SamScale
@samscale
SAMscale is building the world’s first Autonomous Workforce 🧠 Architecture focused | Self-Learning AI Systems 🏛️ YC ’25 applicant
Everyone chased bigger models 💻 We chose better architecture 🏛️ The future won’t belong to the biggest transformer. It’ll belong to the best-designed system. SAMscale — The Intelligence Behind the Machines 🧠 @samscale @ycombinator
Spent the morning wiring systems together and realized the unlock isn’t better models it’s tighter feedback. Most people build the engine first then figure out steering later. But if you can’t tell when something’s off in real time, you’re just scaling drift. The thing that…
8 stage multi-agent orchestrated one click cinematic reel done ✅
Most AI agents are just prompt chains hoping for the best. No constraints. No budgets. No way to know when they’ve drifted off course. So we built a control loop 🔁 Human sets intent → system compiles it into a plan → specialist swarm executes in parallel → checkpoints…
Whitepaper excerpt 📝 In production, an AI model’s output is no longer “content.” It’s an operational proposal, a candidate action the system may execute. Most failures we see in real deployments are architectural, not “model intelligence” problems: •Unbounded instruction…
Multi agent orchestration > Single agent workflows 👨🏻🔬 Stop asking one model to do everything. It doesn't work in production 📉
The industry standard is 4 weeks. Our standard is 4 minutes ⏰ This is the AGI Software Factory a governed system that plans, decomposes, executes, verifies, and ships software autonomously. Most “AI tools” stop at generation. This goes end-to-end: task intake → agent…
The creator economy will never be the same. Just made this cooking video in under 20 minutes. @GeminiApp couldn’t tell it wasn’t a real person 🤷🏻♂️ If Google can’t tell the difference neither will your audience.
They told us hallucinations were the tax you pay for AI. Like you just accept 20% noise for the signal. I wasn’t convinced. I had to build something from first principles that wouldn’t lie to my face. We didn’t fix the risk. We caged it. Determinism. Confidence.…
The chatbot era is ending 🤖 This is what production intelligence actually looks like. Not prompts ❌ Not wrappers ❌ Not chat interfaces ❌ A governed micro-factory where agents execute deterministically, coordinate through shared memory, and are restrained at execution time.…
Idea → Video → Edit → Sound → Captions → Done. Stop wrestling with software. Start creating ⚡️ #SAMscale
I was always known as the marketing guy. The one who could demand attention at will. Growth strategies. Distribution on command. But I realized I was always building other people’s dreams. So I stopped. I went quiet. I started building something that was actually mine. At a…
40 days I’ve been building. 20 hours a day consecutively, with receipts. I’ve been sitting on this long enough. This isn’t a pitch deck 🙅🏻♂️ This isn’t a demo stitched together for investors. What you’re looking at is an AGI mini-console. An embryonic control surface for a…
While everyone builds bigger models, We built better architecture. Architecture > Monolithic 🏛️ @samscale
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