Experience across infrastructure, security, development, DevOps, and critical systems.
Profile
Cross-domain experience, applied to real technical problems.
Over 20 years across IT infrastructure, security, software development, DevOps, critical systems, supercomputing, and applied AI.
AI accelerates. Systems thinking governs.
Profile summary
Engineered AI Systems has worked for over 20 years in IT, with experience across critical infrastructure, distributed systems, security, DevOps, Kubernetes, cloud, digital signatures, HSM, communication systems, supercomputing, and applied AI.
Architecture, containers, Kubernetes, automation, and verification.
RAG, local LLMs, GPUs, private cloud, and controlled environments.
Applied research, complex systems, and intellectual property.
Main areas
Cross-domain skills brought to bear on technical direction.
Critical infrastructure
Complex systems, institutional environments, and stringent operational requirements.
DevOps and Kubernetes
Containers, pipelines, deployment, and infrastructure automation.
Security and compliance
Hardening, governance, segregation, and risk control.
AI, RAG, and local models
Knowledge bases, controlled inference, and private solutions.
Verification of AI-generated software
Deterministic gates, runtime, and dependencies.
Supercomputing and GPU
Computing environments and local inference.
Patents and applied research
Technical formalization and intellectual property.
Projects and contexts
Plain textual references, without using unauthorized logos.
| Context | Area | Relevance |
|---|---|---|
| National regulatory authority | Compliance and institutional systems | Documentation, requirements, and technical alignment. |
| Regional public administration · cloud and Kubernetes | Cloud, datacenter, Kubernetes | Architectures and documentary-operational verification. |
| Primary financial institution | Central systems and automation | Automation and high-reliability contexts. |
| National telecommunications operator | Ansible hardening | Automation, configuration, and security. |
| Foreign maritime security authority | DSP and communications | Specialized technical systems. |
| National civil protection authority | Monitoring | Observability and operational systems. |
| Document management and intellectual property industry | Document management and patents | Software solutions and intellectual property. |
Research and patents
Six patents filed, working paper on deterministic verification, research on data governance and local inference, experience with RAG systems and local LLMs.
Research 2026 — active directions
Four threads running through ongoing work. All derived from real practice, not academic agenda.
Local inference in production
Local supercomputing systems validated on real workloads beyond the test window. Four hardware iterations documented, continuously updated across successive generations. See the Lab article.
Deterministic verification beyond five stages
Extension of the verification framework beyond the canonical pipeline: policy taxonomy, HARD/SOFT/THRESHOLD semantics, cryptographic attestation of artifacts. See the method.
Generalization of the assessment framework
Transfer of the questionnaire built on NIS2 to other certifications: DORA, ISO 27001, ISO 42001, AI Act, GDPR. Same structure, calibrated to the specific regulation. See covered certifications.
System thinking as codifiable practice
Research direction: how technical direction of multi-layered systems becomes transferable professional practice, not just individual skill. See the Lab article.
Let's talk about your project
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