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The work speaks.

The strongest proof is not a polished deck. It is the pattern across real work: shipped systems, clearer operations, reliable handoffs, and judgment about where AI belongs.

Outcome monitor

Resume-backed outcomes from delivery, support, and product operations.

Deployment time

reduced through CI/CD improvements

Support volume

SharePoint Online cases handled

First-contact resolution

enterprise support environment

Affixdot scale

active users reached through product ops

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Enterprise Web Systems · Montech Studios

Delivering web systems across product, engineering, and clients

The problem

Client delivery needed more than feature work. Requirements, content operations, integrations, deployment flow, accessibility, and handoff all had to stay aligned across non-technical and technical stakeholders.

What I built

Enterprise web applications and workflow systems using React, Node.js, Python, REST APIs, CMS/DAM integrations, Azure DevOps, GitHub Actions, performance improvements, documentation, and handoff routines.

The result

Reduced deployment time by 40% through CI/CD improvements while keeping delivery tied to real client operations.

ReactNode.jsPythonREST APIsAzure DevOpsGitHub Actions

LLM Evaluation · Outlier

Evaluating AI outputs for accuracy, reasoning, and risk

The problem

AI systems can sound fluent while missing facts, ignoring instructions, or producing unsupported reasoning. That matters when the model is being used inside real workflows.

What I built

Structured evaluations of LLM outputs against factual accuracy, reasoning quality, clarity, hallucination risk, instruction following, and usefulness rubrics.

The result

Hands-on judgment for where AI can act, where it needs guardrails, and where human review belongs.

LLM evaluationPrompt designRubricsHallucination reviewHuman-in-loop design

Agentic Operations · Agentic-Hub

Building a local agentic workspace for lead research and outreach

The problem

Lead generation, research, qualification, outreach drafting, compliance, and CRM updates can become scattered quickly if agents and humans are not working from the same operating model.

What I built

A structured workspace with raw inputs, wiki synthesis, qualified lead notes, CRM JSONL, outreach drafts, scripts, n8n intake documentation, compliance rules, and explicit human approval before sending.

The result

A repeatable workflow for researching public businesses, producing personalized drafts, and preserving provenance instead of overwriting context.

Codexn8nPythonJSONLMarkdownCRM workflow

Enterprise Support · Tek Experts

Reducing SharePoint support drag with automation

The problem

Enterprise Microsoft 365 support required fast diagnosis across access, performance, workflow, and escalation issues while maintaining quality under volume.

What I built

SharePoint Online troubleshooting workflows, escalation coordination, and PowerShell automation for repeat diagnostics and resolution support.

The result

Resolved 20+ weekly cases, maintained an 85% first-contact resolution rate, and reduced resolution time by 30% through PowerShell automation.

SharePoint OnlineMicrosoft 365PowerShellJiraEscalation workflows

Things I've built, led, or shipped.

Robes n Stitches

Ongoing client commerce and operations platform for a fashion and tailoring business. Public storefront, product catalogue, checkout, admin tools, customer records, measurements, orders, receipts, and Firebase deployment.

React · Firebase · Docker · GitHub Actions

Joba

AI-powered job matching and career development platform. LLM-based resume analysis, role-fit scoring, and personalised coaching flows.

Next.js · Node.js · OpenAI

Linux Server Baseline

Production-grade Ubuntu server hardening and deployment automation. SSH hardening, UFW firewall, Docker, Nginx with TLS, backup/restore/rollback, fully scripted and documented.

Bash · Docker · Nginx · DigitalOcean

Affixdot · Co-founder / Chief Operating Officer (COO)

Mobile-first event discovery and management platform. Led operations, product direction, and growth to 3,000+ active users.

Product & Operations

Values.co

Cross-chain Web3 platform integrating Ethereum, Polygon, and Solana. Contributed to $2.4M raise in 2023.

Solidity · React · Web3.js

Derived.art

Digital archive and NFT marketplace for African cultural institutions.

Next.js · IPFS · Ethereum

MMG Concierge / Monytize

Client-facing web and operational builds across service, commerce, and internal workflow contexts.

Next.js · Node.js · APIs

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