Adrian

feel like I'm missing something with many of these AI productivity tools the premise to organize your life, work, projects, etc. is compelling on the surface, but then I sign up and have no clue what to do or where to start

For the past few months, I’ve been running an AI swat team. We learn about a company, audit their workflows, and build them an AI app to automate their busywork. This sounds straightforward, but building these apps is annoying because you keep rebuilding the same things over and over: a filesystem, sandboxes per user, auth, streaming, and connections to messaging apps like Telegram and Slack So today we’re releasing all of it together in a batteries-included Python framework called Capsule It includes a sandboxed computer, multi-channel messaging, background jobs, multi-user auth, and payments – everything you need to ship a production-ready AI product super fast The faster you ship, the more you’ll learn from real customers, and the sooner you get PMF

back.testing an autoresearch x openclaw architecture for prediction market trading, pulls from weather + satellite + gdelt data

Built a small demo that runs a 1.2B LLM in your browser with WebGPU + Structured generation for guaranteed JSON outputs: github.com/Solitude-Ventu…

I found a shortcut to building an amazing coding agent: Use claude opus 4.5 & cursor: 1. Find the system prompt for the cursor agent online (you can google “cursor agent system prompt github and find it”) 2. Paste the system prompt into your cursor chat 3. Ask claude to build the agent using the Pocketflow python framework, and implement any tools in the system prompt 4. Specify that you want the agent to work in a RALPH loop, and voila

if you’re watching all of this and your first instinct is to start building your own agent from scratch, i want to be your friend drop one of your favorite unique agent building tactics here, and if i like it, i’ll invite you to a small DM group for sharing ideas and questions around building better autonomous agents (i’m rebuilding now and have lots of fun ideas and very specific questions but don’t want to spam public feed)

@yoheinakajima so interesting dude

something is happening…

@fidexcode yup usehalo.dev

Be honest, Have you been able to vibe code a successful app or website?

@rasmalai real

but honestly this might be better as a tool for other general agents though

We built an internal GTM tool which can take a browser session and generate a production ready Python SDK client using an agent 🚀. Integrations used to take months, now they take us 24 hours 🤔 Check it out: usehalo.dev

@masonwarner @speedrun we built this to autogen integrations from browser sessions: usehalo.dev

@masonwarner @speedrun Lol we did the same for a go to market tool

I literally built my own version of this platform in under 24 hours last week for our team to use internally Plus it has bespoke tooling that fits our needs better and runs at cost on photo/video APIs Can I get $42M next @speedrun?

@AntoineRSX did you build this, launch to customers and generate revenue though?

Proof that my system works. It reaches already more than 100,000 people with a completely new audience than I normally have.

Built a fun side project over the weekend which uses our infrastructure to automatically research and build an entity knowledge graph for events on @Polymarket & @Kalshi, special thanks to @getdomeapi !

@_devJNS we migrated all our unstructured data to our postgres db from mongo and could not be happier ngl

alright let's end this debate, mongodb or postgresql?

90% of AI projects fail. But if you’re a freight broker or forwarder doing $5M–$50M+ in revenue, here’s how not to be part of that statistic 👇 From our co-founder, @adriancouts: ⚙️ Don’t bite off more than you can chew - start with one workflow, nail it, then scale. 📈 Don’t try to solve everything with AI - pick one painful problem and automate that. ⚡️ And please - use your free trial properly. Test integrations, give feedback, and see if it actually works for your business. AI isn’t magic. It’s just smart people solving boring problems - one workflow at a time.

We get a lot of questions from customers about the best AI applications for logistics, so we broke it down into 3 simple buckets.💰 In this 10-minute breakdown, we cover our top 3 AI applications to save money for freight forwarders and brokers in 2025 from our co-founder, @adriancouts, including: ⚡ AI scheduling to boost warehouse utilisation ⚡ Smarter routing for delivery management ⚡ Document automation that cuts weeks out of manual work