Execute
Python JavaScript Bash and SQL run in a separate locked executor container.
V8 separates execution retrieval reranking tools evaluation and language generation into inspectable components. The goal is not to imitate a frontier cloud model. The goal is to own the stack and measure every layer.
Python JavaScript Bash and SQL run in a separate locked executor container.
A persistent graph ANN artifact narrows semantic candidates before reranking.
A trainable relevance model combines lexical semantic graph ANN exact scope and priority signals.
Agents receive tools from an explicit registry with risk classes and hard timeouts.
Benchmarks track intent topic MRR recall and retrieval regressions.
An internal llama.cpp service can host a local GGUF small language model.
Retrieve grounded CortexLab evidence
1800 ms timeoutSearch persistent-style ANN knowledge graph
1000 ms timeoutLook up exact local concepts
600 ms timeout