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Below is a selection of projects I have built
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I built a custom AI system that turns client context and research into proposals, interview guides, workshop materials and synthesis
Puts approved client material in one brief and flags what is missing
Prepares the story, scope, workplan and draft proposal
Prepares interview guides and pulls the main themes from the notes
Prepares agendas, exercises, participant packs and facilitator notes
Turns interviews and workshop outputs into a clear summary and next steps
Runs specialist agents, each with a specific task
Runs the agents and the supporting scripts
Connects the approved tools and sources the team uses
Keeps the work connected from client context to synthesis
Creates drafts the team can review before sharing them
Client work starts with notes, research and past documents in different places. The team needs to reuse that material while keeping the client context clear and reviewing every deliverable before sharing it
I built a system of specialist agents that share approved client context and templates. It prepares proposals, interview guides, workshop agendas, facilitation decks and follow-up documents
It prepares drafts of research briefs, proposals, contracts, interview guides, workshop agendas, facilitation decks and synthesis documents
Each agent has a specific task and uses approved sources and templates. People review the output before anything goes to a client
I use agents to handle parts of a real delivery process, while people keep control over the work that goes to clients
Each agent holds its own brief and its own context
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“I use my team of AI Agents to keep track of work, stay organised across the different parts of my life, manage investments and maintain my knowledge corpus.”
Engagement Manager — Led strategy, digital and operating-model work for governments and companies across Africa, including internet penetration, retail strategy and commercial due diligence
Private Equity Analyst Intern — Assessed African investment opportunities through market research, financial analysis and due diligence
M&A Analyst Intern — Built valuation analyses and pitch materials for industrial-sector M&A transactions
AI Builder / Deployer · MBA Internship — Built agentic workflows able to produce client-facing documents with human approval gates
French, English
“Before becoming an AI builder, I developed my business acumen through roles in strategy consulting, investment banking and private equity.”
Here is a non-exhaustive selection of the training I have completed
How AI agents reason, use tools and work across frameworks such as LangChain, LlamaIndex and smolagents
How to identify where AI adds value in a task or process, use effective prompting to get the most from it, and assess its outputs with care
How to identify where a business can leverage AI, define the right use cases and adopt it responsibly while retaining human judgment
How to build Claude-powered applications with prompting, tool use, RAG, agents, MCP and production patterns
How to steer, configure, automate and verify long-running Claude Code sessions
How prompt patterns unlock the capabilities of large language models in practical applications
I had the privilege of serving as one of four jury members for the Harvard Claude Code Competition
Harvard Claude Code Competition
On October 24, 2026, my team placed second at the Harvard × MIT hackathon, sponsored by Replit
Harvard × MIT × Replit
Here is a non-exhaustive selection of tools that I use
“My first rule when building with AI is not to be loyal to any provider. Each has its own strengths, so I built a system that lets me move between them.”