Operations log

Everything I've built.

Chronological record of every project, experiment, and milestone. The featured section covers systems that reached production quality. The timeline covers everything else.

Featured systems

5 systems

infra // production

OTDTACTIVE

Mar 2026

OT Digital Twin

Real-time industrial digital twin for geothermal plant operations

The Problem

No affordable remote monitoring solution for industrial OT environments in East Africa. Engineers fly to sites to read meters.

The Solution

Solo deployment of IBM Maximo Application Suite 9.1 on a 6-node OpenShift ROKS cluster (Frankfurt region). Monte Carlo failure prediction, LSTM anomaly detection, Unity XR visualisation layer.

Result

Presented at EAAAIW 2026 (CUEA). Validated by an Oil & Gas engineer. 30% PoC pathway to IBM Research Africa identified.

IBM MAS 9.1OpenShift 4.19IBM Cloud ROKSwatsonx.aiPythonUnity XR

ai // production

WisdomAIACTIVE

Feb 2026

Multi-Agent Health Intelligence System

6-agent WhatsApp health triage system for low-resource clinical environments

The Problem

Patients in low-resource environments lack access to consistent medical triage, leading to delayed diagnoses and preventable deterioration.

The Solution

6-agent AI architecture orchestrated via LangGraph. Triage, symptom analysis, prescription lookup, escalation, follow-up, and audit agents working in sequence. WhatsApp as the delivery layer — zero app install for patients.

Result

78 test cases validated. Full HIPAA-aligned audit trail. Flagged for potential deployment through community health programs.

LangGraphPythonTwilio WhatsApp APIFastAPIPostgreSQLIBM Granite

ai // production

HAKIPAUSED

Jan 2026

Agentic Healthcare Orchestrator

IBM DevDay 2026 hackathon project — AI telemedicine for rural diagnostic gaps

The Problem

Rural regions in East Africa suffer critical doctor shortages. Patients travel hours for basic triage that could be automated.

The Solution

Agentic AI system using IBM Granite and watsonx Orchestrate to autonomously triage patients and allocate medical resources. Deployed on IBM Cloud.

Result

Team Lead at IBM DevDay 2026. Scalable architecture reviewed by IBM engineers. Identified as a candidate for IBM Research Africa partnership.

IBM Granitewatsonx OrchestrateNext.js 14IBM MaximoIBM Cloud

tools // production

vulaiACTIVE

Mar 2026

vulai — LinkedIn Optimization Framework

No-BS open-source prompt framework that kills corporate buzzwords and rebuilds LinkedIn profiles into high-signal, data-driven presence.

The Problem

LinkedIn profiles are saturated with generic corporate language that obscures real skills and repels serious recruiters and collaborators.

The Solution

Open-source prompt framework that systematically rewrites LinkedIn sections — headline, about, experience — into high-signal, data-backed language. No code. No API. Distributed as a usable framework via GitHub.

Result

Full release cycle. Distributed across LinkedIn and WhatsApp groups. Community adoption.

Prompt EngineeringMarkdownGitHub

tools // production

AEGISACTIVE

Apr 2026

Portable Windows Diagnostic Framework

Stateless forensic system diagnostics — no install, no footprint, no trust

The Problem

Diagnosing Windows system health in field environments requires installing tools that may not be permitted, may not exist, or may themselves be compromised.

The Solution

Stateless PowerShell diagnostic framework. Captures baseline snapshots, compares drift, flags anomalies. Single-file. No install. No registry writes. No external dependencies. Runs on any Windows system.

Result

v1.0 released. Validated on external environments. Used as a real diagnostic tool during IBM internship.

PowerShell 5.1+Windows WMICIMBaseline diffing

Full timeline

2024 → now