"If you're the smartest person in the room, you're in the wrong room" Lucky for me I am constantly inspired by the people, ideas, projects, innovations and novel solutions I hear daily - even on this little x-box ! ;) I love ideas - and the people that have them :)

It's a rapidly evolving AI landscape... so how do you build scalable AI-native architectures that aren't outdated the moment you deploy them? My core philosophy for working in the AI era: 🔹Code is cheap; intelligence & specification is still hard. Models let me iterate faster than ever, but a model can only build what someone has defined well. The scarce skills are knowing exactly what to build and truly understanding what was built: AI can do the thinking, but the comprehension has to stay with us. 🔹Start from the problem, not the technology. I build from first principles around a real user pain, often my own, and let the problem shape the solution rather than the hype cycle. A precisely understood problem is the best specification there is. 🔹Systems beat models, and composable systems outlast them. Every company has the same frontier models. The advantage lives in the integration layer around them: the context, tools, evaluation and interfaces that make a model useful. I build that layer to be modular, so when a better model, router or standard ships, we swap a part instead of rebuilding the product. 🔹Humans own judgement; machines own repetition. AI should take over the work no person should have to do, and put human judgement at the decisions that matter. I design agentic systems with people at the gates rather than in every step.

No - my agent output!!!! moving them to cloud now.. lol

This was one of the core problems @Lilypad_Tech solved. You dont need marketing ploys when incentives are aligned to contribute meaningfully to the network. I remain convinced that web3 has key primitives like open markets, coordination, provenance & ofc payment rails - AI needs.

🤣🤣🤣

~70% of the internet runs on php... (CRMs like Wordpress, Drupal, Magento & government & education sites). Security firms are saying "the exploit tool successfully works against virtually every PHP release from version 5.4.0 onward" My bet is we're going to see a lot more exploit posts like this coming out - AI has sped up both building code and the security review process. Before anyone attacks the team... this got leaked before they could successfully patch it - clearly thats the non-ideal way to do it.

Distributed compute is still a good bet #dePIN 📽️ Why AI Demand Is Outrunning Compute Supply youtu.be/FGC4ofTcg2k?si=Giwg… via @YouTube

Literally just built jamjam.tech. these socks knew! Lol

@token2049 main themes & takeaways - tokenised assets & 24/7 trading is here - quantum proofing $btc - privacy chains - your user is an agent Its hot. 😉

@usecorgi vibes 💩

@kast great job creating a 1990s dynamic. Letting girls in gold dresses in and not people using your product or partners. No idea why people don't take crypto seriously.. or more importantly.. the women in the industry

100% Quickest output, not the optimal one is rewarded - tbf defining what's 'good' is the whole human game 🙌

🤷‍♀️ didn't sleep all night the other day. Got to 6am and i just went to the gym lol

The gap isn't code generation. Production software is a system, and models are weakest exactly where systems thinking lives: holding the whole context, judging trade-offs, and understanding human requirements. I think an out of the box integrated ecosystem is close, I'm not betting a model alone will do it though.

Vibecoding paper on this:

Vibecoding isn't falling short because models are bad at code. It's falling short because we're selling a component as a product. Production grade is a property of systems & holistic divergent thinking & architecture, not models. Models don't have the context window for that.