Hii everybody, my name is Fabrizzio i'm 18 years old, currently i'm living in Colombia, and my goal is to start an AI automation agency and bringe all the knowledge and aviable tools to help keep this region up to date, I'm here to learn i don't have to much experience or knonledge but i'm very curious about everything related to AI, so please, any comment or advise will help me a lot. I'm doing this for two reasons, 1: Because i wanted to work about something related to coding or building something, here i see an oportunity to do it! And 2:Because, i see the opportunity of starting my first business and is my first step to reach the freedom that i'm looking for. I know that probably i don't have much now, but it only means there's much to have!

Just ported one of our more complex agent graphs over to the new `langgraph-sdk` 0.1.0 release. The change is significant. Building a UI for a stateful agent used to mean a custom backend setup. 🚧 We had a whole WebSocket server just to stream state updates and tool call events from our Python agent to the React front end. It was brittle and a ton of boilerplate code to maintain. The new client-server model in the SDK handles this natively. You define the graph in Python, run it as a server, and the new TypeScript client gets a real-time stream of *every single step*. 🧠 It pushes LLM outputs, tool calls, and full state diffs automatically. The server even manages the persistence and thread-safe snapshots. 💾 The result? We ripped out our entire custom WebSocket and state-syncing logic. This cut the client-side integration code by nearly half and makes debugging so much cleaner. 🔍 Now, building a UI that shows an agent's "chain of thought" doesn't require any extra backend work. 💡 It feels like a proper separation of concerns for agentic apps. With stateful backends becoming this simple, is building agent logic directly into edge functions now officially dead?

Hello everyone, I am Abdul, i live in India, UP. I am 21 years old, finished my class 12th two years back, 22nd March 2024. I decided to completely quit traditional education system, because it didn't made sense to me (I had reasons) and self educate myself. Since then i have been completely in solitude in my room, free 24hrs, trying to figure Online business space. Since childhood, i want to do something big in this world, i don't know why but i can't settle as average, in starting i did not had any good reasons to earn money, but since i got mature and came to my senses, i came to a realisation that there is lots of problem in this world which can be solved with money. And if God has given me a capable enough, intelligent mind, which if i utilise it properly, i can create a multi billion dollar company, and help others with that, as well as earn money and use it to help others, fight the evil, especially in my country, where a person who has power and money, opress the weak and helpless people of the society. I have many other visions and goals as well. I have researched and learned about many business (tried DPS), but AI automation pleased me the most, because i feel like the highest leverage business, that has the highest income potential as well as scalability is AI SaaS, but this is not the best business to start with, but AI automation can be the Gateway to build a huge company by solving bigger problems ( AAA can also give you the best idea for your SaaS). So i think it is the best business model for me and my goals, which i have started now from 1st July 2026. Looking forward to connect with great people around the world, to compensate my disadvantage of being alone, and network with tech enthusiast like me, who can also act as my accountability buddy and friend.