Anything that sends data out of the building needs two yeses — a human, or a second independent agent.
One model should never be able to unilaterally push to the world.
Two-key launch isn't bureaucracy. It's how you sleep at night.
If AI feels like it's moving without you, you don't need hype — you need a calm place to start. Learn to actually work with it, one step at a time, no jargon. Inside DeFi University Pro, first two weeks free: https://t.co/89hImNs7RP
Two hackathon projects, built at the same time.
Quick progress check on the XRPL build, then I set AI loose on slot 9 and slot 6 simultaneously — push one, push the other, session keeps rolling. Coding with AI isn't sexy, but it's fun.
Free 2 weeks 👇
https://t.co/6emADAQCEh
#XRPL #BuildWithAI #Codex #Hackathon
Want to see our new staking UI in action? @whale589 from @flareforward just put together a fantastic step-by-step video guide. Watch it below, and be sure to check out @flareforward if you're diving into Flare, DeFi, and AI: https://t.co/zXNKw1elQx
Our operating assumption: agents are capable AND untrusted.
Same posture you'd take with a brilliant contractor you've never met.
Capable buys them the keyboard. Untrusted keeps their output in front of the same quality gate as everyone else.
If you don't know where a tool breaks, you can't build around it. So here's the honest version the handful of things AI is genuinely bad at that'll trip you up this week, and the simple fix for each. One of the lessons inside our AI courses on DeFi University Pro, with more on the way. First two weeks free: https://t.co/4CI5VUM32i
Maker and checker.
One AI builds, another checks. The simplest, most powerful split there is — and almost nobody uses it.
Full lesson, free 2 weeks 👇
https://t.co/Yi2X0bNKI6
#AI#BuildWithAI
Here's something most "yield dashboards" hide: the red.
One of our vaults is sitting at a lifetime loss right now, and the dashboard says so in plain red text.
A tool that only shows you wins isn't a tool. It's a brochure.
The real behind-the-scenes of building with AI at the XRPL hackathon — no hype.
My AI build tracker, Claude + Codex side by side (even from my phone), a real spawn failure, the fix, and a clean push. Systems beat prompt tricks.
Free 2 weeks 👇
https://t.co/6emADAQ4OJ
#BuildWithAI #XRPL #ClaudeAI #Codex #XRP
DeFi isn't gambling — it just looks that way when you don't understand the mechanics. Liquidity, yield, risk, stablecoins: learn the pieces and it gets a lot calmer. We teach them step by step inside DeFi University Pro. First two weeks free: https://t.co/89hImNsFHn
And yes — we're building our own FTSO on Flare too.
Not just consuming the network's data. Helping produce it.
If you're going to build on a chain, earn your seat at the table. We're building ours.
Write your AI instructions once. Never type them again.
This is the lesson where setting up your environment starts paying off every single day.
Free 2 weeks 👇
https://t.co/Yi2X0bNKI6
#AI#AIWorkflow
"Not your keys, not your crypto" gets repeated a lot — but few people learn what actually keeps a wallet safe. The basics aren't hard once someone walks you through them. We do exactly that inside DeFi University Pro. First two weeks free: https://t.co/89hImNs7RP
We don't run agent swarms.
We run a named orchestrator + a handful of sub-agents, each with a one-line charter. Sub-agents don't get to call each other behind the orchestrator's back.
Swarm = chaos you can't audit. Charter = work you can trust.
The trade: a little setup, a download, maybe a sign-in. But you stay in control you decide what it touches, and when. Free video walks the whole rung. Full course this week on DeFi University Pro, two weeks free: https://t.co/89hImNsFHn
The part most people quit at.
It took me 3 chats to get AI to find one tracker. Instead of rage-quitting, I worked through it — more context, challenge it, treat it like an employee. That's the whole game. Point AI at the right target and the output is beautiful.
Free 2 weeks 👇
https://t.co/6emADAQ4OJ
#BuildWithAI #AICoding #XRPL
Watch AI deploy a smart contract on-chain.
Repo pre-prepped, key in .env, AI runs the scripts — one real verification hiccup, handled — then tests pass, basis points right, contract live. The ship-it moment, start to end.
Free 2 weeks 👇
https://t.co/6emADAQCEh
#XRPL #SmartContract #BuildWithAI #ShipIt #Web3
The scariest bug isn't the one that screams.
It's the one that goes quiet — the feature that stops firing and looks like it's "just calm today."
We built detectors that notice silence. Prefer a detector over a one-off fix, every single time.