Arqon Runtime Optimizer
Optimization isn't a workflow anymore.
It's a control loop.
Safe self-optimization, robustness, and resilience for live systems—with microsecond-class overhead and deterministic governance.
Powered by ArqonHPO
Real-Time Policy Autopilot
Reliability Autopilot
The Pain: Incident fatigue, dependency flaps, p99 spikes.
The Fix: Dynamically tune timeouts, retries, circuit breakers, and load shedding thresholds in response to telemetry.
Cache & Queue Control
The Pain: Constant traffic drift makes static tuning impossible.
The Fix: Continuous adjustment of TTLs, admission policies, batch sizes, and queue limits to maximize throughput.
LLM / Inference Serving
The Pain: Massive serving costs, unpredictable model mix.
The Fix: Autopilot for KV cache, spec decoding thresholds, and batching parameters. High Buyer Urgency.
Also works for...
- Database Vacuuming
- Kernel Selection
- Mesh Routing
- Autoscaling Triggers
You run experiments, wait, and manually retune. The system drifts between "tuning sessions."
❌ Slow • Brittle • Human-bound
The system continuously corrects itself inside the loop. Detects drift and applies bounded adjustments instantly.
✅ Safe • Continuous • Auditable
The Promise: Near-zero overhead, with safety guarantees.
ArqonHPO makes self-optimization cheap enough to run continuously—so resilience becomes a default property, not an ops project.
4 Proofs of the New Paradigm
Survive the Drift
Traffic shifts. Hardware ages. ArqonHPO acts as a homeostatic system, adapting in real-time to maintain optimal SLAs.
Flatten the Jitter
Zero GC pauses. Engineered for the hot path. We prove sub-microsecond p99 overhead for every decision.
Everywhere
One primitive. Rust server, Python script, Browser WASM, Edge device. Same API, same safety guarantees.
Organism Capabilities
Apply to every knob. The system evolves from a machine into an organism with its own self-regulating metabolism.
Autonomy without Chaos
Every action is bounded, attributable, and reversible. Trust is our primary product.
🛡️ Allowlist Only
Unknown knobs are rejected. You explicitly define exactly which policies and parameters the control loop can touch.
🛑 Bounded Deltas
Strict step-size limits and global bounds prevent wild oscillations or dangerous state transitions.
⏪ Instant Rollback
Baseline restoration is an atomic, first-class operation. One call returns the system to a known-safe safety state.
📜 Audit Trail
Every proposal and decision is immortalized in a lock-free event stream. You know exactly why the system changed.