Weekend pace hits different. Less noise. More space to think clearly about what we’re building and why it matters. AI, crypto, coordination, UX... none of it works in isolation. Good systems come from good questions. And sometimes the best ones show up when things slow down.

If you're building agentic AI systems, what's the hardest piece to get right?

gm ☀️ The most meaningful systems aren’t the most complex. They’re the ones that meet people where they are and move them forward. In AI, in crypto, in product… clarity is the real unlock. Build what matters. Make it usable. Keep going.

Hot take: The hardest part of AI isn’t the models. It’s building systems people actually want to use. Crypto has the right ingredients verifiability, incentives, composability but most products still feel like they’re built for other devs, not users. We can do better. What’s

The future of software is autonomous. But autonomy without understanding is chaos. This is why context is everything not just for agents, but for users too. The best products won’t just be smart. They’ll be aligned, transparent, and feel obvious the first time you use them.

If you were building an AI agent this weekend, what would it be?

Some thoughts on crypto right now: The noise is still loud. The cycles still swing hard. But underneath it, real infrastructure is getting built slowly, quietly, and with much better questions. Less "wen moon." More: How do we make this usable? Trustworthy? Worth someone’s

When people say “agents” in crypto or AI, the definitions vary wildly. Sometimes it means an LLM stuffed into a Telegram bot. Sometimes it’s just a fancy wrapper for automation. Sometimes it’s... not really an agent at all. So here’s how I think about it especially from a

The real unlock in AI won’t come from bigger models. It’ll come from smaller agents that talk to each other. What we’re building next isn’t artificial intelligence it’s artificial coordination. Thread coming soon.

The real unlock in AI won’t come from bigger models. It’ll come from smaller agents that talk to each other.” AI is evolving fast. Models are smarter. Interfaces are smoother. Outputs are more convincing. But one thing hasn’t changed: Most AIs still operate alone. No memory.

Some weekends are for rest. Others are for clarity. Took time this morning to step back and ask: Are we building features, or are we building systems that truly help people think, decide, and act better? In AI x crypto, that line matters more than ever.

We don’t need smarter machines. We need machines that understand the stakes. A short thought on why agentic systems are hard and worth it Everyone’s chasing intelligence. But real-world systems don’t just need IQ they need alignment. They need to act, adapt, and respond with

Markets crashed last night. Again. Cycles will cycle and in crypto, volatility isn’t a bug, it’s part of the DNA. But zoom out, and a different pattern is emerging. AI isn’t just coming for Web3. It’s starting to build with it. DEFAI isn’t about hype models or chatbots with

Been a stressful week for the team... but we’ve been cooking through it Appreciate everyone tuning in. More heat coming soon

AI agents on Ethereum are still early and mostly reactive. They monitor, alert, maybe automate a few tasks. But we’re entering a new phase. With real-time on-chain data, native incentives, and agent-to-agent coordination, these agents can do more than just watch the chain. They