Intelligent CDN Cache Optimization
A self-tuning cache controller with anti-oscillation guarantees — better hit ratios, lower origin load, no thrashing.
What it is.
Cache controllers tuned by hand oscillate. Cache controllers tuned by ML autotuners oscillate harder. This one does not — the controller is closed-form, and the anti-oscillation property is structural rather than behavioral.
Live-tested against production-shaped traffic, the controller delivers a measurable hit-ratio improvement, a meaningful drop in origin load, and a substantial reduction in cache thrashing — without operator intervention.
Drops in as an API alongside the existing edge cache. Customer infrastructure stays in customer infrastructure; the controller does not need to see content, only access patterns.
What it does.
- +8% hit ratio improvement in live testing against production-shaped traffic.
- −25% origin load at the same hit-ratio target.
- −60% cache thrashing versus a hand-tuned baseline controller.
- Anti-oscillation guarantee — structural, not heuristic.
- Drop-in API — does not require content inspection or origin changes.
Who it is for.
CDN operators, edge platform teams, and large-property publishers running multi-tier cache hierarchies where origin-load spikes and cache-thrash incidents drive on-call burden.
Contact for details.
Datasheet, integration scope, and pricing under NDA. Reference this product in your subject line.
contact@newleaftoolsllc.com