Combining systems thinking and AI to turn complex problems into practical solutions.

01

AI Fluency

Explore widely. Think critically. Apply AI purposefully.

I use AI to explore complex problems, connect ideas across disciplines, evaluate possible approaches, and accelerate problem-solving. I focus on understanding where AI adds value, where it falls short, and how to use it effectively.

  • Claude
  • ChatGPT
  • Gemini
  • Research and synthesis
02

Workflow Transformation

Redesign the work, not just the tools.

I look beyond individual tasks to understand how work flows through a system. I identify friction, unnecessary steps, and opportunities to integrate AI into real-world processes—making workflows simpler, faster, and more effective.

  • Process mapping
  • AI workflow design
  • Change management
03

Business Impact

Turn AI capabilities into practical value.

I approach AI through the lens of business outcomes: productivity, cost, speed, quality, and better decisions. The objective is to move beyond experimentation and develop solutions that address meaningful operational and commercial problems.

  • Use-case prioritization
  • ROI and business cases
04

Reliable Execution

Build for the real world, not just the demo.

I approach AI-enabled systems with attention to human judgment, reliability, and accountability. I consider how solutions should be evaluated, where safeguards are needed, and how people remain informed and in control when it matters.

  • Output auditing
  • Human in the loop
  • Model failover

Cognitive Architecture & Engineering

  • Prompt & System Design: Architecting deterministic behaviors from probabilistic models using detailed project instructions (CLAUDE.md).
  • Context & Grounding: Enforcing strict retrieval hierarchies to eliminate hallucinations.
  • Resiliency & Routing: Implementing multi-model failover to guarantee uninterrupted session continuity.
  • Agentic Tool Use: Designing intelligent systems capable of structured extraction and autonomous task execution via MCP connectors.
  • Claude Code
  • Claude skills
  • MCP connectors
  • Prompt and system design
  • Grounding
  • Model failover
  • Structured extraction

Full-Stack Infrastructure

  • Core Stack: TypeScript, Next.js, and React for high-performance, dark-mode, technical user interfaces.
  • Backend & Data: Supabase, Firebase, and Python for secure data handling and pipeline orchestration.
  • AI Integration: Deep fluency with the Vercel AI SDK and native Anthropic/Claude APIs.
  • Quality Assurance: Utilizing Playwright for rigorous, end-to-end production verification.
  • TypeScript
  • Next.js
  • React
  • Vercel AI SDK
  • Supabase
  • Firebase
  • Python
  • Playwright

Industrial Strategy & Governance

  • Operational Execution: Translating AI capabilities into high-risk industrial operations and safety-critical environments.
  • Enterprise Adoption: Leading change management and use-case prioritization to ensure high ROI.
  • AI Governance: Establishing strict output auditing and compliance guardrails for production environments.
  • Safety-critical operations
  • Enterprise AI adoption
  • Use-case prioritization
  • AI governance
01

ABIRU AI

Multi-model platform

Multi-Model Orchestration

One interface. Six AI providers. Users choose the task; the platform selects the model, standardizes outputs, and handles failover while preserving context.

Anthropic · OpenAI · Google · xAI · Mistral · Groq, plus open models (Llama, Qwen, Gemma, Nemotron) through OpenRouter

  • Vercel AI SDK
  • Model failover
  • Tool use
  • System prompts
02

Writer

Grounded drafting

AI-Assisted Writing

Writer is an AI-assisted writing tool that transforms your basic outline into a complete document. It automatically researches your topic, drafts the content, and performs a truth audit to ensure factual accuracy.

  • Grounding
  • Output auditing
  • Multi-step pipelines
03

SmartBid

Public procurement · Rwanda

SmartBid is a market intelligence tool for public procurement. It tracks and visualizes regional tenders across various sectors. The platform helps users identify bidding opportunities, monitor contract values, and track approaching deadlines.

  • Structured extraction
  • Rules + model
  • Compliance
04

Safety Square

Industrial safety

AI at the point of work: reviewing hazards and controls on job safety analyses, briefing crews in their own language, and capturing evidence that every crew member was briefed before work begins.

  • JSA review
  • Multilingual briefings
  • Field workflows
01

Your AI, Your Way

Team program

Most teams have AI tools but get inconsistent results. The gap is not technical; it is how people interact with AI. Participants map where AI gives them the most leverage, write a personal collaboration protocol, deploy three to five workflows in their own role, and leave with a working playbook.

02

Applied AI Adoption

Certificate series

A three-course series for working professionals: AI strategy and decision making, AI adoption in operations and management, and entrepreneurship with AI.