Claudio

Quick gut check I've been using while building AI systems: - Are we storing everything or only what matters? - Can the system update what it "knows" about a user over time? - Can that knowledge be inspected and corrected? - Do our evals catch edge cases and regressions? The hard part is not generating responses. It's building systems that learn in a reliable way.

The hardest part of building AI agents isn't the AI. It's making them predictable. Users expect: - consistent answers - reliable actions - no weird edge cases Getting there means: - strict tool schemas - defensive prompts - evals for edge cases and regressions - retries and validation - logs for everything AI feels magical in demos. Production is engineering.

🚨BREAKING: Microsoft just solved the "Agent Loop" problem. Agent Lightning is an open-source framework that lets agents learn from their own mistakes using Reinforcement Learning. Your agent fails a task → Agent Lightning analyzes why → Updates the prompt automatically → Next run succeeds. 100% Opensource.

@widgetflow Hey AJ! We're @madebymonogram, a US-based company. We're a Vercel Certified Partner specializing in modern web apps and composable platforms. Shooting you a DM.

I'm looking for a reputable website & web app agency based in the USA who can give me a quote based on project scope. Let's connect, I need a quote ASAP. DM me for the scope. Thanks! 🇺🇸

@AJCentrone Hey @AJCentrone! We're Monogram. Vercel Certified Solution Partner focused on composable web platforms. Build fast, scale easily, your team can update content without devs. Happy to chat if you're still looking. monogram.io

I’m the director of marketing for the fastest growing health and wellness franchise. We need a new website, who should we hire?

@Shwinnabego We're a design + engineering shop in Atlanta focused on composable web platforms and AI-enabled experiences. Not social-first, but strong on the web dev/modernization side if any of those requests fit. Happy to chat if useful → monogram.io

Every few months I'll post an IG story asking if any brands are looking for a creative agency I get ~30-40 requests each time — companies looking for social, perf marketing, web dev, OOH campaigns, etc., but I can route maybe half of it Need more good agencies to send people to, esp on the social side.

We now support Bun on Vercel. Bun is an open runtime pushing the frontier on DX and performance. Start building and see our latest benchmarks. vercel.fyi/buntime

Gemini Flash for IVR is wild. 🤯 ~75% faster on big prompts, latency barely changes as context grows. For real-time, natural conversation, nothing else comes close. #gemini #ai #googleio

Legends, old friends, and new faces—Interrupt 2025 delivered. A full day of honest conversations on building AI agents, what’s working, what’s not, and how to get to prod. Shoutout to the @langchain crew for a great event.

New site who dis 👀 zenity.io #MadeByMonogram with @nextjs @vercel & @sanity_io

ngl @angular lookin pretty good these days

Farewell, 2024. Hello, 2025. #HappyNewYear2025 #MadeByMonogram

2025 will be the year of agentic systems The pieces are falling into place: computer use, MCP, improved tool use. It's time to start thinking about building these systems. At Anthropic, we're seeing a few best practices emerge - we wrote a blog post with our findings:

Just wrapped up an amazing offsite in Mexico City 🇲🇽 🌮 — thriving at the intersection of Design + Engineering + Service depends on a team sharing strong friendships, laughter, good food, and a sense of wonder. ¡Hasta luego, #CDMX!

@ScarsoJuan @luismariogm @ycombinator @koomen @paultoo @dflieb Here’s a good write up by none other than Paul Graham: paulgraham.com/foundermode.ht…

@luismariogm @ycombinator @koomen @paultoo @dflieb Can you explain what ‘manager mode’ is?

1,000 founders just got vaccinated against ‘manager mode’ at @ycombinator

vibes.site 👀

🤩 Interested to learn more about leveraging Gemini's advanced image recognition and expansive context window? See how @googledevs partners #BuildWithGemini 🛠️ Deep dive into Gemini 1.5 Pro explorations with @madebymonogram ↓ goo.gle/3TGe8zh

It’s LIGHTS OUT and away we go 🔥🔥 Conf badge designed by the one and only @madebymonogram! Can’t wait to pick these up in just 1 week!

Friendly reminder that startups with a better product lose often to startups with better distribution, brand, marketing, storytelling, and sales.

My richest mentor told me... "I win more for one reason. I move fast. By the time most people are done analyzing, I've already made three mistakes and found a better way."