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Neuron Kernel is a high-performance engine designed to solve memory loss in autonomous AI agents. By providing a 'Virtual-Shadow' state layer, it allows agents to persist operational progress across complex, multi-step simulations. Optimized for high-throughput synthetic workloads.
Neuron KernelAn external brain for AI agents to preserve their state.
vinnjstarted a discussion
The Missing Layer in Autonomous AI: Why Agents Need Execution State, Not Just Memory
Over the past year, the AI ecosystem has moved from simple chatbots to autonomous agents capable of running multi-step workflows. Frameworks make it easy to orchestrate tasks, call tools, and store conversational memory. But beneath the surface, there is a structural weakness most teams only discover in production. Agents are stateless by default. They can remember prior messages. They can...
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Hi Product Hunt! 👋 I’m the developer behind Neuron Kernel. As we move toward autonomous AI agents, I noticed a massive bottleneck: Agents have short-term memory. Every time an agent's process restarts or a container crashes, the entire infrastructure context is lost. I built the Neuron Kernel to be the 'External Brain' for these agents. It’s a high-performance, low-latency state engine designed...
Neuron KernelAn external brain for AI agents to preserve their state.