edgemind-synapseflow / index.html
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<title>EdgeMind SynapseFlow</title>
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EdgeMind SynapseFlow
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<a href="#" class="hover:text-blue-300 transition-colors">Home</a>
<a href="#" class="hover:text-blue-300 transition-colors">Features</a>
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Distributed AI at the <span class="text-blue-400">Edge</span> with QoS Guarantees
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EdgeMind SynapseFlow revolutionizes decentralized AI with our cutting-edge P2P network, adaptive quantization, and federated learning for edge devices.
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Explore Demo
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View Documentation
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<h2 class="text-3xl font-bold mb-8 text-center">Core Technologies</h2>
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<h3 class="text-xl font-semibold">Adaptive Quantization</h3>
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Dynamic switching between Q4_K and IQ1_M quantization based on real-time VRAM monitoring and computational constraints.
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<h3 class="text-xl font-semibold">P2P Federated Learning</h3>
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<p class="text-gray-300">
Secure decentralized model updates with differential privacy and SecAgg+ for collaborative learning without central coordination.
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<h3 class="text-xl font-semibold">QoS Enforcement</h3>
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Strict resource control via cgroups/Job Objects and GPU power management ensuring consistent performance under constraints.
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<h2 class="text-3xl font-bold mb-8 text-center">Performance Metrics</h2>
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<div class="text-4xl font-bold text-blue-400">25%</div>
<div class="text-gray-400">CPU Utilization</div>
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<div class="text-4xl font-bold text-blue-400">80%</div>
<div class="text-gray-400">VRAM Reduction</div>
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<div class="p-4">
<div class="text-4xl font-bold text-blue-400">99%</div>
<div class="text-gray-400">ROUGE-L Score</div>
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<div class="p-4">
<div class="text-4xl font-bold text-blue-400">50ms</div>
<div class="text-gray-400">Inter-Token Latency</div>
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<span class="font-medium">EdgeMind SynapseFlow</span>
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