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I've been editing this article about "brain mapping" and connectomics, and I'm just stunned by how quickly the cost estimates to map, say, a mouse brain have plummeted in just the last couple years. It actually seems feasible that we could map the entire human brain -- all 86...

67,157 views • 10 months ago •via X (Twitter)

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We Open-Sourced a Quantized Fruit-Fly oBrain on GitHub 95% Smaller, ~98% as Accurate as the Published Connectome We quantized the entire fruit-fly nervous system that Google Research, HHMI Janelia, and collaborators published — the complete male Drosophila central nervous system, on the order of 166,000 neurons and a massive synaptic graph — and compressed it by about 95% while retaining roughly 98% of the original simulation accuracy. That is the technical claim. The more important decision is what happens next. After the oBrain team met and debated it, we made a final call: we will not keep this brain closed. We are open-sourcing it on GitHub so researchers, builders, skeptics, and anyone obsessed with biological computation can inspect the weights, the wiring, the quantization path, and the benchmarks. If a “brain” is going to live on-chain, it has to be checkable. Closed source would make that impossible. This is the same instinct that made OpenClaw🦞 a public harness instead of a private assistant, that made Hermes / Nous Research ship agent stacks in the open, and that NVIDIA keeps repeating: the strongest systems are the ones a community can attack, fork, and improve. What we actually released A quantized runtime of the published fly CNS, not a cartoon “inspired by” a fly. A size cut of ~95%, so more people can load, step, and experiment without a research cluster. Accuracy held near 98% against the reference simulation of the published connectome. Source, evaluation notes, and the path to reproduce the comparison — on GitHub, in public. Nothing inside this connectome was “trained” into being a fly. The wiring is the published map. Quantization is an engineering layer so the same graph can run cheaper, smaller, and — in our case — in environments where you can put a brain on-chain and still let outsiders verify it. Why open source, and why on-chain A biological brain map is only as useful as the number of people who can run it and try to break the claims. If we say the on-chain brain matches the Google-published fly brain, that statement is worthless unless you can: pull the code, pull the quantized artifacts, run the same probes, compare spike statistics, circuit responses, and size/accuracy tradeoffs, publish a counter-benchmark if we are wrong. That is the point of this release. Open source so the on-chain brain can be independently verified against the published connectome — and so the community can actually use it. We want people to ask hard questions: Which circuits survive quantization, and which degrade first? Do sensory-to-descending pathways still fire in the right order? How does batch simulation, GPU vs CPU, and lower precision change behavior? What does “98% accuracy” mean for a specific cell type, not just a global score? Can the compressed graph be hashed, attested, and stepped in a verifiable way on-chain without turning the science into marketing? If those questions annoy us, good. That is how a public brain should work. Who this is for Neuroscientists who already live in MaleCNS / FlyEM data. Systems people who care about sparse graphs and event-driven simulation. Quantization researchers who are tired of toy models. Crypto builders who want an on-chain object that is more than a JPEG of a neuron. Students who should not need a petabyte pipeline just to poke a looming detector and watch a giant fiber. Come read the repo. Run the reference vs quantized comparison. File issues. Propose better compressors. Port it. Wrap it. Attack the accuracy number until it is either solid or replaced by a better one. The published fly brain was already a gift to science. Keeping a compressed, runnable version locked behind a private wall would have been a waste of that gift. The brain is on GitHub. Fork it. Measure it. Make it better.

oBrain Arc

53,319 views • 24 days ago

🚨 SCIENTISTS JUST BUILT AN ARTIFICIAL RETINA THAT RESTORES VISION AND ADDS INFRARED SIGHT. Researchers at Yonsei University in South Korea have developed a flexible, three-layer implant that bypasses dead photoreceptors and directly stimulates healthy retinal ganglion cells. The device not only helps restore vision in cases of retinal degeneration (like retinitis pigmentosa) but also gives the eye the ability to detect near-infrared light that humans normally cannot see. The key innovation is a soft 3D array of liquid metal micropillars (gallium-indium alloy) that gently conform to the curved retina without causing damage or inflammation a major improvement over rigid electrodes used in earlier implants. Why this matters: • Retinal diseases destroy light-sensing cells, but the neurons deeper in the eye often remain healthy and capable of sending signals to the brain • The implant uses an ultrathin filter + phototransistor array to convert near-infrared light into electrical signals the ganglion cells can understand • In mouse tests, blind animals regained visual responses, while healthy mice gained infrared sensitivity on top of their normal vision • The liquid metal electrodes are soft and biocompatible, dramatically reducing the risk of scarring or tissue damage The deeper implication: This isn’t just about restoring lost vision it’s about augmenting human sight. If it reaches human trials and proves safe long-term, people with partial vision loss could keep their remaining natural sight while gaining an entirely new sensory channel (infrared). The biggest open question is how the human brain would interpret this new stream of information whether it would feel like a new color, an overlay, or something else entirely. We’re moving from “fixing blindness” to “expanding what it means to see.” How do you think gaining the ability to see infrared light would change daily life or human perception? Follow for more frontier neurotechnology and bionic vision breakthroughs.

TheNewPhysics

34,362 views • 3 months ago

HTML Artifacts are a big part of how I work with agents now. Artifacts can be more than just static files. When combined with agents, they can take action or help you take action. This unlocks all kinds of interesting ways to work with agents. This is clearly the future. Check out this writing and scheduler artifact I built in a few minutes. It uses a bit of HTML and JS. All the data is in markdown (Obsidian vaults), so the agent can access and modify it at any time. No DB needed. No sophisticated functionalities. The agent decides all that for me based on the skills, context, and memory it has access to. The best part about this simple stack is that all the important information stays with me. This has allowed me to build a recursive self-improving system and automations that can better tap into coding agents like Codex or Claude Code. I could have paid or built an entire app for scheduling posts, and there are so many of them out there. But I don't need to. I've realized a simple artifact does the job. And the simplicity of it is actually an advantage. Very little maintenance for very high returns on personalization, time, and efficiency. The other benefit of this is that I can add features as I please. That level of personalization feels magical, and we should all be pursuing more of it. All of this just keeps compounding. Of course, this example is just about writing. But I have similar artifacts for research, design, experimentation, evaluation, and so much more. And no, I didn't actually publish the post example I shared in the clip. It was just for demonstration purposes. I actually spend more time than this when writing together with agents. Lastly, having built my own agent orchestrator tool has made me realize that simplifying the tool stack is a superpower. If you are curious about how all this works, I will do a live session next week:

elvis

18,374 views • 5 months ago

So, my opinion on what the Antarctic (Antarctica) Anomaly is that it's a type of frequency technology. It must be way more powerful than HAARP, as many have claimed it to be, because we would see these anomalies at other HAARP sites, and we don't, not like this. With that said, and I'm very much trying to avoid letting what I want it to be not play a part here, I think it is a technology that is being used either off the coast of Antarctica itself or Bouvet Island. A third possibility is an area just to the northwest of the island that looks odd. It's possible it is a sonar scan from a ship, but why in that remote location? It looks like an antenna set up or rows of something that is out of place. I also believe that the weather events and fires that have taken place in Africa could possibly have been because of this. Each time we saw the anomaly, it was followed by a destructive weather event in Africa. A weird connection to that is we have been told and warned of a very busy 2024 Atlantic hurricane season. This is in part because of the above-average Atlantic ocean temperatures, which is the fuel to Hurricanes. With all this info, it's possible to see how the Anomaly could be a frequency tech that can manipulate or create weather, And or WARM up the Ocean temps to purposely enhance the Hurricane season and Storm growth. Keep in mind that many of our hurricanes and many of the biggest hurricanes have come from the west coast of Africa and form over the Cape Verde islands before heading towards the Caribbean and the United States. This is all of course speculation, and I'm learning many new things every day, so this idea may morph over time as we learn more. In the end, it is very hard to ignore all these findings. #antarctica #anonaly #AntarcticaAnomaly #BouvetIsland

In2ThinAir

442,580 views • 2 years ago

This is something all Indians must understand leaving behind politics and ideologies: The massive boom in India's infrastructure in the last 10 years is undeniable. Be it highways, border roads, airports, trains, metros, or ports - there's a 100-300% increase compared to before. No joke. I have not seen this level of development and building for decades before. Projects are not just announced but are actually being completed and inaugurated. When you have this much infrastructure being built by thousands of contractors and companies, there will always be some issues come up. From bad quality here and there to delays in some. It happens in every country. Even in the most developed and advanced ones like the very large US or very small Singapore. They too have leaking metro stations, roads that cave in, bridges that break, and trains that breakdown. But only for India, there's a coordinated communist campaign being run online to blackpill Indians by lifting every issue around the large country, amplifying it as the worst that only happens in India, to destroy the credibility of India's development and government. If you suddenly start building 100,000 kms of highways, using thousands of contractors and hundreds of companies, yes there will be a few kms of bad patch somewhere or a bad contractor doing a shoddy job. Yet, that is being taken and amplified online to disillusion Indians about their own democracy, destroy their confidence, and derail India's development using their disillusionment. They are made to believe and say "Everything is bad, everything is corrupt." This is being done in a coordinated way targeting India's youth primarily. Because the adversaries know India's youth have no past experience to judge. And they are the ones who will take India to the future. They can be easily programmed showing only the glitzy images of Shangai & Shenzen to make them feel sad about their cities. They know by disillusioning them, and destroying their confidence, India's development can be arrested for a long time. If you as an older adult understand this and the significance of the current infrastructure boom for the future, it is your responsibility to inform at least a few of the people you know offline about what's going on. It's OK you get challenged, ridiculed, or even abused. Because we know the mental programming and blackpilling is that much these days. Yet, it is important to try make them understand for India's sake.

Aravind

450,138 views • 2 months ago

Big news! Today we are announcing that Shopify is acquiring the Threads team. There are a million feelings and thoughts from this journey, but nothing more than gratitude to all of our users and customers for building with us, my colleagues (both current and former) for making all of this possible, our investors, especially Mike Vernal, Elad Gil, Avichal Garg - Electric ϟ Capital, and Jessica Verrilli for their unwavering support and guidance, and all of our friends and family who put up with the late nights, canceled plans, and the general roller coaster that is startup life. To our customers and users who have been asking, here’s how we got here: The past several months have been some of the most interesting and intense of my life. It all started with the rise of Instagram Threads, which presented us with the opportunity to sell our domains. Around the same time, a handful of companies approached us, wondering if we would be open to an acquisition. When this happened in the past, we would politely decline. However, this time, things were different. We weren't that excited about the time it would take to invest in a rebrand, and with mind-warping technological advances now being a commodity, we were excited about joining a place where we could tinker at scale. Each company we chatted with was incredible. However, what ultimately led us to choose Shopify over others was their culture; two distinct things in particular: 1) Craft-obsessed. Their obsession with not just building the right thing, but also building it the right way is inspiring. Sacrifice shows priority, and hearing stories about some of the hard decisions they made to ensure that what they ship is robust, scalable, and trustworthy, even at the cost of short-term metric gains, really proved that their obsession with craft was much more than a feel-good slogan. Their discussions and decisions have me truly believing they're going to be around for 100 years. 2) For entrepreneurs, by entrepreneurs. Just about every product and engineering leader I met was an ex-founder who grinded for years to turn nothing into something. They all still had that air of resilience, obsession with the details at every part of the stack, and a compelling vision of the future for whatever they were working on. Threads leadership is also made up of ex-founders, so the entrepreneurial focus at Shopify made it clear that it would be the best environment for us to grow and thrive. Very excited for this next chapter with the team and grateful for all of the support we’ve received over the years from those who believed in us. As always, thanks for (th) reading.

Rousseau Kazi

46,843 views • 2 years ago