AI SaaS design, workflow automation, agentic operating models, product-to-platform execution
Building IntelligentSystems With Purpose
I help turn ideas into practical AI, modern software, and scalable systems
AI Leadership Software Architecture Cloud Systems
Engineering leader focused on applied AI, product thinking, and modern software that creates measurable impact
GitHub Contributions Across @Personal and @Professional Profiles
285 contributions in the last year
JulAugSepOctNovDecJanJanFebAprMayJunJul
Profile
Architecting and scaling production systems across public platforms, enterprise software, and AI-driven products
Introduced AI-assisted engineering and operational automation to compress delivery effort and improve throughput
Reduced publishing latency, manual effort, and release friction through platform modernization and automation
Career Timeline
2026 - Present
Engineering Lead
Owning AI SaaS architecture, business workflow automation, and engineering delivery across a multi-tenant product environment.
- Designs business-to-automation flows that connect user operations, AI reasoning, and backend execution
- Manages architecture, roadmap translation, delivery strategy, and technical risk
- Drives secure cloud-native services, AI-assisted engineering, and product-operational alignment
AI workflowsMicroservicesDevSecOpsCloud-nativeProduct delivery
2024 - 2025
Researcher
Built a technically strong AI/ML research profile around software security, explainability, and advanced graph-based vulnerability modelling.
- Applied GNNs, transformers, and causal deep learning to security-oriented software analysis
- Worked on interprocedural vulnerability tracing and interpretable analysis pipelines
- Strengthened the research depth behind future AI product and automation leadership roles
GNNsTransformersCausal AIExplainabilitySoftware security
2019 - 2023
Senior System Developer
Led modernization of large public-sector platforms with strong emphasis on platform resilience, secure APIs, and measurable operating efficiency.
- Delivered service and data pipeline modernization that cut latency by up to 80%
- Reduced manual publishing effort by up to 90% through automation
- Improved release and delivery cycles by around 40% with better DevSecOps practices
Distributed systems.NETSecure APIsData publishing
2013 - 2019
System Developer
Built maintainable enterprise platforms, public APIs, and high-availability services while sharpening architectural and delivery depth.
- Architected REST APIs and secure integration services on .NET
- Worked deeply across CQRS, reliability, performance tuning, and CI-driven engineering
- Strengthened maintainability and release confidence for mission-critical systems
.NET CoreCQRSEnterprise systemsCI
2010 - 2013
Early Career Developer
Enterprise Systems / ERP / Telecom
Developed the business-systems foundation through ERP, billing, ETL, and reporting solutions tied closely to operational efficiency.
- Built .NET and MSSQL systems for inventory, telecom, billing, and reconciliation
- Reduced manual processes by about 70% in operational workflows
- Developed the delivery discipline that later scaled into platform and leadership work
ERPBillingETLMSSQL.NET
Technology Journey
Education and Certifications
Bishop's University
MSc in Computer Science
Quebec, Canada
BCS Practitioner Certificate in Agile
The Chartered Institute for IT
Developing Solutions for Microsoft Azure
Microsoft
Recent Posts
Operationalizing Zero-Trust Vulnerability Remediation: Bridging Infrastructure Security and Application Platforms
An analytical guide for engineering leaders on transforming vulnerability management from a manual compliance exercise into an automated, threat-informed platform capability using CISA KEV, EPSS, and progressive delivery.
Vulnerability ManagementDevSecOpsPlatform EngineeringCISA KEVApplication SecurityCI/CD
Balancing Modernization and Mitigation: An Engineering Leader's Guide to System Hardening
An analytical, highly practical guide for engineering leaders on operationalizing threat intelligence, implementing secure-by-default application frameworks, and securing the software supply chain.
CybersecurityDevSecOpsSoftware Supply ChainCISA KEVEngineering Leadership
Bridging the Gap Between Rapid Framework Adoption and Secure-by-Design Mandates
A technical analysis of how engineering leaders can balance rapid framework updates with rigorous CISA-aligned secure-by-design principles to eliminate systemic vulnerabilities.
CybersecuritySecure-by-DesignCISASoftware ArchitectureDevSecOps
Beyond Reactive Patching: Integrating Authoritative Threat Intelligence into Platform Engineering
A pragmatic guide for engineering leaders on moving from reactive vulnerability patching to proactive, platform-level mitigations by combining CISA threat intelligence with secure-by-default developer workflows.
DevSecOpsPlatform EngineeringVulnerability ManagementCISAApplication Security
Secure by Design: Hardening API Gateways Against Memory Exploits and Logic Flaws
A practical guide for engineering leaders on hardening API gateways. I analyze the shift toward memory-safe languages, zero-trust validation patterns, and how to implement CISA's Secure-by-Design principles in your edge infrastructure.
API GatewaySecure by DesignZero TrustDevSecOpsCloud Architecture
Mitigating Zero-Day Vulnerabilities: Architectural Patterns for Engineering Leaders
An analytical guide for engineering leaders on hardening API gateways, implementing zero-trust microservice communication, and operationalizing SBOMs to proactively mitigate zero-day security vulnerabilities.
SecurityAPI GatewayZero TrustDevSecOpsSoftware Supply Chain
Repositories
ixuvo.com
source code for ixuvo.com — built with Astro, powered by PocketBase, self-hosted, Cloudflare Tunnel.
isuvo
Engineering leader and AI researcher building secure, scalable systems—and helping teams turn ambitious ideas into measurable outcomes.
Pitchdeck
An interactive React-based pitch deck for presenting the business plan, market opportunity, strategy, financial projections, and growth vision of a foreign graduate entrepreneur initiative.
DSGenAI-2025
Official website for DSGenAI 2025, an international workshop on dependable and secure generative AI, featuring research topics, paper submissions, organizers, schedules, and registration information.
ML_
A structured and reproducible machine-learning project template for organizing data preparation, feature engineering, model training, inference, experimentation, and reporting.
UnsecuredAPIKeys-OpenSource
The code behind the [Former] UnsecuredAPIKeys.com
50Algorithms
A practical collection of 50 essential algorithms implemented in Python, with clear explanations, complexity analysis, and runnable examples covering sorting, graph traversal, dynamic programming, search, optimization, and machine learning.
AutoResume
Experimental Project - Fully Autonomous Job Application Workflow with Zero Manual Intervention
Thesis_Causalchain
Thesis Implementation
Tools and Practice
AI / Security
TransformersPyTorchTensorFlowRAG pipelinesAgentic AILLMOpsCausal inferenceThreat modellingSAST / DASTSecure SDLC
Backend / APIs
.NET CoreNode.jsPythonFastAPIgRPCRESTGraphQLKafkaRabbitMQCQRSEDA
Cloud / DevSecOps
AzureAKSGCPDockerKubernetesOpenTelemetryTerraformGitHub ActionsIAMSecrets managementObservabilityRelease automation
Data / Frontend
MSSQLCosmosDBMongoDBRedisReactAngularTypeScriptNext.jsSQLAnalytics workflows
Delivery / Management
Roadmap alignmentStakeholder managementAgile executionTechnical leadershipTeam scalingProcess automation
Architecture / Product
AI SaaS architectureWorkflow automationPlatform architectureProduct translationOperating governanceTechnical decisions
Find Me
Email[email protected]
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