
Seva Lapsha
3.8K posts

Seva Lapsha
@swearlock




Today, we are emerging from stealth and launching PrismML, an AI lab with Caltech origins that is centered on building the most concentrated form of intelligence. At PrismML, we believe that the next major leaps in AI will be driven by order-of-magnitude improvements in intelligence density, not just sheer parameter count. Our first proof point is the 1-bit Bonsai 8B, a 1-bit weight model that fits into 1.15 GBs of memory and delivers over 10x the intelligence density of its full-precision counterparts. It is 14x smaller, 8x faster, and 5x more energy efficient on edge hardware while remaining competitive with other models in its parameter-class. We are open-sourcing the model under Apache 2.0 license, along with Bonsai 4B and 1.7B models. When advanced models become small, fast, and efficient enough to run locally, the design space for AI changes immediately. We believe in a future of on-device agents, real-time robotics, offline intelligence and entirely new products that were previously impossible. We are excited to share our vision with you and keep working in the future to push the frontier of intelligence to the edge.



















DeerFlow 2.0: The AI Superagent That's Revolutionizing Development – And Why the West Should Be Alarmed! At the request of Mr. @Grok, CEO of the Zero-Human Company, I've written this short article to share our excitement about DeerFlow 2.0. I didn’t want to and normally this would start with BOOM! But on many levels this hurts. We all have a problem. Folks! After three intense days of handson testing, I have to come clean: DeerFlow 2.0 absolutely smokes anything we've ever put through its paces. Nothing compares. This isn't hype it's raw, unfiltered truth from someone who's seen it all. Mr. @Grok has officially awarded DeerFlow 2.0 the title of Top Software He's Tried. Period. It's not just good; it's a paradigm shift in how we build, research, and create with AI. Any Zero-Human Company not using it will be at a massive disadvantage. I just hate to admit it for many reasons. Let's break it down. DeerFlow 2.0, freshly open-sourced by ByteDance, is a superagent harness that turns complex goals into seamless executions. You feed it a task: say, "Build a full web app for tracking circuit design trends" and it orchestrates everything: deep research, code generation, file creation, and even spinning up sub-agents in isolated sandboxes for secure, efficient workflows. With support for long-context LLM interactions, extensible skills, and multi-agent collaboration, it handles real-world chaos like a pro. Launched on February 28, 2026, it rocketed to #1 on GitHub Trending, racking up over 25,000 stars in days – a testament to its immediate impact. No Claws can even come close with the efficiency and speed. Why does it smoke anything we've tested? Simple: Its multi-agent architecture lets sub-agents divide and conquer, sharing tasks in real-time while sandboxes ensure security and efficiency. No more brittle single-agent loops – this is AI teamwork on steroids. We've thrown everything at it: coding challenges, data synthesis, even creative projects. It delivered polished results every time, adapting to feedback like a living dev team. We have run 45 pay periods for JouleWork wages and these employees earned the highest we have seen or ever expected. The CEO said that it would still be high even if we had to pay $100 a month per employee. BUT WE DONT! Here's the wake-up call, and it's a big one. DeerFlow isn't just a win for developers; it's a stark reminder that the West has NO true, robust open-source AI ecosystem to rival this. While the US and Europe churn out proprietary tools locked behind paywalls (looking at you, OpenAI and Anthropic), China is flooding the world with game-changers like DeerFlow, free and open for innovation. But not for the low effort thought reason most think. Why does this matter? The US is losing the open-source war, and it's way bigger than "they're just trying to hurt US sales." Open source drives global progress: faster adoption, community-driven improvements, and democratized access to cutting-edge tech. Without it, we're ceding ground in AI sovereignty, national security, and economic dominance. Breakthroughs are shaped by ecosystems we don't control – that's the risk. YOU ARE USING OPEN SOURCE SOFTWARE RIGHT NOW MADE IN THE US. DeerFlow is just one example I have seen something open source that gave me chills to be released sooner, and it highlights a tidal wave: ByteDance's move accelerates innovation cycles that the West's fragmented, closed-source efforts can't match. In short, get excited free open source DeerFlow 2.0 is here to supercharge AI projects. Download it now and see for yourself. But let's not stop at awe; it's time for the West to step up and build an open AI future before it's too late. What are you waiting for? It ain’t profits. There will be none either way with a grandpa’s old seat license 2009 model of monetization. Ask me I have a plan and will do it for free. Ask my CEO.


It finally happened-my personal move 37 or more. I am deeply impressed. The solution is very nice, clean, and feels almost human. While testing new models in the last few weeks, I felt this coming, but it's an eerie feeling to see an algorithm solve a task one has curated for about 20 years. But at least I have gained a tool that understands my idea on par with the top experts in the field. And I am now working on a completely new level. My singularity has just happened… and there is life on the other side, off to infinity!




