The Practice
Founded by Operators Who Ran the Networks Others Only Draw on Slides.
HK Harris designs and accelerates the adoption of Autonomous Network Operations (Dark NOC) architectures. We bridge deep carrier-grade network engineering with sovereign private AI, cognitive correlation, and deterministic guardrails.
From Eyes-on-Glass to the Cognitive Glass Box
Our background was forged in the trenches of mission-critical global infrastructure: carrier Network Operations Centers (NOCs), high-throughput financial backbones, and the foundational event-management lineages that evolved into modern AIOps. We have run network architectures at worldwide scale, guided technology companies through acquisition, and engineered go-to-market systems for premier enterprise platform partnerships.
That engineering pedigree provides an unshakeable ground truth: we know how optical lines fail, how BGP flaps, how microservices cascade under load, and why static threshold alerting broke a decade ago. We also understand why pure software startups fail when they try to deploy raw LLMs into operations: without deep physical context, sovereign data boundaries, and artificial metacognition, AI automation is dangerous.
Independent, Sovereign, and Governed
We work with enterprise leadership, CSPs, and SRE teams to architect the complete Dark NOC lifecycle around transparent ROI, prioritizing 100% data sovereignty, hot-swappable model architectures, and mathematically verifiable TM Forum Level 4 closed loops.
Core Practice Competencies
Carrier & Cloud Infrastructure
Decades of mastery across enterprise backbones, optical transport, cloud VPC topologies, and Kubernetes east-west networking fabrics.
Private AI & Dynamic Fusion
Sovereign on-premise LLM routing, associative data clustering, and predictive incident foresight 6 to 48 hours in advance.
Deterministic Trust & Safety
Architecting explicit tool grants, prompt injection security gateways, and metacognitive self-limitation for enterprise AI agents.
Start a conversation with our principal architects.
Explore how to transition your operations center from reactive firefighting to a governed Glass Box Dark NOC.