Quaternion Process Theory, Artificial (Intuition, Fluency, Empathy), Patterns for (Gen, LRM, Agentic, Skill) AI, https://xitter.cf/t.co/Ei2M8F8QOs

Arlington, VA
Joined February 2015
My Artificial Cognition trilogy is now available for free. I began writing the first book a decade ago (2016) and completed the last two in 2023. The process of writing was an aid to understanding the development of today's AI. Insights in these books have stood the test of time and offer powerful metaphors for understanding today's AI and its future evolution. Feel free to have your daily AI driver ingest them for additional insight!
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Something is utterly broken here.
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Everybody complains about AI slop, only to realize there's more human slop out in the wild!
Amazing how quickly we went from "oh no LLMs are going to flood the Internet with insecure code" to "oh no LLMs have discovered the internet was already flooded with insecure code"
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Not only does AI mean that we can now build new things faster, but it also means that we can reinvent the old. The amount of work keeps exploding!
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I just published Does Super Intelligence Matter? The Commodity Argument Returns medium.com/intuitionmachine/…
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An important twist on the purpose of a UI in application development.
Front-end is sacrificial The only point of a UI is user comfort the first and only time they see it. From then on: - personal agents don’t care about the UI - security means you need to reduce the attack surface and harden Headless everything 👇 interconnected.org/home/2026…
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Interpolating from this, Recursive's Flint on Cerebras would have some ungodly token/sec numbers.
Tested this on my M4 Max. Flint vs the same Qwen 27B locally: both went 6/6 on my agent tasks, Flint was 5x faster (33s vs 164s a task). Put Qwen on @cerebras and it's 3.5s. @RichardSocher @andrewdfeldman
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A 30-minute-long video is no longer viable for today's audience.
People are losing the attention span to even watch 30 minute TV shows as short form video eats the world.
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Legacy businesses will likely have zero (or even negative) productivity gains from AI. Only new businesses with less technical debt get to accelerate.
whole industry is giving back all our productivity gains this week
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This gets confusing because CLI in AI is often associated with harnesses like Claude Code.
Introducing Gemini API CLI (gemini-api), now available in preview! Our CLI gives your agent power to generate images, videos, text-to-speech, or music, analyze media, transcribe audio, or manage agents. No more guessing model strings, throwaway scripts or endless curl. 🧵 👇
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AI exposes once hidden and ignored technical debt. Now we see technical debt everything everywhere all at once.
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Remember the Y2K fear in IT systems? We are living it now! Capable AIs are exposing technical debt all at once. But this time, nobody prepared their IT systems for the incoming deluge!!
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BREAKING HACK! Gold got hacked! It's no longer a scarce metal?! Scaling transmutation is a real thing. The alchemists' holy grail is now real.
Last month, we demonstrated high-rate alchemy: turning mercury into real, stable gold, beating CERN’s record by a factor of 10. Last week, we enriched isotopes in the world’s most powerful plasma centrifuge, beating the Soviet record that stood for 40 years. Now, we’re building a fusion reactor in San Francisco to achieve record power density.
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1/ Mercury → Gold via nuclear fusion is no longer just medieval fantasy. A San Francisco startup just claimed they did it experimentally — at 10× CERN’s record. Here’s the real story, the science, the catch, and why it could (or couldn’t) change both energy and gold. 🧵 2/ The idea from Marathon Fusion (2025 paper): High-energy neutrons from a D-T fusion reactor hit mercury-198. That knocks out a neutron → mercury-197. Mercury-197 decays in ~64 hours into gold-197 — the only stable gold isotope. Same gold as in your jewelry. Just made with fusion neutrons. 3/ Scale they modeled: ~2 tonnes of gold per GW_thermal per year. That’s roughly 5,000 kg per GW of electricity. At today’s prices, that revenue could roughly match or exceed the electricity revenue of the plant. Double the value of a fusion power plant without cutting power output. 4/ The catch everyone skips: Fresh product isn’t pure stable gold. Side reactions create radioactive isotopes (mainly from mercury impurities). You need 7–18 years of storage before it’s “banana-safe,” depending on the standard and how pure the mercury feedstock is. Enrich the mercury and you can shorten that a lot. 5/ Recent update (Oct 2026): They announced an experimental demo of the mercury-to-gold reaction using fusion neutrons, beating CERN’s previous record by 10×. Still tiny quantities. Not a factory. But the nuclear reaction itself is no longer just a simulation. 6/ Now the economic reality check people miss: If you built a fusion plant *only* to make gold (no electricity sales), the cost would be ugly. Full capital + ops amortization on a multi-billion-dollar plant → several thousand dollars per ounce. Well above mining costs and current spot price. Uneconomic as a pure gold factory. 7/ As a *byproduct* of a plant already selling electricity? Incremental costs (mercury feedstock, enrichment, extraction, handling) look much lower — potentially a few hundred $/oz once the plant is running at scale. That’s the only version that makes economic sense. 8/ So is alchemy solved? Nuclear transmutation of mercury into stable gold: yes, the physics works. Industrial-scale, cheap gold that floods the market: not yet, and maybe never, because of fusion plant costs, mercury supply, cooling times, and the fact that fusion itself isn’t commercial. 9/ The real prize isn’t the gold. It’s whether co-producing high-value materials (gold, medical isotopes, etc.) can make fusion economically viable sooner. If fusion plants can sell power *and* precious metals/isotopes, the business case gets a lot stronger. 10/ Bottom line: - Physics: real - Experimental demo: claimed - Cheap gold from fusion alone: no - Fusion plants that also make gold as a bonus: interesting, still years away Would you rather have fusion power or fusion gold first? (Or both?)
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1/ Mercury → Gold via nuclear fusion is no longer just medieval fantasy. A San Francisco startup just claimed they did it experimentally — at 10× CERN’s record. Here’s the real story, the science, the catch, and why it could (or couldn’t) change both energy and gold. 🧵 2/ The idea from Marathon Fusion (2025 paper): High-energy neutrons from a D-T fusion reactor hit mercury-198. That knocks out a neutron → mercury-197. Mercury-197 decays in ~64 hours into gold-197 — the only stable gold isotope. Same gold as in your jewelry. Just made with fusion neutrons. 3/ Scale they modeled: ~2 tonnes of gold per GW_thermal per year. That’s roughly 5,000 kg per GW of electricity. At today’s prices, that revenue could roughly match or exceed the electricity revenue of the plant. Double the value of a fusion power plant without cutting power output. 4/ The catch everyone skips: Fresh product isn’t pure stable gold. Side reactions create radioactive isotopes (mainly from mercury impurities). You need 7–18 years of storage before it’s “banana-safe,” depending on the standard and how pure the mercury feedstock is. Enrich the mercury and you can shorten that a lot. 5/ Recent update (Oct 2026): They announced an experimental demo of the mercury-to-gold reaction using fusion neutrons, beating CERN’s previous record by 10×. Still tiny quantities. Not a factory. But the nuclear reaction itself is no longer just a simulation. 6/ Now the economic reality check people miss: If you built a fusion plant *only* to make gold (no electricity sales), the cost would be ugly. Full capital + ops amortization on a multi-billion-dollar plant → several thousand dollars per ounce. Well above mining costs and current spot price. Uneconomic as a pure gold factory. 7/ As a *byproduct* of a plant already selling electricity? Incremental costs (mercury feedstock, enrichment, extraction, handling) look much lower — potentially a few hundred $/oz once the plant is running at scale. That’s the only version that makes economic sense. 8/ So is alchemy solved? Nuclear transmutation of mercury into stable gold: yes, the physics works. Industrial-scale, cheap gold that floods the market: not yet, and maybe never, because of fusion plant costs, mercury supply, cooling times, and the fact that fusion itself isn’t commercial. 9/ The real prize isn’t the gold. It’s whether co-producing high-value materials (gold, medical isotopes, etc.) can make fusion economically viable sooner. If fusion plants can sell power *and* precious metals/isotopes, the business case gets a lot stronger. 10/ Bottom line: - Physics: real - Experimental demo: claimed - Cheap gold from fusion alone: no - Fusion plants that also make gold as a bonus: interesting, still years away Would you rather have fusion power or fusion gold first? (Or both?)
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Carlos E. Perez retweeted
Seems like they are getting ready to officially say that Sapiens, Neanderthals and Denisovans are all the same species...
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A short film about Recursive-Self-Improving AI with Flint by Recursive. @RichardSocher @jeffclune @_rockt
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Cambrian explosion! Another new kind of AI model released by the RSI firm Recursive! Generated from scratch through 100% automation. Insane validation of recursive self-improving AI!!
Introducing Flint, @Recursive_SI’s first model: a fast local coding model built with our automated research system, the Eureka Machine. • Best-in-class fast local coding • Up to 2x faster than comparable models: 125+ tokens/sec on a MacBook Pro, 150+ on RTX Spark • Built from scratch in under 4 months Private, unmetered intelligence on your own machine. Open weights available now on @huggingface, run it locally on your favorite framework or try it for free on @opencode or @pidotdev.
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A short film about Flint by Recursive. @RichardSocher @jeffclune @_rockt
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This recursive self-improvement development is patently completely insane. Recursive built an LLM completely from scratch (reinventing a lot of stuff), and now it is at the Pareto frontier. Recursive invented the machine that invented the LLM in just a few months! The company was founded just in February this year!!
Introducing Flint, @Recursive_SI’s first model: a fast local coding model built with our automated research system, the Eureka Machine. • Best-in-class fast local coding • Up to 2x faster than comparable models: 125+ tokens/sec on a MacBook Pro, 150+ on RTX Spark • Built from scratch in under 4 months Private, unmetered intelligence on your own machine. Open weights available now on @huggingface, run it locally on your favorite framework or try it for free on @opencode or @pidotdev.
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A short film about Flint by Recursive. @RichardSocher @jeffclune @_rockt
There's a new version of this post
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