Founder & computational neuro @aerrframe: research on cost of inquiry. Building ÆrrSpace, harness concerned with how durable states form, travel, get verified.

Philadelphia
Replying to @aerrframe
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These birthday animations on glass are incredibly nice to look at during calls on iOS 27.
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When supplying an answer ceases to distinguish you, you have to justify the question, the standards by which its answer counts, and the significance of answering it.
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Access to an answer does not transfer ownership of its understanding.
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Read Aloud is still incredulously underdeveloped. To the point where it crashes both desktop and mobile versions at a mere Pause or Rewind function. I understand the difficulty here, however it deserves more attention. Walls of text are NOT optimal. Condensing is extremely risky. I’ll die on the hill of natural audio scrubbing being the only future for human to llm machine interfacing.
Have to say, ChatGPT is a beautiful app. @edbayes and team amazing job again ✔️ sidebar is goated. ✔️ we are moving closer to the slack layout. told ya. ✔️ I saw a bookmark action. thank you wishlist → horizontal tabs. trust me. → chatgpt/codex to be replaced → chatgpt = new chat, codex = new task → bookmarks icon in sidebar what else
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to be a mathematician + compNeuro + artists in 2026 is literally the best timeline i could imagine living.
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Welcome to my Universe ♾️ 🌌 🧬
Looks 3D, but there's no third coordinate: an IFS of maps ℂ→ℂ, rendered in the Gauss–Argand plane. The apparent relief comes from nested self-similar overlaps, not depth. #builtWithMarimo #python #MathArt #ComplexAnalysis
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built another mind-fvckk Console for me to waste time staring into alternate dimensions. 🧬
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Beautifully formatted JSON alone doesn’t cure Cancer.
The Mechanism of Surrogation Unjustified promotion occurs at the handoff. An observation becomes an interpretation, which becomes a recommendation, which becomes a discovery downstream. The Chief Scientist cannot erase a biological qualification simply to make an executive synthesis shorter. Sorry, I'm not convinced.
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The Mechanism of Surrogation Unjustified promotion occurs at the handoff. An observation becomes an interpretation, which becomes a recommendation, which becomes a discovery downstream. The Chief Scientist cannot erase a biological qualification simply to make an executive synthesis shorter. Sorry, I'm not convinced.
"We want to see how far these agent teams of AI scientists can help us to really accelerate drug discovery and development” go.nature.com/4AhkF8d
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Art Seabra 🫆 retweeted
hopflower—more like a bowtie you should see this thing spin
I call myself a totally tubular topologist, at times. What would you call this render? Recommended Watch in higher resolution for full emergence.
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Art Seabra 🫆 retweeted
How a computational geometer uses topology to ask: "What spatial structure drives this complex system, and what emerges when I deform it to infinity within its physical laws?"
Simple local rewrites on graphs produce these labyrinthine structures. Each pair of boxes defines a transformation: vertices and edges rearrange according to a fixed pattern. Repeated application builds networks of surprising intricacy and topological variety. Such systems inform models of spacetime emergence, biological development, and generative processes in artificial intelligence.
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Computer History is my favorite fvcking feature of @OpenAI's Codex. Genuinely lovely!
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open source ai *will* win
open source ai must win
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this—but steerable
Art Seabra 🫆
I am enough of an artist to draw freely upon my imagination. Imagination is more important than knowledge. Knowledge is limited. Imagination encircles the world. — Albert Einstein
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Art Seabra 🫆 retweeted
Verification asks whether the answer is adequately supported. Admission asks what it is permitted to change. Inheritance asks the question most systems leave implicit: ⏐What now depends on it‽
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Art Seabra 🫆 retweeted
When we wade into wonder past its weightless unknown, we often weep for wisdom; yet the latent desire hides deeper within our bones. Unravelled, they reveal mere laudations for the audacious topologies we willfully weave into cognition along the surf. Take time to taste time and all of its flavors. τ ∈ Ω
Made with AI
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The strongest point here is that AI decouples mathematical practice from the paper that once served as its receipt. That is a real crisis —— but not primarily a crisis of mathematical truth. Historically, a serious paper allowed the community to treat several distinct achievements as one bundle: a valid proof had been produced; someone had discovered the route; the named author understood it; credit could be assigned; and responsibility had somewhere to land. Those were never logically equivalent. The human production process merely kept them correlated. Once AI can perform substantial parts of that process, the paper no longer certifies that all of those achievements belong to the same person. It may still carry a correct proof while leaving discovery, understanding, credit, authority, and responsibility unresolved. This is where the Bitter Lesson actually bites. General methods win when they can exploit scale, search, and reliable feedback. Parts of mathematics offer exactly that environment: candidate proofs can be generated in volume and checked against formal or otherwise decisive constraints. But that feedback closes over proof validity—not human understanding. AI can therefore scale the production of correct mathematics faster than institutions can certify who understood it, who may speak authoritatively for it, and who remains accountable. The unpaid transfer is from “the proof checks” to “the author understands and may stand behind it.” Total opposition tries to preserve the old bundle by excluding the tool. The harder task is to unbundle the receipts: who generated, verified, understood, authorized, received credit for, and remains responsible for the result.
What happens when the world is run on code no one understands? By Patrick Shafto, Ken Ono, and  Scott Duke Kominers @patrickshafto @KenOno691 @skominers time.com/article/2026/08/20/…
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