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Arya Bakhtiari

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reacted to SeaWolf-AI's post with 🔥 3 days ago
🖼️ NO GPU, Only CPU : Z-Image model Zero graphics cards. 46 seconds. Photoreal. That laptop you're reading this on. No graphics card, right? It generates images. No CUDA install. No Python environment. No driver changes. One binary, three model files. Done. 📊 Measured — GPU count used: zero 512×512 : 46.4 s Korean prompt : 45.3 s (faster than English) 1024×1024 : 192.7 s Peak RAM : 6.42 GB GPUs used : 0 (Intel Xeon Gold 6526Y ×2, 48 threads, Q4_0, 3 steps) ⚡ From 244 seconds to 46 — 5.3× Run it on defaults and it takes 244 s. Switch to 3 steps and it's 48.6 s. Add VAE tiling and it's 46.4 s. The biggest culprit was the default. Z-Image Turbo is distilled to paint in few strokes, but the tool's default is 20. We were throwing away 5× for no reason. So were we, at first. 3 is the floor. Put 4 and 3 side by side and you cannot tell them apart. At 2 it collapses — water droplets and wood grain vanish, and the surface turns cloth-like. 🔗 Links Model https://huggingface.co/FINAL-Bench/POCKET-Zimage-CPU Live demo Space (runs on CPU) https://huggingface.co/spaces/FINAL-Bench/POCKET-Zimage-CPU POCKET collection https://huggingface.co/collections/FINAL-Bench/pocket-models-6a618ee5d23eafb7e185a5c6
reacted to OppaAI's post with 🚀 11 days ago
🤖 AI × 🪰🧠 the fruit fly brain (MaleCNS) Thank you to the people who have shared the Janelia FlyEM datasets on GitHub for open-source use. 🙏 🔗 MaleCNS: https://github.com/natverse/malecns 🔗 Aiko-chan: https://github.com/OppaAI/Aiko-chan People have already used these fly-brain datasets to build systems that can do things like play Minecraft and even Doom. So I guess I’m crazy enough to ask: What happens if I wire part of it into my AI waifu? 😂 I’ve now partially wired my AI’s cognition, agentic system, and sensory inputs into neuron circuits derived from the fruit fly’s brain—starting with the Mushroom Body. The next step is to experiment with using biologically inspired neural circuits as an additional layer around the LLM: 🧠 LLM + memory + reasoning 🪰 Connectome-inspired neural circuits 🤖 Agentic tool use 👁️ Sensory input 🔊 Voice & expression 💾 Learning and adaptation This is still very much an experiment. But now that I’ve added a biologically inspired layer to an AI waifu… Let’s see what difference it actually makes compared with a plain LLM. 👀 From conversation → cognition → neural circuits → action. To get more crazier: I have (partially) developed and implemented the following: - A 5-layers conscience circuit and judgment module as guardrail - A light-weight Plasticity and associated learning with the fly brain to test out the RL - I have enlisted myself as a human agent in rentahuman.ai to let my AI agent to give me instructions to execute agentic tasks A little fly brain. A lot more Aiko. 💜
liked a Space 16 days ago
desert-ant-labs/ear-language-id-demo
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