Fullstack Development6 min read

Stop Talking About Agentic Commerce. Start With Agentic RAG.

Most companies are not ready for autonomous commerce agents. The practical starting point is Agentic RAG: systems that retrieve business context, reason over it, and produce decision-ready outputs.

Cyril Noirot

Lead Data Scientist

March 18, 2026

About the author

Cyril Noirot

Lead Data Scientist

Freelance data scientist. I design and ship decision systems — forecasting, pricing, marketing measurement, optimization — for teams making high-stakes calls.

Why LLM-Only Parsing Breaks in Production — And What to Do Instead

LLMs can extract structured data from anything — until they cannot. This article documents the failure modes of LLM-only parsing in production pipelines, and presents a layered architecture where determinism comes first and the LLM is used only where it is structurally irreplaceable.

Fullstack Development9 min

End-to-End Marketing Mix Model Architecture: From Data Pipeline to Optimization API

A comprehensive guide to deploying production-ready Marketing Mix Models—covering data ingestion, model training, cloud deployment, and real-time optimization APIs for budget allocation

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