luzia retweeted
My X Feed Today:
Jev Jev Jev in my factory...
After co-inventing ChatGPT, I kept asking myself: why have superhuman chat models not led to AGI?
I’ve spent the last 2 years in stealth building a new way to train models (RLCD), and a new type of frontier AI model that we are releasing today: Jev
• 20-200x faster
• 40-400x cheaper (w/ output tokens free)
• Frontier composable intelligence optimized for decisions
AFAICT the shortest path to AI-based economic revolution
luzia retweeted
𝗧𝗲𝗺𝗽𝗲𝗿𝗮𝘁𝘂𝗿𝗲, 𝘁𝗼𝗽-𝗽, 𝗺𝗶𝗻-𝗽, 𝗳𝗿𝗲𝗾𝘂𝗲𝗻𝗰𝘆 𝗮𝗻𝗱 𝗽𝗿𝗲𝘀𝗲𝗻𝗰𝗲 𝗽𝗲𝗻𝗮𝗹𝘁𝗶𝗲𝘀, 𝘀𝗲𝗲𝗱, 𝗹𝗼𝗴𝗽𝗿𝗼𝗯𝘀.
These are the knobs that control what an LLM actually outputs, and most of us never touch them.😱
What I eventually learned is that the prompt is only half the controls. The other half is that set of 𝘀𝗮𝗺𝗽𝗹𝗶𝗻𝗴 𝗽𝗮𝗿𝗮𝗺𝗲𝘁𝗲𝗿𝘀, firing the moment the model picks its next token.
So I wrote the field guide I wish I’d had: one simple mental model, every parameter explained without the folklore, and a copy-paste cheat sheet of settings per task.
The pattern I keep seeing at LayerX is teams reaching for a bigger model or a fine-tune to fix what were really sampling problems.
It’s the cheapest lever in the stack, and almost everyone skips it.
layerx.xyz/blog/llm-temperat…
Next week we will launch new symbols on our platform . Follow us to know more soon 📡
Now live: 173 new tokenized stocks and ETFs.
Ondo Global Markets now spans 430+ tokenized stocks and ETFs, with the latest batch covering the hottest sectors and trends:
→ AI
→ Robotics
→ Quantum
→ Defense tech
→ Critical materials
→ Data center energy
→ BlackRock active ETFs
→ Covered call income strategies
→ & many more
With 430+ tokenized stocks and ETFs now live across Ethereum, Solana, and BNB Chain, Ondo Global Markets is expanding access to the world's most in-demand assets.
Shipping Production code continues to be a science for humans 👏
𝗦𝘁𝗼𝗽 𝗽𝗿𝗲𝘁𝗲𝗻𝗱𝗶𝗻𝗴 𝘁𝗵𝗮𝘁 𝘆𝗼𝘂 𝗮𝗿𝗲 𝗮𝗯𝗹𝗲 𝘁𝗼 𝘀𝗵𝗶𝗽 𝗮 𝗦𝗮𝗮𝗦 𝗶𝗻 𝟰 𝗵𝗼𝘂𝗿𝘀.
You shipped a prototype. Then you tweeted a screenshot. Then you ran.
We've been shipping with AI agents every single day for the last year at @LayerXlab . They write roughly 80% of the code we put into production. I'm not the guy telling you AI is overhyped.
But the "one prompt rebuilt years of work" crowd is selling you a magic trick.
𝗧𝗵𝗮𝘁 𝗱𝗲𝗺𝗼 𝘆𝗼𝘂 𝘀𝗮𝘄? It's the cheap 80%. Edge cases, security, concurrency, performance budgets, the decisions made after real incidents at 3am , one of that is in your 4-hour build. And no, your test that "checks the happy path" doesn't count.
𝗛𝗲𝗿𝗲'𝘀 𝘁𝗵𝗲 𝗽𝗮𝗿𝘁 𝗻𝗼𝗯𝗼𝗱𝘆 𝘄𝗮𝗻𝘁𝘀 𝘁𝗼 𝗮𝗱𝗺𝗶𝘁:
- Without a design, the agent will invent one for you. That's not a feature.
- A prototype is a promise, not a product.
- Every model release rewrites your assistant's personality. Treat it like a new hire.
- The agent amplifies the engineer you already are. If you're sloppy, you're now sloppy at machine speed.
- Engineering process review, conventions, CI discipline is the moat now. Not your prompt library.
𝗥𝗲𝗽𝗹𝗮𝗰𝗲𝗱 𝗲𝗻𝗴𝗶𝗻𝗲𝗲𝗿𝘀? No. Amplified ones. The gap between the two crowds is about to get embarrassing.
11 lessons from the trenches, one per slide. The honest version. Not the demo.
Full essay layerx.xyz/blog/ai-coding-ag…
Disagree? Even better. Tell me where I'm wrong.
REST polling vs WebSocket for crypto prices most articles end with “just use WebSocket.”
That’s a half answer. 🤔
Understand when REST is actually the right call, when sockets earn their keep, and the hybrid pattern real systems run in production.
A Decision tree + TypeScript examples inside 👇
luzia.dev/blog/rest-polling-…
REST polling vs WebSocket for crypto prices most articles end with “just use WebSocket.”
That’s a half answer. 🤔
Understand when REST is actually the right call, when sockets earn their keep, and the hybrid pattern real systems run in production.
A Decision tree + TypeScript examples inside 👇
luzia.dev/blog/rest-polling-…
Now you can follow the $BTC, $ETH, $SOL Markets from Multiple Exchanges on a single page 🔥
It feels like magic 🪄
💎 𝗦𝗵𝗶𝗽𝗽𝗲𝗱 𝗮 𝗿𝗲𝗮𝗹𝘁𝗶𝗺𝗲 𝗰𝗿𝘆𝗽𝘁𝗼 𝗽𝗿𝗶𝗰𝗲𝘀 𝗽𝗮𝗴𝗲 𝗯𝗮𝘀𝗲𝗱 𝗼𝗻 𝗟𝘂𝘇𝗶𝗮 𝗶𝗻𝗳𝗿𝗮, 𝗮𝗻𝗱 𝘁𝗵𝗲 𝘀𝘁𝗼𝗿𝘆 𝗯𝗲𝗵𝗶𝗻𝗱 𝗶𝘁 𝗶𝘀 𝗮 𝘀𝗺𝗮𝗹𝗹 𝗹𝗲𝘀𝘀𝗼𝗻.
It didn't start as a roadmap item. I was trying the @claudeai Design capabilities on a quiet afternoon, sketching what a clean multi-exchange pricing grid could look like. The result was surprisingly sharp. Clear hierarchy, readable at a glance, the kind of thing you'd actually bookmark.
@luziadev already has the hard parts solved: persistent WebSocket connections to Binance, Coinbase, Kraken, Bybit, and OKX, a real-time bridge to the pricing data. The experiment just needed some extra effort.
So i wired the design into the existing infra, added per-pair routes with SEO, server-rendered the initial state for fast loads, and shipped.
Two takeaways worth sharing:
📝 𝗔𝗜-𝗮𝘀𝘀𝗶𝘀𝘁𝗲𝗱 𝗱𝗲𝘀𝗶𝗴𝗻 is genuinely useful when you treat it as a starting point, not a final answer.
e 𝗦𝗼𝗹𝗶𝗱 𝗶𝗻𝗳𝗿𝗮𝘀𝘁𝗿𝘂𝗰𝘁𝘂𝗿𝗲 𝗽𝗮𝘆𝘀 𝗰𝗼𝗺𝗽𝗼𝘂𝗻𝗱𝗶𝗻𝗴 𝗱𝗶𝘃𝗶𝗱𝗲𝗻𝗱𝘀. A side experiment became a product feature in a single sprint because the pipes were already there.
Live now live.uzia.dev
luzia retweeted
💎 𝗦𝗵𝗶𝗽𝗽𝗲𝗱 𝗮 𝗿𝗲𝗮𝗹𝘁𝗶𝗺𝗲 𝗰𝗿𝘆𝗽𝘁𝗼 𝗽𝗿𝗶𝗰𝗲𝘀 𝗽𝗮𝗴𝗲 𝗯𝗮𝘀𝗲𝗱 𝗼𝗻 𝗟𝘂𝘇𝗶𝗮 𝗶𝗻𝗳𝗿𝗮, 𝗮𝗻𝗱 𝘁𝗵𝗲 𝘀𝘁𝗼𝗿𝘆 𝗯𝗲𝗵𝗶𝗻𝗱 𝗶𝘁 𝗶𝘀 𝗮 𝘀𝗺𝗮𝗹𝗹 𝗹𝗲𝘀𝘀𝗼𝗻.
It didn't start as a roadmap item. I was trying the @claudeai Design capabilities on a quiet afternoon, sketching what a clean multi-exchange pricing grid could look like. The result was surprisingly sharp. Clear hierarchy, readable at a glance, the kind of thing you'd actually bookmark.
@luziadev already has the hard parts solved: persistent WebSocket connections to Binance, Coinbase, Kraken, Bybit, and OKX, a real-time bridge to the pricing data. The experiment just needed some extra effort.
So i wired the design into the existing infra, added per-pair routes with SEO, server-rendered the initial state for fast loads, and shipped.
Two takeaways worth sharing:
📝 𝗔𝗜-𝗮𝘀𝘀𝗶𝘀𝘁𝗲𝗱 𝗱𝗲𝘀𝗶𝗴𝗻 is genuinely useful when you treat it as a starting point, not a final answer.
e 𝗦𝗼𝗹𝗶𝗱 𝗶𝗻𝗳𝗿𝗮𝘀𝘁𝗿𝘂𝗰𝘁𝘂𝗿𝗲 𝗽𝗮𝘆𝘀 𝗰𝗼𝗺𝗽𝗼𝘂𝗻𝗱𝗶𝗻𝗴 𝗱𝗶𝘃𝗶𝗱𝗲𝗻𝗱𝘀. A side experiment became a product feature in a single sprint because the pipes were already there.
Live now live.uzia.dev
Happy to be featured on @cryptodailyuk article about the 10 crypto API providers in 2026.
cryptodaily.co.uk/2026/04/bu…
Getting today's #Bitcoin price from @claudeai has never been easier.
We shipped a hosted Remote MCP server for crypto Prices.
Give @claudeai a URL and an API key.
And you're now pulling real-time tickers from @binance , @coinbase , @krakenfx , @okx , and @Bybit_Official .
No local install, no config.
Agents are going to be a big chunk of API traffic. Building for that now.
luzia.dev/blog/luzia-remote-…
Getting today's #Bitcoin price from @claudeai has never been easier.
We shipped a hosted Remote MCP server for crypto Prices.
Give @claudeai a URL and an API key.
And you're now pulling real-time tickers from @binance , @coinbase , @krakenfx , @okx , and @Bybit_Official .
No local install, no config.
Agents are going to be a big chunk of API traffic. Building for that now.
luzia.dev/blog/luzia-remote-…
You open 4 tabs every morning to check crypto prices for your favourite crypto currency.
CoinGecko. TradingView. Twitter.
Another tab.
There’s a better way.
You can connect Claude to real-time market data via Luzia MCP and with one question you get a full research report in seconds.
Here’s the exact setup 👇
luzia.dev/blog/how-to-build-…













