Okay legends I've had a brilliant idea and I genuinely need your help. See we're about to launch A-Coder properly. But we don't have a website yet... So let's make it a competition! :) Whoever can make the best website design for A-Coder will win 2 months of FREE AI Credits to use the best of the best open source AI models out there right now. Prize: 2 months of FREE AI Credits — access to the best open-source AI models available right now. Goal: A launch-ready website that tells the A-Coder story, drives downloads, and funnels people into the community. HOW TO SUBMIT: Post your screenshots of the design, your code attached! We'll run the competition for the next 30 days. Super excited to see what you come up with :)

I've been thinking about this for a while. So let's try it out. For the next 7 days I will be going live on skool, kick and rumble to promote fine tuning models on your own hardware. Feel free to join anytime you can :)

Most AI books tell you what to think. This one teaches you how to OWN the entire stack — from hardware to models to deployment. Volume 2 is complete. 300+ pages on building your own AI infrastructure. No cloud dependencies. No API keys. No monthly fees. Just you, your hardware, and total control. (If you know what it's like to watch your AI budget evaporate on token charges, you know why this matters.) But that's just the beginning. There's a WHOLE UNIVERSE coming. 12 follow-up books. Each targeting a specific vertical. Sales. Marketing. Operations. Healthcare. Real Estate. Legal. 12 companion playbooks. The exact frameworks for implementation. A certification program. For consultants who want to build businesses around the methodology. 15 revenue streams. Conservative projection: $1.2M-$6M annually. I've been building this quietly. And now it's time to open the doors. The Be Practical Series is going live. Very, very soon. Want first access to the playbooks, the beta certification, and the behind-the-scenes build? Drop a "OWN IT" below.

I was on a call with an insurance company last week. They were paying thousands per month for cloud AI tools, struggling with compliance headaches, and watching their most sensitive data get processed in someone else's server farm. Then their CTO asked me something that changed everything: "What if we didn't need the internet to run our AI?" Most businesses think AI means ChatGPT. Means OpenAI. Means monthly subscriptions and data you don't own. But here's what 97% of companies miss: You can train a model on your own hardware. For your exact use case. That never touches the cloud. And it doesn't require a PhD to do it. Right now, I'm watching a Qwen 3.5 4B model get fine-tuned on an insurance company's actual workflow data. Step 83 of 500. 17% complete. Running on a single GPU. Here's what's wild: when this finishes, that model will know how to use MCP server-based tools to pull policy data, process claims logic, and generate accurate documentation—all without relying on internet-connected cloud models. - No data leaving the building. - No subscription fees. - No "service unavailable" when you need it most. The Framework Nobody Talks About There are 3 parts to making this work in enterprise environments: Part 1: The Right Base Model Qwen 3.5 4B isn't the biggest model. It's 4 billion parameters. But it's the right size for the job—small enough to run on modest hardware, large enough to learn complex tool-use patterns when properly trained. Part 2: Fine-Tuning for Tool Use This isn't generic training. It's teaching the model how to interact with specific MCP (Model Context Protocol) servers—proprietary databases, policy engines, claims systems. The model learns to call the right tools with the right parameters, just like a trained employee learns which systems to access. Part 3: Local-First Infrastructure 15.93 GB of VRAM. That's all this model needs to run. Compare that to the cost of API calls, data transfer, and compliance audits for cloud AI. The economics flip completely.

When I was a teenager. I was OBSESSED with tech. I was that kid who followed all the CES showcases done by Linus Tech Tips. It's wild to say that we're now a part of that journey.. In a way Rokid has been killing it in the smart glasses market for years now. They reached out on youtube and gave our members an exclusive offer.. $20 off your next purchase :) https://rokid.sjv.io/c/6252842/3428062/45256