Akshat Soni · ArcLab (@akshat_code) header
Akshat Soni · ArcLab (@akshat_code) profile picture

Founder @arclab_systems. Helping engineers move past fragile prototypes to build AI systems that actually ship.

MP, Jabalpur
Joined March 2021
Photo by Akshat Soni · ArcLab (@akshat_code)Photo by Akshat Soni · ArcLab (@akshat_code)Photo by Akshat Soni · ArcLab (@akshat_code)Photo by Akshat Soni · ArcLab (@akshat_code)Photo by Akshat Soni · ArcLab (@akshat_code)Photo by Akshat Soni · ArcLab (@akshat_code)Photo by Akshat Soni · ArcLab (@akshat_code)Photo by Akshat Soni · ArcLab (@akshat_code)Photo by Akshat Soni · ArcLab (@akshat_code)Photo by Akshat Soni · ArcLab (@akshat_code)
Weekend demos are cheap. Production systems are hard. That's why we built @arclab_systems. Stop building tools. Start building systems.
Most AI products die in the exact same place: Between the weekend demo and actual production. Calling an API is easy. State recovery, latency budgets, cost containment, and system durability are not. Stop building tools. Start building systems. Welcome to ArcLab.
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Base camp: cleared. 🏔️ "Build at the Edge. Scale Beyond." 🚀 Proud to be among the Top 500 teams at @HackInHills '26! Round 1: Done. The climb continues. ⛰️ Next stop: Manali! Powered by @Tiny_Fish Organised by @theBuilder_base , @Web3indiaHQ & @nexido_official #HIH26
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What the hell! Gemini 4 Carbon is better than Opus 5.5 😭
I did say we'd be releasing our models periodically...introducing Gemini 4 Carbon, our next frontier model. Following Argon's release just two weeks ago, Carbon shows the pace at which we’re pushing the frontier, it ranks #1 on the recently updated v5.0 of @ArtificialAnlys Intelligence Index at 59. It also leads across key cybersecurity evaluations scoring 88.2% on SEC-bench Pro for finding vulnerabilities, 54.8% on ExploitGym for exploitation, and 71.0% on CWE-bench for patching. We’re seeing significant improvements in long-horizon tasks even compared to Argon, and we’ve strengthened frontier safeguards. As we did with Argon, we’re going to roll it out gradually + responsibly. Some trusted cyber defenders will get access starting this week. We'll be expanding it to more partners through our Fairwind Program, ahead of wider availability soon, so hang tight!
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Arclab V2 is live!
ArcLab V2 is live. We completely rebuilt the platform from the ground up: • 35 new hands-on modules • Blueprint console interface • Sub-second page speed • Copy-paste agent specs Launch your AI-built app without it breaking. 🔗 arclab.systems
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Akshat Soni · ArcLab retweeted
ArcLab V2 is live. We completely rebuilt the platform from the ground up: • 35 new hands-on modules • Blueprint console interface • Sub-second page speed • Copy-paste agent specs Launch your AI-built app without it breaking. 🔗 arclab.systems
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A week ago, developers roasted my landing page: • Scroll-jacking made people sick • Heavy 3D lagged on mobile • Copy was vague I swallowed my ego and spent 7 days rebuilding @arclab_systems from scratch. Ripped out the gimmicks. Redesigned around one promise 👇
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New ArcLab: Launch your AI-built app without it breaking. 35 hands-on modules for developers building with Claude Code or Codex. Each turns a real failure (like a retry double-charging) into a spec your agent can build from. Live now: 🔗 arclab.systems
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Gemini 4 Argon is here !!! I've been waiting for this. Let's go
Today we’re introducing Gemini 4 Argon. It delivers frontier performance in complex workflows across real-world software engineering, knowledge work, and cybersecurity defense with an industry-leading 1M token output limit.
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We don’t need another tool. We need better systems. That’s why I’m building ArcLab — a place to learn how to turn ideas into systems that actually ship. Stop chasing tools. Start building systems. → arclab.systems
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Building an AI demo takes 2 hours. Getting it past the 80% prototype wall takes 4 months. The 3 things that quietly break AI apps the second real users touch them: 🧵👇
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Prototypes run on optimism. Production software survives on defensive architecture. I'm building ArcLab to give developers the exact blueprints and roadmaps to ship AI systems that don't break: 🔗 arclab.systems
🤖 Made with AI
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I launched @arclab_systems yesterday. The result: • 2 upvotes • $0 revenue • Near-zero impressions Most founders hide when a launch flops. I’m documenting Day 1 of turning it around from zero. 👇
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The lesson: Building software is 20%. Distribution is 80%. You can build the cleanest architectural blueprints in the world, but if you rely on algorithms to discover you on Day 1, you will get silence. Directories won't save you. You have to earn every user manually.
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ArcLab exists to solve a real pain: turning fragile AI prototypes into durable production systems that last. Day 1 of the real work starts now. If you’re building AI software and want to follow the journey: 🔗 arclab.systems
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Took me a year to launch. Finally It's happening.
Stop building tools. Start building systems. Most AI prototypes stall at 80% completion because prompt wrappers lack architecture. ArcLab turns fragile demos into hardened software running live in production. 🔗 arclab.systems
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We are officially live on Product Hunt today. Stop building tools. Start building systems. 90% of AI prototypes stall at 80% completion because prompt wrappers lack architecture. ArcLab is here to fix that. 👇 The 4-layer stack below
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ArcLab takes you from raw idea to hardened production software in 30 days. • Graph Engineering • Loop Engines • Contract Boundaries • Runtime Gates Founding lifetime pass: $29 ($49 standard). Support our launch: 🔗 arclab.systems
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Dario: we need to slow down AI development Anthropic a week later: introducing Claude Opus 5.5
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Between Sol 6 and Opus 5.5, the frontier bar just skyrocketed. Gemini 4 Pro has to clear both now. Just Imaging Google actually pulls it off? 🤯
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The shipping velocity from OpenAI and Anthropic right now is actually unhinged. I have to refactor our backend architecture every Tuesday just to keep up with the new state of the art.
GPT-6 Sol and GPT-6 Luna, it’s your time to shine. Rolling out today in ChatGPT Work and Codex for Plus, Pro, Business, Enterprise, and Edu users.
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