Private AI Inference & Gateway Reliability
Delivered a stable, resource-aware private inference path running Qwen3 4B that fits within 7.6 GiB host RAM
Patrick Ribbsaeter
Private inference, autonomous agent architecture, production AI products, durable SaaS infrastructure, API systems, and security governance—presented through implementation decisions, system architecture, and technical validation.
“I design the system, ship the product, and verify the outcome.”
Delivered a stable, resource-aware private inference path running Qwen3 4B that fits within 7.6 GiB host RAM
Campaign Director integrated into the existing application stack without replacing production boundaries
Reworked critical asset, generation, billing, and authentication paths so product behavior was backed by durable infrastructure rather than interface-only state
Separated commercial campaign orchestration from shot-level prompting into two non-competing canonical authorities
Delivered a reusable commerce-intelligence workflow aligned with the API operating contract
Delivered an end-to-end authority and risk map for the autonomous execution surface
Have an ambitious AI system to build?
I work across AI architecture, product engineering, private inference, automation, SaaS infrastructure, and production hardening.