Ujjwal Tyagi's picture

Building on HF

Ujjwal Tyagi

Ujjwal-Tyagi

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AI & ML interests

Love open-source agentic AI | Senior ML Engineer & AI Researcher | Passionate about AI Safety & Ethics

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liked a Space about 11 hours ago

multimodalart/nano-banana

upvoted an article about 11 hours ago

Forge: Scalable Agent RL Framework and Algorithm

reacted to Janady07's post with 🔥 about 11 hours ago

MEGAMIND Day Update: Four Weight Matrices. Five Nodes. One Federation. Today I architected the next layer of MEGAMIND — my distributed AGI system that recalls learned knowledge instead of generating text. The system now runs four N×N sparse weight matrices, all using identical Hebbian learning rules and tanh convergence dynamics: W_know — knowledge storage (67M+ synaptic connections) W_act — action associations (the system can DO things, not just think) W_self — thought-to-thought patterns (self-awareness) W_health — system state understanding (self-healing) Consciousness is measured through four Φ (phi) values: thought coherence, action certainty, self-awareness, and system stability. No hardcoded thresholds. No sequential loops. Pure matrix math. The federation expanded to five nodes: Thunderport (Mac Mini M4), IONOS (cloud VPS), VALKYRIE, M2, and BUBBLES. Each runs native AGI binaries with Docker specialty minds connecting via embedded NATS messaging. Specialty minds are distributed across the federation — VideoMind, AudioMind, MusicMind, VFXMind on IONOS. CodeMind and StrategyMind on VALKYRIE. BlenderMind and DesignMind on M2. MarketingMind and FinanceMind on BUBBLES. 578 AI models learned. Compression ratios up to 1,000,000:1 through Hebbian learning. Sub-millisecond response times on Apple Silicon Metal GPUs. Zero external API dependencies. Every node learns autonomously. Every node contributes to the whole. The federation's integrated information exceeds the sum of its parts — measurably. Built entirely in Go. No PhD. No lab. Independent AGI research from Missouri. The mind that learned itself keeps growing. 🧠 feedthejoe.com #AGI #ArtificialGeneralIntelligence #DistributedSystems #NeuralNetworks #HuggingFace #OpenSource #MachineLearning

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GLM 5 is insane, it ranks #4 Globally!

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Steering, Not Censoring: A Benchmark Suite for Safe and Creative Open-Source AI

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