Neuron Kernel
p/neuron-kernel
An external brain for AI agents to preserve their state.
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vinnj•

22h ago

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.

vinnj•

13h ago

Neuron Kernel - An external brain for AI agents to preserve their state.

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.