Technical implementation · Business systems analysis
I provide technical and analytical consulting, designing and delivering AI-enabled workflows and tools for document processing, information organization and practical automation. Running Amkha Seed LLC gave me the business perspective to connect that technical work with customer needs, operating constraints and dependable handoffs.
THE BACKGROUND
Managing Amkha’s operations and finances taught me to look past an idealized workflow: what happens when information is missing, priorities change or someone needs an answer? Customer needs, vendor commitments and operating constraints shaped those decisions.
My consulting work builds on that operating perspective. I clarify requirements, design practical workflows, build and improve technical solutions, investigate failures and validate results against source information. The work includes delivered tools, ongoing systems maintenance, technical guidance and detailed analysis.
CONSULTING AND SYSTEMS DELIVERY
I provide technical and analytical consulting across requirements, workflow design, implementation, validation and troubleshooting. I build and maintain Python and PowerShell workflows that turn documents, recordings and data into structured, reviewable information. I select tools, models and APIs, review and modify code, resolve failures and verify outputs. Delivered document and photography tools remain in use, and my technical guidance includes AI backend design for a released mobile app.
My consulting work spans requirements, implementation, testing, troubleshooting and user guidance. I keep important decisions and changes traceable so the systems can be reviewed, maintained and improved.
DELIVERED / IN CONTINUING USE
I designed and implemented a document-categorization workflow with a rich searchable index, connecting organization rules with how users find and use information.
My contribution: requirements, workflow design, implementation and validation.
DELIVERED / IN CONTINUING USE
I designed and implemented an application with OCR, content and quality ranking, rich tagging and manual overrides. Separate index and workbook reconciliation supports controlled, reversible updates.
My contribution: technical design, processing workflows, review controls and troubleshooting.
ADVISORY / RELEASED APP
I advised a mobile-app developer on AI backend design, model selection, memory use and API configuration, contributing to an app the developer completed and released.
My contribution: technical evaluation and practical guidance to the developer.
SELECTED WORK
These inspectable demonstrations complement my delivered tools and consulting work. Each states its own fictional or synthetic scope, decisions and supporting evidence.
Implementation Readiness Workspace
A service-request process can look complete while responsibility, acceptance and support handoff are still unclear. I modeled the path from intake and requirements through Jira/Confluence workflows, testing, corrections and readiness.
I kept Validation separate from Done and preserved failed tests until the corrections had been retested.
In an intake-analysis demo, I chose to preserve uncertainty rather than turn a missing answer into a convenient assumption. Rules separated validated records from the ones that still needed review.
WHAT THE MODEL DID WITH 30 SYNTHETIC RECORDS
I tested what happens when simulated integration events repeat, arrive out of order or fail. The local Python flow records bounded retries, retains failed deliveries and reconciles the final state.
ONE FAILURE PATH FROM THE LOCAL TEST SET
HOW I APPROACH THE WORK
Start with the people, the process and the exceptions a system needs to handle.
Turn unclear requirements into rules, expected outcomes and visible findings.
Make the result explainable enough for someone else to implement, validate or support.
CONTINUED LEARNING
Recent credentials and hands-on learning support my work in implementation, business systems and data analysis.
Foundation: Associate of Arts with Business Designation, Front Range Community College; University of Denver 240-hour Cybersecurity Boot Camp. Additional CSU and UNC coursework is not represented as degrees.