Roberto Moreno (@robertoamoreno) header
Roberto Moreno (@robertoamoreno) profile picture

I test AI so you don't have to. Real experiments, real numbers, and the occasional game my kids built.

Arizona, USA
Joined November 2008
I test AI so you don't have to. Every week I build something with the newest models and post what works, what breaks, and what it costs. A few recent ones 🧵
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Built a tiny software factory on my Mac. Drop tasks in Todo → each one goes to an agent in its own sandbox → my tests run → ready for review. One real run: 4 tasks, 53 seconds, $0.76. Favorite moment: the agent kills its own shell, notices, and retries. What would you throw at it first?
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My kids now earn TV time by learning 📺 Custom LG TV app: grade 2 & 5 math/science skills with prerequisite locks, from Marble's open skill taxonomy (h/t @lionel_mora). 1 skill = 20 min. A Raspberry Pi kills Netflix, Disney+ & Xbox when time's up. Night one: they hate me 😂
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My son used Grok Bot to build games, pick a domain, launch his own site, and now he's running the promo too. 4 games so far, and they all play on phones, tablets, and TVs. In Bogie Blasters you power up a mega sneeze and save the bathroom from King Clog. Tell him what game he should build next 👇
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Big Lou is having a night in Old Town Scottsdale 🕺 Ragdoll faceplants, a funky chicken dance, and a Pedal Pub crash. New game we're building, coming soon. Who wants to play? 👇
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A flyable Tesla Roadster game in the browser, made in 5 prompts. Thrusters, barrel rolls, fireworks.
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Follow along if you want the real results, not the hype. What should I test next? 👇
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We made a game starring our real grandma. She sneezes her teeth out and you have to catch them before the pigeons do. ¡ACHÚ! 👵🦷 Should we put it online? 👇
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My kid and I built a game where a cartoon tiger goes radioactive and fights 10 monsters. Beast mode vs. Omega Beast is my favorite part 🐯☢️ Not online yet. Want to play it? 👇
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Replying to @elonmusk
@elonmusk is right we are going to need more compute power. showed my kids 8-10 how to use @bot to build 3d games in matter of a couple hours they have built 5 games this is incredible
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Roberto Moreno retweeted
Official agent terms from Amazon finally came out sellercentral.amazon.com/hel… Take a look, some interesting points they make
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While shopping for shoes, my 82-year-old mother interrupted the salesperson to seek advice from @grok.
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I asked Grokbot to turn the new Tesla Roadster event into a game. A few prompts later, I can fly it, flip it, barrel roll it, and even write code to pilot it 🚀 Four thrusters, sweeping spotlights, fireworks. All in the browser. Play it 👇 robertoamoreno.github.io/roa… @Tesla @bot
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We were paying LLM rates to answer one yes/no question. Does this message break fair housing law? So we tested a model that returns typed decisions instead of generating text. @typesafeai 229ms per check. ~$1.30 per 10,000 messages.
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What are you using an LLM for that maybe shouldn't be an LLM call?
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Same pattern anywhere you'd force an LLM to classify, score or gate: ticket routing, urgency scoring, refund intent, RAG relevance, prompt-injection screening. An experiment, not legal advice or a compliance product. fairhousingchecker.com
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What I didn't expect was that the policy stays in my code. The model returns probabilities. The thresholds that turn them into allow, review or block are constants I tune against labelled cases, not weights I retrain.
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