FRANKLIN
GUZMAN
AI Infrastructure & Security Leader
AI Governance • AIOps • Cloud • Cybersecurity
BUILDING THE BRIDGE BETWEEN ENTERPRISE INFRASTRUCTURE AND INTELLIGENT SYSTEMS.
20+ years of enterprise technology experience evolving toward secure, governed and intelligent infrastructure.
CAREER EVOLUTION
The Trajectory
Two decades of enterprise technology evolving toward intelligent infrastructure.
Enterprise IT
Foundation in enterprise IT operations — desktop support, systems administration, and infrastructure fundamentals across multi-site environments.
Infrastructure Engineering
Deep infrastructure engineering — server lifecycle management, migrations, patching, and disaster recovery across enterprise environments.
Enterprise Platforms
Enterprise platform delivery including database and middleware coordination, production support, and cross-functional platform operations.
Cloud
Cloud adoption and hybrid infrastructure — AWS and Azure environments, cloud migrations, and hybrid infrastructure operations.
Security & Governance
Enterprise security and governance — RSA Archer GRC, NERC CIP and CIP-010 aligned change processes, BES Cyber Asset environments, and operational risk management.
Automation
Enterprise automation — workflow automation, process optimization, and intelligent remediation across regulated enterprise environments.
AI Infrastructure & AIOps
Current evolution — applying enterprise infrastructure experience toward AI infrastructure, AIOps, governed automation and intelligent operations. Exploring and designing the operational foundations required for AI to become trustworthy, auditable and enterprise-ready.
Technology Matrix
Four interconnected domains spanning the full enterprise technology stack — from foundational infrastructure to governed AI systems.
AI & Automation
Cloud & Infrastructure
Security & Governance
Operations
Delivered Impact
Measurable outcomes across enterprise automation, cost reduction, and operational modernization.
WORKFLOW AUTOMATED
Global warranty reimbursement workflow substantially automated. 2–3 weeks → under 1 week.
PROJECT COST REDUCTION
Mobile provisioning deployment package developed for a U.S. Navy project.
REPORTING MODERNIZATION
Helped consolidate AS400, Excel and Word reporting into centralized SSRS.
ROOT CAUSE IDENTIFIED
Diagnosed Microsoft Dynamics CRM routing behavior contributing to network bandwidth consumption.
CURRENT FOCUS
Governed Intelligence at Enterprise Scale
Franklin's work sits at the intersection of enterprise infrastructure and emerging AI systems — architecting and exploring the operational foundations that make AI trustworthy, auditable and enterprise-ready. From AI infrastructure design to governance frameworks and agentic workflow orchestration, the focus is on AI that enterprises can actually rely on.
> SYSTEM INITIALIZED — FRANKLIN GUZMAN AI INTERFACE v1.0
Ask Franklin about AI infrastructure, governance frameworks, AIOps, or enterprise automation strategy.
Intelligent Operations
From monitoring infrastructure to infrastructure capable of responding intelligently.
Franklin is designing and exploring an AI-assisted operations concept that connects Dynatrace observability signals with ServiceNow workflows through a governed AI/policy layer — enabling intelligent, auditable remediation without bypassing human oversight. This is an architectural exploration, not a production deployment.
OBSERVABILITY LAYER
Dynatrace surfaces resource conditions and anomaly signals in real time.
AI / POLICY LAYER
Governed AI evaluates conditions against defined policies before any action is taken.
GOVERNED REMEDIATION
ServiceNow executes remediation within approved change boundaries — fully auditable.
CLOSURE & DOCUMENTATION
Every action is validated, documented and closed with a traceable record.
AI Systems Lab
Exploring how governed AI can operate inside real-world systems.
PROJECT 01
AIONIST™
AI Advisor experience from Ampereon AI.
Aionist explores governed AI advisory combining global operating directives, organization-specific context, client context, automation and human oversight. The architecture layers directives and profile context before any AI response is generated — ensuring every output is bounded, traceable and accountable.
PROJECT 02
CEDRO™
AI Editorial Intelligence for Cigars Profile.
Cedro explores domain-specific generative AI constrained by structured data, freshness requirements, minimum-data thresholds and editorial guardrails. Community input and structured data feed an analysis layer that only generates content when quality thresholds are met — keeping AI output grounded in evidence.
Operating Principles
Governance by Design
Define boundaries before deploying intelligence. Governance is not a constraint applied after the fact — it is the architecture that makes intelligent systems trustworthy.
Security by Design
Security must be part of the architecture, not an afterthought. Every infrastructure decision, every AI system, every automation workflow is designed with security as a foundational constraint.
Human Oversight
Automation should increase human capability while maintaining accountability. Every autonomous action requires a defined intervention point and a human who owns the outcome.
Evidence & Traceability
Enterprise AI requires structured inputs, documented actions and auditable workflows. If you cannot trace a decision, you cannot govern it.
Operational Resilience
Availability, security, recovery and controlled change remain foundational as systems become intelligent. Intelligence built on fragile infrastructure is fragile intelligence.
AI WILL NOT REPLACE
ENTERPRISE INFRASTRUCTURE.
IT WILL BECOME
PART OF IT.
Foundations
LET'S BUILD WHAT COMES NEXT.
FOCUS CONVERSATIONS
Ask About Franklin
Explore Franklin's experience, capabilities, technology background and professional focus. Responses are grounded in verified professional information only.
SUGGESTED QUESTIONS
Professional Knowledge Ready
Ask a question or select one from the list.
RESPONSES GROUNDED IN VERIFIED PROFESSIONAL INFORMATION ONLY