Selected Outcomes

Experience across fintech scale, AI products, automation, and operational analytics.

These examples show the pattern behind the work: connect requirements to product decisions, choose proven engineering paths, and build systems teams can keep improving.

AI for talent operations

Recruitment Intelligence: Turning candidate evidence into hiring intelligence

I built recruitment intelligence workflows that bring resumes, interview transcripts, interview code, and quiz results together to score candidate fit against a job description and flag duplicate resumes or project claims across different individuals.

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Project knowledge infrastructure

Context Harbor: Preserving project knowledge across AI coding sessions

I built Context Harbor to bring requirements, architecture decisions, and project memory into the development workflow, with source-backed retrieval shared across developers and AI tools.

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Local AI infrastructure

GGUF Switchboard: Making local AI models practical to operate

I built GGUF Switchboard to put model selection, runtime switching, and compatibility diagnostics behind a stable API, so local AI applications can use different models without managing each inference server themselves.

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Fintech Platforms

Digital Banking and Wallet Systems

Led and supported engineering for Tonik and Wave Money across mobile, backend, QA, DevOps, wallet workflows, and high-volume banking features. The work covered 3M+ users, large engineering teams, faster release systems, and reliable product delivery in regulated financial environments.

AI Product

Kovaad Conversational AI Platform

Designed an AI platform for therapeutic conversations using LLM orchestration, vector memory retrieval, cloud services, observability, and multi-agent chat workflows.

Automobile and Allied Manufacturing

Cost, Sales, and Operations Analytics

Helped modernize Excel-heavy sales and cost workflows for manufacturing teams, turning fragmented business inputs into clearer data flows, operational dashboards, and decision-ready analytics that leaders can maintain and extend.

Enterprise Systems

SAP, CRM, and Workflow Applications

Built enterprise applications that interfaced with SAP ERP, SAP HCM, SAP CRM, and Microsoft Dynamics CRM, translating complex approval, field-service, finance, and operational workflows into reliable business applications for government and enterprise teams.

Cross-Industry Portfolio

35+ products delivered across 20+ years

Hands-on delivery across AI, fintech, enterprise mobility, SAP Fiori, CRM, analytics, and cloud-native systems. This breadth shapes my advisory work around clear requirements, proven stacks, maintainable architecture, and teams that can keep shipping.