust-first computing [link] Living Computation: Robust-first programming in ULAM [this video] [link] DonHopkins on Feb 11, 2020 | parent | context | favorite | on: Growing Neural Cellular Automata: A Differentiable... Also check out the "Moveable Feast Machine", Robust-first Computing, and this Distributed City Generation example: [link] DonHopkins on Oct 26, 2017 | parent | favorite | on: Cryptography with Cellular Automata (1985) [pdf] A "Moveable Feast Machine" is a "Robust First" asynchronous distributed fault tolerant cellular-automata-like computer architecture. It's similar to a Cellular Au
Robust-first philosophy applied to computing and LLM coding

Citations, criticism and jokes

@daveackley Nov 2015 Cites it
on HN thread The Movable Feast Machine
There's also a more recent 'router' demo(1) that -- though still rigid and rectangular -- does build its own boundary rather than relying on the grid boundary. (1) [this video]
Router demo that builds its own boundary

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