Hydra, a local vs Nano

Route to a target confidence of correctness, not just the cheapest model. Hydra samples models adaptively (SPRT), cuts AI API costs 70-85% along the way, and keeps...

An AI-native security and observability platform for cloud, local, hybrid, and air-gapped teams. Sub-second search, detection engineering, OpenTelemetry, pivt AI, and...

About Hydra, a local

Route to a target confidence of correctness, not just the cheapest model. Hydra samples models adaptively (SPRT), cuts AI API costs 70-85% along the way, and keeps sensitive data local. Hydra rides the cost/quality Pareto frontier, stops sampling the instant confidence clears the bar, and reads the code graph to know when a change is dangerous. A hub file with many transitive dependents is cascade-capable, so it demands more confidence. Every access an agent makes is recorded in a local, hash-chained ledger.

About Nano

An AI-native security and observability platform for cloud, local, hybrid, and air-gapped teams. Sub-second search, detection engineering, OpenTelemetry, pivt AI, and deployment control in one place. Run nano in the cloud, locally, hybrid, or air-gapped. nano was built from scratch, not refactored: a dedicated cluster, one query language over your security and OpenTelemetry data, agentic investigation, and deployment options from cloud to air-gapped. So when a service slows down, "is this an outage or a breach?" is one query, not two tools and a guess.