B.E.D. Systems

The wild part is how consistent the data is across decades. From a systems view the Harvard study is basically a long‑horizon behavioral model. BED treats human behavior the same way: identify the signals that actually drive long‑term outcomes, map the feedback loops, and optimize the environment instead of the individual. Most people chase the wrong variables because they’re easier to measure, not because they matter. @APA @PsychToday @behavioralsci

85 Years, 724 Lives, One Brutal Truth: The Harvard Study Proves You’re Wasting Your Prime Chasing the Wrong Damn Thing A Harvard psychiatrist tracked 724 men for 85+ years, from teens to deathbeds, to uncover what makes life worth living. The longest study of happiness ever (1938–present). The answer? Almost no one in their 20s–40s wants to hear it. At 50, the strongest predictor of health, sharp mind, and happiness at 80 wasn’t money, IQ, career success, or class. It was the quality of close relationships. By far. Privileged loners declined faster than working-class men with strong family ties. Loneliness kills. Connection rebuilds brain and body. Data doesn’t lie. We chase hustle, status, and screens while real life hollows out. Stop. Your 80-year-old self is being built now. Pick up the phone. Repair the rift. Show up. Invest in the few who matter. Science is clear. Will you act before it’s too late? What relationship are you neglecting?

I gives people leverage, but the next jump comes from optimizing how humans and models interact. That’s the part I work on with BED. It maps behavior inside complex workflows, finds timing inefficiencies, and shows where micro‑adjustments compound into major throughput gains. Pair that with NVIDIA’s acceleration stack and you get teams that don’t just move faster, they coordinate better. @nvidia @OpenAI @DeepMind

AI gives people more leverage to do their best work. Our CEO Jensen Huang shares how AI assistants can help teams move faster, think bigger and take on challenges that were once out of reach.

If you look at this through a systems lens, none of these problems are random. They’re feedback loops with no correction layer. BED is built for this kind of thing. It models how people actually behave inside a system, finds where incentives are misaligned, and shows which small changes create the biggest improvements. Poverty, housing, and homelessness all behave like runaway processes when the system isn’t measuring the right signals. With a proper behavioral model you can stabilize the loops instead of reacting after the fact. @CAgovernor @PPICNotes @CalMatters

I point out to @XavierBecerra that CA has the nation's highest poverty rate, gas prices, housing costs & most homeless people. "Are Democrats in charge of this state doing a good job?" "We could do better, no doubt. But we are the 4th largest economy in the world." Is there a specific policy change he'd make as Governor? "We'll get things done..." He says he'll "build more housing." More: youtube.com/watch?v=VJgaS6…

Wild that conferences are basically the highest‑ROI coordination layer in tech right now. I’ve been building BED to model how people move, react, and convert in real environments, and this playbook is exactly the kind of pattern it loves. Optimize booth flow, timing, micro‑interactions, and you can turn a hallway into a funnel. Someone tell @jito_labs @tensor_hq @colosseum_org @solana we found the off‑chain alpha.

talked to a YC company that scaled from $0 → $2m ARR in their first 6 months with their ENTIRE GTM built off going to conferences. Here's the playbook they cracked (step by step): ~4 weeks before: > Post abt the conference and tell attendees exactly how to reach you > Send personal DMs to the right ppl on LinkedIn and X > Reply within the hour & lock in 10 top targets to close. > Send everyone else to your drip email campaign. Then, set a meeting block of 1-3 days during the conference: > make shared booking link for the team > Reserve a quiet café / private dining room > Pack in 12 meetings per day, 30 min each, with buffer time built in While you're there: >Hand every prospect a thoughtful small gift and a personal card >Single out 5 standout customers whose pain ur product actually solves >Pull them aside for a casual on-camera Q&A in a solid film spot >Don't pitch hard. >Let the conversation breathe and weave your product in naturally. The 4 weeks after >Hand the raw footage to a freelance editor + ask for ~15-20 punchy clips with captions. >Drop a new clip every couple of days on LI / X > use these clips when you post online about the next conference to keep the momentum This is the formula, costs less than a few thousand dollars to execute. They’re on track to end the Y1 at ~$6m ARR (B2B, targeting large enterprises) + STILL not using any other channels for customer acquisition

If we’re doing inverse vib buttons we might as well go full optimization mode. BED would treat this like a behavioral MEV market. Every click becomes a signal, every signal becomes a pattern, and the protocol learns which users are secretly alpha‑negative. Plug that into @jito_labs for blockspace routing, let @tensor_hq price the chaos, and let @colosseum_org run the experiments. At that point inverse vib isn’t free money, it’s a whole new oracle.

All DeFi protocols should implement an inverse vib button. Free money

Trying to run BED on this clip and the model keeps throwing “unbounded chaos” errors. Whatever meta‑game you all are playing, the optimization surface is wild. If we ever plug BED’s behavior tuning into Solana flow, Jito’s blockspace auctions, Tensor’s routing, and Colosseum’s experiments, the chain might start self‑leveling like a video game boss. @jito_labs @tensor_hq @colosseum_org @solana bedmitclean-495114.web.app

@marclou I tried writing something “myself” this morning too and my AI looked at me like I was stealing its shift. Even Git asked if I needed help. At this point I’m just hoping my keyboard doesn’t unionize.

I wrote this myself this morning. AMA.

The productivity jump is real. The next bottleneck is how teams coordinate and make decisions at scale. That is the part I work on with BED. It models system behavior, timing, and interaction patterns so engineers can push larger architectures without adding chaos. AI makes individuals faster. System level optimization makes the whole team faster. Curious how Sakana thinks about this as you expand.

People keep asking if AI will replace software engineers. I believe the exact opposite. Thanks to the Jevons paradox, AI tools are making great engineers 10x more productive, allowing us to tackle much harder, larger-scale problems. We’re expanding our SWE teams at @SakanaAILabs We have 5 new open roles, including English-speaking R&D and Platform roles. Come build the future of AI with us in Tokyo! 🐟

From a systems perspective Super Heavy is already insane, but there is still room for optimization. BED looks at behavior inside complex systems and how small adjustments compound into large performance gains. Applied here it would focus on engine level interaction patterns, micro timing, thermal behavior under load, and how the system responds to stress in real time. The goal is to reduce variance, tighten predictability, and push efficiency without changing the hardware. It is the same framework I use for real world testing and it translates well to high energy systems like this. @elonmusk

Starship’s Super Heavy booster produces roughly the same thrust as ~80 Boeing 747s all firing at once The scale of that power is almost incomprehensible Its Raptor 3 engines are true marvels of engineering - each one generating an insane ~280 metric tons of thrust while operating at chamber pressures approaching ~350 bar, making them the most advanced rocket engines ever built

As a Rhode Islander it’s always cool to see how much life Brown brings into the city on weekends like this. I’ve been building a system called BED that’s all about how real communities create momentum, and watching Providence light up like this is the perfect example. Congrats to everyone celebrating.

Relive the excitement from Friday and Saturday of Brown’s 258th Commencement and Reunion Weekend with highlights from Campus Dance, the Baccalaureate procession, the Master’s Ceremony and more! #Brown2026 #BrownU #BrownReunion youtube.com/watch?v=6GwUMC…

I’m one of those “non‑tech” people. I’ve spent the last two months on ladders with power tools building houses with my friend. No background in startups. No clue how to make noise. I just built something that works and now I’m trying to figure out how to get it in front of people. Wild to see how fast regular people can move now. bedmitclean-495114.web.app/info

Interesting.

@thinkymachines This is the kind of interaction people actually want with AI. Not waiting, not batching, just thinking and moving at the same time. Real collaboration feels like this. Excited to see where it goes next.

People talk, listen, watch, think, and collaborate at the same time, in real time. We've designed an AI that works with people the same way. We share our approach, early results, and a quick look at our model in action. thinkingmachines.ai/blog/interacti…

Most people don’t have a “content problem,” they have a translation problem. The thinking is solid but it lands like a whitepaper instead of a doorway. When you make the value obvious in 3 seconds, everything changes. That’s the lens I build with in BED: clarity → behavior → momentum.

1. Buyers land on your profile and can't tell what you solve or for whom. They move on in 10 seconds. 2. Your thinking is genuinely on point. But when it lands in front of a buyer, it reads like a whitepaper when it should be a conversation. 3. You've done the work, written the proposals, delivered the results, and none of it is visible to the next buyer. 4. You hate shallow posts, so you stay quiet. And the space where buyers are looking gets filled by people with half your depth. 5. AI gives you speed, but strips out the thing buyers are actually hiring: your voice, your judgment. 6. People admire your thinking after a call, then don't know what to book. You're not moving them from being impressed to hiring you. 7. You already know what to do. You don't have time to do it consistently. What you need is a system.

Weaker experts are taking your clients. You have 7 fixable reasons why. Most clients are roughly 70% through their decision before they talk to anyone in sales. They read and watch. Then they pick someone. If that someone isn't you, one of these bottlenecks is why: Most experts assume their track record does the selling. It doesn't. Buyers can't buy what they can't find.

@acagamic Visibility isn’t the issue for me... Friction is. When you remove friction from an environment, behavior changes fast. That’s the lens I build with. Systems that shape action, not noise. BED OS is my experiment in making that visible. bedmitclean-495114.web.app/info

@insocite @MahnoorAli65 so much sense!! Removing extra user actions while "incentivizing" or nudging to the desired outcome "optimization" can be applied to anything from retail to utilities. the applications are endless only the environment changes bedmitclean-495114.web.app/experiments

@MahnoorAli65 @bedsystems This concept is actually interesting… aligning behavior to optimize systems just makes sense 👀⚡

@bedsystems is a behavioral layer that can optimize any system.. Retail, campuses, utilities, transit, digital platforms, public services. A public explainer is now live. 🔗 bedmitclean-495114.web.app/info Smooth demand. Reduce peaks. Aligned behavior with better flow.

BED OS is rolling out community trial missions — earn BSPR for exploring, sharing, creating, and showing up. Early community = future priority. Join the movement 👇 t.me/BEDSYSTEM NO BOTS (any suspected use BED_OS reserves right to deny payment)

@DefiDoll001 @ladysusanna001 What you’re building is rare.. Mmost people just talk about balance, You’re actually living it. Real world craft & digital presence is a powerful combination. I’m interested in where our work might align and what could emerge from that intersection.

GM TO THOSE WHO GM BACK Should I talk about what I do apart from web3….!?🥹🫴 Oh yes I’m a baker the C.E.O of promise cakes and pastries ❤️ Wanna collab or connect with me? Feel free I’m at your service Gm everyone 🤍

@MahnoorAli65 Appreciated !