Hydra, a local vs Scalix World

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...

Scalix World is the AI-native neocloud: database, AI inference, functions, containers, and storage on one platform, operable by humans and AI agents.

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 Scalix World

Scalix World is the AI-native neocloud: database, AI inference, functions, containers, and storage on one platform, operable by humans and AI agents. And it speaks MCP, so your AI agents can set up, deploy, and run everything for you, not just write the code. Every Scalix service is exposed through the Model Context Protocol: 50 tools covering database, computers, services, storage, functions, KV, events, cron, domains, builds, and auth. Provision a database branch, run migrations, and query it, in one agent session .