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Here’s a look at our full closed-loop system: EEG -> Morpheus -> tFUS 🔄 Given an initial brain state, the transformer generates spatiotemporal sequence of neuromodulation to increase gamma frequencies. This system adapts as the brain changes adjusting the tFUS targets in real time. Each click you hear is...

47,726 görüntüleme • 2 yıl önce •via X (Twitter)

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Kimi K3 + GPT-6 Astra can become something bigger than two agents: a Two-Brain AI Operating System the formula: Two-Brain OS = Research Brain + Execution Brain + Shared State + Router + Tools + Verification not two models doing the same job. two specialized brains connected through one persistent system step 1 -> Kimi K3 becomes the research brain. complex research, source comparison, long-context synthesis and strategic planning happen here. its job is to explore the problem and compress the findings into a clear plan. step 2 -> GPT-6 Astra becomes the execution brain. it receives the plan, writes code, operates tools, creates artifacts and turns decisions into finished work. step 3 -> build a shared state layer. store the objective, evidence, decisions, constraints, failed attempts and next action outside the chat. both brains always know what happened and where the system should continue. step 4 -> add the router. uncertainty and open-ended questions move to Kimi K3. execution, tool use and deterministic tasks move to GPT-6 Astra. every job reaches the brain designed to handle it. step 5 -> create the handoff loop: research -> plan -> execute -> inspect -> update state -> continue. if execution reveals missing information, the task returns to Kimi. if the plan is ready, Astra takes control again. step 6 -> verify before completion. tests, source checks, constraints and explicit success criteria decide whether the result ships or returns to the correct brain with a clear failure signal. that is the difference between using two AI models and building a Two-Brain AI Operating System. Kimi K3 expands the search space. GPT-6 Astra converts it into action. shared state preserves progress, the router controls every handoff, tools execute the work and verification decides when the system is actually finished. one model can generate an answer. two specialized brains connected through memory, routing and verification can run an entire workflow. the full Kimi K3 + GPT-6 Astra Two-Brain OS breakdown is below ↓

Alex

22,461 görüntüleme • 13 gün önce

Tara Swart, a neuroscientist, spent years studying a discovery that changes how we understand perception: your brain doesn't simply receive reality, it predicts it. Your brain builds a model of what it expects based on past experiences, then compares incoming sensory information to that model. If the information matches, it feels like reality. If it doesn't, the brain often distorts or ignores it. This process is called predictive processing. In other words, you're living through a forecast before you're living through reality. The implication is profound. Your experience of the world isn't the world itself, it's your nervous system's prediction of it. If your brain learned the world is unsafe, you'll constantly notice threats. If it learned you're capable, you'll naturally notice opportunities. The environment may be the same. The prediction is different, so the experience is different. Swart explains this process is driven by the default mode network and the brain's reward-prediction system. Together, they create the mental forecast you live by. That forecast becomes self-fulfilling because your behavior follows your expectations. Expect rejection, and you'll interpret neutral situations as rejection. You withdraw. Others respond to your distance. You feel rejected. The brain calls it accurate perception, but neurologically it was a prediction creating evidence for itself. Here's the key insight: changing the outside world isn't enough. Real change happens when you update the prediction your nervous system is running. First, the existing prediction must quiet down so the brain can recognize something new. Most people struggle because the brain keeps searching for evidence that confirms its current model while filtering out everything else.

🧬Maxpein🧬

18,760 görüntüleme • 10 gün önce