Core Architecture
Every layer working together.
Execution, intelligence, memory, and proof are designed to work together as one system. Each layer has a defined role. Together they form a runtime that is predictable, auditable, and deployable anywhere.

Execution
Structured, bounded, deterministic.
Runs AI with defined limits, ensuring behavior remains predictable across devices and fleets.
- •Hybrid behavior trees define execution paths. The runtime follows structured decision paths, invoking language models only when needed.
- •Every execution is bounded by configurable limits on time, memory, and output size. No uncontrolled behavior, no silent failures.
- •Sandboxed environments isolate each workload. Resource exhaustion and runaway processes are prevented by design.
- •Execution works identically whether deployed on a single device or across a fleet of thousands.

Intelligence
Decision-making within structure.
Handles decision-making using language models, while execution remains structured and controlled.
- •Language models are invoked as tools within behavior trees—not as autonomous agents. The runtime decides when and how to call them.
- •BYOM (Bring Your Own Model) support lets you run any GGUF model locally. Use open-source models or your own fine-tuned weights.
- •Thompson Sampling routes requests to the optimal model based on real-time performance data. No manual tuning required.
- •All inference happens on-device. Models run entirely in memory with no cloud calls required. Network outages don't stop execution.

Memory & Proof
Complete records, cryptographic verification.
Keeps a complete record of decisions and execution, with cryptographic verification for auditing and review.
- •Every decision, inference call, and state transition is recorded in a structured execution log.
- •Logs are cryptographically signed and tamper-evident. You can verify that what the system reports actually happened.
- •Execution history enables replay, debugging, and compliance auditing without relying on external logging systems.
- •Fleet-wide synchronization ensures consistent records across all devices when connectivity is available.
