Surafel
@SurafelDem
Building Full-stack AI systems | Making AI agents work in the real world | Prototyping & testing everything about agents | Founder of http://Yotor.io
Just watched @karpathy 's "Software is Changing (Again)"! Must-see for anyone in AI/software. Key takeaways: - LLMs have a "psychology" - superpowers & cognitive deficits! - "Vibe Coding" is here: rapidly prototype custom ideas, perfect for weekend projects. - We need to…
lots of nice submissions for the multiagent showdown! youtube.com/watch?v=WKVkNZ… this one as well
Two fresh takes: @cognition_labs’ “Don’t Build Multi-Agents” vs @AnthropicAI’s “Building Multi-Agents.” I discussed both in my latest blog, when/where these architectures works—and response to @Smol_AI’s developer challenge. Dive in 👉 agenticspace.dev/multi-agent-or… Plus, subscribe to…
Two fresh takes: @cognition_labs’ “Don’t Build Multi-Agents” vs @AnthropicAI’s “Building Multi-Agents.” I discussed both in my latest blog, when/where these architectures works—and response to @Smol_AI’s developer challenge. Dive in 👉 agenticspace.dev/multi-agent-or… Plus, subscribe to…

Kintsugi, the Japanese art of repairing broken pottery with gold, reminds us that our imperfections are where true beauty shines. Each crack, each flaw, can be an opportunity to create something even more extraordinary. Take a moment to reflect on every setback: - What strength…

@AnthropicAI Claude 4 (Sonnet and Opus) were released, but a recent safety test revealed provocative insights into how advanced AI might handle ethical dilemmas, raising critical questions for security and tech development. Read below👇 linkedin.com/posts/surafeld…
You’ve probably been hearing a lot about @deepseek_ai lately—it seems like every other week there’s a new model or framework grabbing headlines. It’s exciting, but let’s be honest, it can get overwhelming to keep track of everything. Matt McDonagh's article is the best I’ve…
This is massive can't wait to try the new Pydantic graph support
We've just released @Pydantic AI v0.0.19. This comes with the biggest new feature since we announced PydanticAI — graph support! I was originally cynical about graphs, but I'm now really excited about their use cases, both with GenAI and in general purpose development. Our…
2025 Will Be The Year of AI Agents Organizations will have 50 - 500 agents that automate various tasks. These AI agents will - Talk and perform actions on Enterprise systems - Automate workflows - Have an understanding of Enterprise data - Autonomously perform tasks on…
AI agents can now manage your Stripe dashboards. We're going to see 100% agent-automated SaaS products in 2025. Never been a more fun time to be a builder :^)
Today(), @stripe is launching a SDK built for AI agents: - LLMs can call payment, billing, issuing, etc APIs - Integrates with @vercel, @LangChainAI, @crewAIInc - Use any model via functions (w/ per token billing) Excited what you, and your bots, build: stripe.dev/blog/adding-pa…
Thankfulness is a gift we can give ourselves. Every moment holds something to appreciate. 🌟 "Sometimes life is good, but then trouble comes my way. But whatever happens Lord, I thank you for this day. And when I'm feeling troubled, I lift my hands and pray. That your will be…