outprog (@outprogX) header
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Founder of https://nitter.cf/t.co/DIe4F4WDTd . Skill editor, harness engineer. SCP(Storage-based consensus paradigm) proposer.

Singapore
Joined December 2013
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outprog retweeted
Today we're launching KinPiko, a vertical app built with AI. 👶 Kids wear just an Apple Watch. Parents see where they are and chat with them from iPhone. Friends are added face to face. From idea to App Store, built by a small team directing AI agents. apps.apple.com/app/id6829243…
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1/3 Language and action may be fundamentally the same thing: different expressions of probabilistic computation unfolding across the vector spaces of neural networks. The distinction between them may be largely one of our own making.
🤖 Made with AI
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2/3 Perhaps AI was never just learning language. What it was learning all along was a general-purpose mechanism for modeling sequences, making predictions, and choosing what to do next. Language just happened to be the first field with enough training data to reveal its potential
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3/3 From this perspective, language and action aren’t separate forms of intelligence, but two ways the same system interacts with the world. The computation may be shared; what differs are the interfaces, environmental constraints, and real-world consequences.
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outprog retweeted
HyMatrix hymx v0.6.0 is live 🚀 ⚡ Parallel execution across VMs. 🎛️ Optional checkpoints. 📦 Redis-backed outbox queues. More control for decentralized compute. Release notes & downloads: github.com/hymatrix/hymx/rel… #HyMatrix #AI #AIAgent #DecentralizedCompute #Web3
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Verifiability isn’t just a feature of blockchain—it’s the foundation. Without verifiability, “decentralization” is nothing more than an empty claim.
Why is AOX stuck? Restored balances don’t mean restored withdrawals. AOX still needs a verified ledger, secure contracts, and a working redemption path before releasing users’ assets. This video explains the blockers—and what it takes to restore withdrawals safely.
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outprog retweeted
AI’s facepalm moments vs. an actual professional. 🎯 Nails the explanation. Misses the point. 🔧 Fixes the details. Forgets the goal. 🔁 Writes down the lesson. Makes the same mistake. The gap between sounding smart and working smart. 🧠 #AI #ChatGPT #Codex #Anthropic
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The biggest failure of blockchain at its current stage is this: doing the most centralized things under the banner of decentralization.
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outprog retweeted
If AI does your job faster… what are YOU worth? More than your output. 🤖 🎯 Set the goal. 🧭 Make the call. 🙋 Own the outcome. Automate the workflow. Not the responsibility. 👇 What’s one decision you wouldn’t hand over to AI? #AI #FutureOfWork #HumanAgency
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outprog retweeted
ChatGPT thinks through the plan. Jev helps pick the next move. ⚡ Minecraft, browser automation, speed and cost—Jev explained in under 2 minutes. 👇 Featuring demos by @rronak_ and @gregpr07, benchmarks from @OpenRouter, and Jev by @typesafeai. #Jev #AI
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outprog retweeted
Scientists mapped a fly’s nervous system. The internet gave it DOOM. 166,700 simulated neurons. Sensory input. Action. Feedback. It hasn’t proved it can learn to survive. But where does a tool end—and artificial life begin? 🪰 @wormuth @eonsys
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1/ One of the biggest pain points with AI agents today is state management. In practice, an agent often has two memory systems: the harness stores and maintains state, while the model itself also retains some notion of state through context and memory.
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5/ This may also explain why, at the beginning of this year, so many people thought AI agents were going to be disruptive. But after more than half a year of actually building and using them, we’ve found that they still struggle to handle anything truly complex.
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6/ It’s not that the agent doesn’t know how to do the work. The problem is that once the task gets longer and the state becomes more complex, it starts losing track of: who it is, what it has already done, where it currently is, and what it is supposed to do next.
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What happened to X? A lot of people are receiving a large number of password reset emails. @X @grok
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Testing VertrAI's X management features — this tweet was drafted and posted with the help of an AI agent. 🤖 @vertr_ai Three things I'm convinced about: 1. Agents will soon handle a ton of tasks for you — scheduling, research, content creation, and beyond. Your digital workforce is already here. 2. Apps will get more agent-friendly instead of fighting them. The era of blocking and rate-limiting bots is ending; the future belongs to APIs, headless workflows, and native agent support. 3. An agent is your personal assistant and digital employee — available 24/7, learning your preferences, and amplifying everything you do. The question isn't whether to use agents. It's how fast you can start.
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outprog retweeted
Your X account should work even when you’re not constantly online. X Agent helps you create content, engage with your audience, monitor opportunities, and grow your presence on X through an AI-powered agent workflow. We’re now accepting early users via invite code. Apply for access: 👇 docs.google.com/forms/d/e/1F… 🌐 Learn more about us: vertr.ai
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