The Five Layers of the AI Stack AI isn’t just about smart models anymore. It’s a full stack 1) Energy & Physical Infrastructure Everything starts with power, data centers, cooling, and networks. No energy = no AI. This is the real foundation. 2) Processing Chips (GPUs & Accelerators) GPUs do the heavy lifting. Faster chips mean faster training, cheaper inference, and quicker experiments. 3) System Software & Orchestration This layer connects thousands of chips into one system. Scheduling, networking, and coordination decide speed or slowdown. 4) AI Models Models get the spotlight, but they scale only as far as infra allows. Bigger ideas still need real compute. 5) Applications What users see — chatbots, copilots, automation. This layer moves fastest when the layers below are strong. The key insight: AI is now an infrastructure race. Power, chips, and orchestration are the real accelerators — or bottlenecks. Countries and companies that build lower layers faster compound their advantage over time. Question: Which layer do you think is the biggest bottleneck today? And which one is most underrated by founders right now?

I have been trying for months now to get n8n and automation accross my business off the ground. I think it’s really important for me to understand it. My problem is I am time poor. I run a business and I am about to start a software company. All of my free time has been going into prepping this. I’m looking for someone to fast track my learning and teach me how to build this stuff out. I have lots of limitations around api integration that I cannot get past, hence building out the software. So I’m looking for someone with a good understanding in tech that can help me.

Hi, my name is Sreejith, and I’m originally from India. I’m reaching out to explore opportunities to join a team or agency that requires support in building or improving automation systems. I’m highly motivated, extremely responsive, and fully flexible with time zones, allowing me to adapt easily to your team’s working schedule. If you’re looking for a reliable, proactive automation specialist who is eager to contribute, I would welcome the opportunity to connect and discuss how I can add value to your team. I look forward to hearing from you.🙂

Brands are paying thousands for 8-second product shots…But VIO3 now does it end-to-end with nothing but a prompt.Yes - cinematic-level video, generated like magic.Here’s how we’re creating visuals that look straight out of a premium ad campaign 🎥 The New Workflow That Replaces the Entire Production Stack We build cinematic product videos using one thing: VIO3. - No filming. - No lighting setups. - No 3D software. Just: Scene prompt → camera motion → lighting → final shot. All inside VIO3. And the results? - Smooth motion. - Precise lighting. - Glass-clean detail. A full 8-second hero video, generated in a single pass. The Tech Stack Behind This 1. Prompting & Scene Design We use LLMs (ChatGPT, Claude) to build studio-grade scene prompts: - Shot structure - Object placement - Mood & tone - Movement intention - Lighting language It’s not “describe your product.” It’s directing the scene like a filmmaker - through prompts. 2. AI Video Generation VIO3 handles everything: - Scene interpretation - Motion & camera path planning - Realistic lighting simulation - Final 8-second cinematic output Just pure, end-to-end video generation. Why This Matters? Cinematic content used to require: - A videographer - A lighting team - Editors - Color grading - Locations or sets Now? One model. One workflow. One file. If you create ads, product videos, or brand content… watch this shift closely. VIO3 is rewriting the creative stack: - Faster iterations - Higher visual consistency - Zero reshoots - Unlimited angles - Real-time creative testing We’re producing studio-quality visuals in minutes - not days

Hi All - Getting a bit overwhelmed with the total amount of clients I am getting now. Looking for someone to join the team who has a solid background with n8n and make.com as well (some clients are already using that). If you are someone who is looking for a gig, let me know below and DM me as well with any relevant experience you may have. Happy Building :)