From the field to production.
Purposeful products. Trustworthy AI.
Based in Abidjan, I engineer resilient digital platforms, from software architecture to explainable AI and ML-RAG systems.
CTO · FORWARD DEPLOYED ENGINEER · AI/MLSoftware that thrives
beyond the codebase.
active users across
all deployed platforms
FCFA transacted through
resilient architectures
Bridging business operations with robust software engineering. From the initial discovery call to production resilience, I take full ownership of measurable outcomes.
Observe real user workflows, interview operational teams, and isolate the root business problem.
From the very first line of code to products serving thousands of real users.
A high predictive score does not guarantee a faithful explanation. My research investigates explanation faithfulness and constitutional oversight in hybrid ML-RAG architectures.
Audit hallucination, demographic disparity and counterfactual consistency against the financial charter.
Credit committee with transparent reasoning chain, Shapley attributions, and source telemetry.
A three-tier oversight framework to enforce faithfulness and fairness in hybrid ML-RAG credit scoring systems: financial constitution, AI referee, and human-in-the-loop audit.
DOI / 10.5281/zenodo.19955522Open Access Preprint · v1.0.0A credit scoring paradigm expanding evaluation beyond traditional banking to financial, civic, behavioral, and contextual signals, coupled with explicit consent and bias auditing.
DOI / 10.5281/zenodo.20247598Conceptual Preprint · Empirical validation in progressI am Koffi Kan Marc-Ephrem, CTO, Forward Deployed Engineer and technology leader based in Abidjan. I bridge business imperatives with software craftsmanship, distributed systems, and applied AI.
My North Star: start from human friction, engineer with uncompromising rigor, and keep human agency at the center of every decision.
Let's connectMSc in Information Systems & AI
Artificial Intelligence & Deep Learning
Aspire Institute
Engineering Lead
Master the macro architecture. Perfect the micro details that make systems resilient.
Engineering essays, product philosophies, and research inquiries.
Start with human friction. Navigate real-world constraints. Deliver software that endures daily operations.
Read articleModularity, observability, and delivery discipline: foundations for platforms that evolve rapidly.
Read articleWhy predicting default risk is incomplete without faithful explanations and constitutional governance.
Read article