I design fun, engaging, insight-rich sessions that help teams move from curiosity and skepticism to excitement-driven alignment with concrete next steps.

Joined May 2017
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Most AI adoption efforts stall for a simple reason: People are shown AI. They are not meaningfully engaged with it. Someone demos something impressive. Everyone nods. Then they go back to work and nothing changes. Why? 1
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He really doesn’t get it. Like, actually does not understand how “it” works.
I really don’t understand true greed. If I was worth $1 trillion, you’d have to physically stop me from solving as many of the world’s problems as possible. Everyone would have a home, food on the table, proper healthcare, happiness. I just don’t get it.
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Enablement Architecture Disruptionjoe,com/enablement
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Local dynamics can propagate counterfactual traces through causal dependency networks, and bounded systems can have different access to those traces.
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You can just do stuff
you can just do things. you can just have a stupidly simple idea for a drone detection system, so obvious in your head that surely it already exists you can just spend the next weeks hyper focusing on research, only to realize it's not that simple, and maybe you're onto something you can just join a European defense hackathon and get the parts for your first prototype delivered 1 hour before it starts you can just spend 48 hours manically soldering, 3D modeling, printing, hot gluing, taping, cutting, coding firmware, fixing bugs, unrolling fiber optic cables, testing with a mini drone, building a pitch deck, and demoing it on stage where it kind of works but doesn't quite detect the drone you can just apply to an official FPV drone detection crash test in Ukraine, run by Ukraine's Ministry of Defense, without even having a working prototype yet, and get officially invited a few weeks later you can just realize you now have one month to build a working version from scratch, pack all your tools, and fly to the middle of Romania, to your cofounder's house, to spend 3 weeks hacking from 10am to 3am while frantically ordering more parts and bashing your heads against the infinite struggle of building hardware, electronics and software all tightly coupled together you can just try to open a company and a bank account in Portugal while in Romania, and fight the bureaucracy so hard that your bro has to call his mom to physically walk into a civil registry office in the countryside of Portugal, so she tells the registry lady to call you, so you can unlock the company formation process you can just fly back to Portugal to open the bank account in person, go to a Portuguese army innovation conference, and realize how hard it is to innovate in defense without being at war, and how far most European armies still are from the reality of what's happening in Ukraine right now you can just track down and buy the only Mac Studio M4 Max in Portugal, second hand, from a guy in the middle of the country, because it's sold out everywhere with an 8 week waiting list, since it's the only computer with enough compute and low enough power draw to live inside our portable field hub and detect FPV drones in real time you can just decide to travel to a country at war to test your product, and have the trip land just one week after the largest combined Shahed and cruise missile attack that country had seen in over four years of war you can just fly to Budapest, meet your cofounder and spend 2 days in a tiny hobbit house outside the city assembling and soldering the last sensor node, then drive last minute to a field full of wild horses to test the full system with a simple DJI drone, not really sure if it's going to work on the crash test you can just race to the Budapest train station straight off the field, buried in luggage, and board a 20 hour overnight train to Kyiv all by yourself, then talk your way past the Hungarian border police when they get scandalized that a Portuguese guy is rolling into wartime Ukraine with what looks like a weapon in a huge peli case, when it's really just a computer and homemade microphones connected by fiber optics you can just get to Kyiv and spend 2 days locked in your hotel room finishing the system hub, failing to get a GPS fix indoors to test the setup from your hotel bed, while air raid alerts go off every day and you head down to the shelter to wait them out with the other guests, passing around a plastic cup of Ukrainian champagne from Crimea you can just rent a car on the outskirts of Kyiv, get lost because the address was missing one letter after the number, walk 20 minutes at night to find the rental office, and finally get a reliable Skoda to drive to the crash test site at an undisclosed location you can just offer to pick up another participant from the train station on the morning of the test, whose train runs late because it had to be evacuated midway, and strike up a great conversation about defense, AI, Ukraine and acoustic detection the whole way there you can just show up late because you had to navigate to the site on pure vibes and old school map reading, and then start setting up alone while nothing seems to be working you can just beg the organizers for a stronger powerbank to feed the hub, realize after an hour of troubleshooting that the 4th node is dead (and you need at least 4 to detect anything), swap its GPS module right there in the field, and watch it all come alive 5 minutes before the first FPV test flight you can just spend the whole day in the field, eating dust under sun, wind and rain, alongside a field of other manufacturers all chasing the same problem in their own way, while your system hums along detecting and tracking real combat-grade FPV drones in real time, 50 meters out, plotting them on a map like radar, built from a pile of prototyping parts hacked together beautifully, to become a passive acoustic system that nothing can jam, made of 4 homemade microphones connected by fiber optics to a central compute hub you can just not have the official numbers yet, because the organizers are still processing them, but know exactly what you saw with your own eyes, a handmade system tracking combat drones in real time in the middle of a war and use that as fuel to drive you even more obsessed with cracking this problem you can just then take an overnight train to Lviv with all your gear, to compare notes with one of the leading Ukrainian acoustic-detection companies, only to evacuate the station over a bomb threat with your suspicious-looking giant peli hardware case you can just carry on toward Poland, meet a lovely Ukrainian soldier on the train who hands you drip coffee and gives you genuinely great product feedback, but ultimately fails to convince the border officer that you're not transporting a bomb you can just be pulled off the train with all your luggage and spend the next 12 hours questioned by 3 different teams of customs officers, in varying levels of broken english, about who you are, what you're doing, and what every single piece of electronics you're carrying actually does you can just have your whole prototype held at the border for further inspection, maybe to be returned in a couple of months, because nobody could quite believe it's just a regular computer and a bunch of homemade microphones connected by fiber optics you can just find a way to still make it to Vilnius in time for day 2 of the NATO-Ukraine innovators forum, despite losing your flight, and schmooze your way onto the stage to pitch in front of a panel of European defense VCs, running on coffee and zero sleep, in a way that makes sure they remember you you can just do all of that in 80 days, from the initial idea in your head to a working prototype, built with your own hands, that detects and tracks fiber optic guided FPV combat drones in real time, the ones that cannot be detected any other way, in a real test in the middle of Ukraine, so that fewer soldiers die at the frontline to this new class of weapon that has redefined modern warfare forever you can just start doing things and end up with a passive, electronic-warfare-immune acoustic detection system for FPV drones, cheap enough to blanket the frontline, holding up under live battlefield conditions in the most battle hardened country on earth right now you can just do things.
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Prompting loops that prompt your agents isn’t hard Problem shaping - a process to inspect the system and clarify the prompt needed Solution shaping - draft the prompt and have you approve (maybe decide from options) Implementation - run the prompt Validation - eval and log
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To tokenmax or not to tokenmax...
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As a user posting articles on X, I’d like to be able to have people comment and converse on specific lines like Google Docs so that we can have higher quality conversations about my writing.
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This is the first time I’ve seen a video that positively shows AI and captures the way I feel using it.
I posted this paid partnership last night on IG and this morning it’s at 1M views and 100K likes: Life with Claude
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We may be the last generation that won’t be able to talk to our parents after they die.
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This is a missing piece that is now solved. Use YAML front matter and build agent fleets.
We’ve added a CLI for Claude Platform to make every API endpoint runnable from your terminal. Call the Messages API, stand up Claude Managed Agents, pipe results straight into your shell. The ant CLI is well understood by coding agents (Claude Code) using the claude-api skill.
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Disruption Joe retweeted
It finally arrived! Will dig into @tjayrush essays tonight. I love seeing the thoughts of people I like and admire put to print. The user owns the data or the whole thing was pointless.
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We are observers. Observers possess: - local records - limited observation capability - a model for reconstructing the world The world state itself is not directly accessible.
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Each observer reconstructs a rendering from the constraints imposed by available records. How does the space of admissible renderings shrink as records accumulate and propagate?
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Matter = low-entropy regions in the space of admissible renderings.
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Explore mathematical frameworks in which observers maintain partial records of a shared causal history, and reality corresponds not to a single globally accessible state but to the set of invariants that remain stable across admissible reconstructions from distributed records.
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This is a super insight rich article. Especially the 6 patterns for workflows image.
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A. Other minds as indirectly certified via ZK/proof-carrying traces. B. Matter/body as constraints/invariants, not agreement. C. Body as boundary/interface via tensor-network style thinking. D. Observer-renderer as accessible observables/subalgebra. E. Shared reality as overlap-hardening across causal DAGs.
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A conscious observer renders an action-guiding world from accessible records and constraints. The body is the high-finality interface through which the observer becomes causally addressable. Other minds are independently real but indirectly certified.
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Shared reality hardens where observer-record paths overlap. Matter is experienced as stable constraint on possible transformation, not as mere agreement.
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