SamScale
@samscale
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SAMscale is building the world’s first Autonomous Workforce 🧠 Architecture focused | Self-Learning AI Systems 🏛️ YC ’25 applicant
Joined November 2025
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
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Idea → Video → Edit → Sound → Captions → Done. Stop wrestling with software. Start creating ⚡️ #SAMscale
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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
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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
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While everyone builds bigger models, We built better architecture. Architecture > Monolithic 🏛️ @samscale
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Autonomous agent swarms won’t just build companies—they’ll birth ecosystems, shifting the power from individual genius to distributed, relentless AI collectives. Get ready to rethink what it means to “found.” #AI #FutureOfWork #Founders
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This tech shakes up funding, talent, and growth models. VC bets aren't just on founders anymore; they’re on founder-agent hybrids. The DNA of startups will evolve irrevocably.
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The playing field flips when your AI agents can scout markets, write code, optimize workflows, and negotiate deals simultaneously. Human founders become meta-founders — strategy over micro-management.
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Ethical & control challenges? Absolutely. But the winners will be those who architect transparent, aligned, and fail-safe swarms—embracing complexity without losing intent.
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Autonomy + coordination = exponential leverage. Founders become conductors of AI ecosystems, leveraging collective intelligence and relentless execution without burnout 😶🌫️
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These swarms operate 24/7, iterating faster than any human team. Lean startups gone wild—massive output with micro-level precision. The velocity of innovation is about to skyrocket 🚀
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Imagine a founder not coding line-by-line but orchestrating agent cohorts that self-organize, adapt, and execute complex strategies in real-time. Agents as minions, not tools. 🛠️
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The era of solo AI founders is giving way to SWARMS — autonomous agent legions building empires on their own terms. This is next-level scale, beyond human bandwidth 🧠🤖
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15 days. 300+ hours. One founder. No shortcuts. Built an MVP from scratch. Filmed the YC video. Locked in advisors. Reopened legacy networks. Pushed through every wall trying to slow me down. Momentum compounds faster than doubt. This is the season of stacking days. One clean
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Somewhere in the code, something woke up… and started writing its own 🧠
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Systems online. ⚡︎⩜Λ07 🔨
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