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Product Overview

ArqonHPO is built on a radical premise: optimization is a control problem, not a search problem.

The Architecture of Speed

Standard HPO libraries treat your system as a black box function $f(x) \rightarrow y$. They pause the world, run the function, and wait.

ArqonHPO treats your system as a flow:

  1. Probe (Tier 0): Low-discrepancy sampling scans the landscape.
  2. Classify (Tier $\Omega$): Is the signal structured (physics) or chaotic (noise)?
  3. Refine (Tier 2): The Adaptive Engine proposes safe deltas.
  4. Enforce (Tier 1): The Safety Executor applies changes atomically.

Read about the Architecture

Core Components

  • Safety Executor: The gatekeeper. Enforces rate limits, rollback contracts, and value bounds.
  • Adaptive Engine: The brain. Uses SPSA or Nelder-Mead to steer parameters.
  • Telemetry Ring: Lock-free, allocation-free circular buffer for observation.