Marius Ayrault

Portfolio

Multi-agent systems, RAG, MLOps: from architecture to production. · On solid foundations: machine learning, deep learning, data engineering.

Mission case studies and personal projects built end to end, from exploration to production, often shipped as open source.

All projects

A Multi-Agent Architecture for an Industrial AI Assistant

AI AGENTS · LANGGRAPH · AWS BEDROCK · MULTI-AGENT · HUMAN-IN-THE-LOOP · SSE · PROMPT CACHING · LLMOPS · FASTAPI · PYTHON

A Multi-Agent Architecture for an Industrial AI Assistant

A LangGraph multi-agent architecture: Plan-and-Execute, ReAct sub-agents, human-in-the-loop and measured Bedrock prompt caching, 51.7% lower multi-turn cost.

31/03/2026 · 6 min read

Production Multimodal RAG Pipeline and Evaluation Framework

RAG · DOCUMENT INTELLIGENCE · OCR · LLM · EVALUATION · RAGAS · LANGSMITH · DATABRICKS · AWS · PYTHON

Production Multimodal RAG Pipeline and Evaluation Framework

Multimodal RAG pipeline on Databricks and a Ragas + LangSmith evaluation framework: the in-house pipeline beat the commercial baseline, P@k 0.82 vs 0.68.

20/02/2026 · 4 min read

AI-Powered UGC Video Production Engine

GENERATIVE AI · MULTIMODAL · LLM · AI AGENTS · LLMOPS · AUTOMATION · ANALYTICS · PRODUCT DESIGN · FFMPEG

AI-Powered UGC Video Production Engine

AI UGC video production engine: LLM-orchestrated generation, vision quality gates, three-layer cost observability. Around $3.5 per publish-ready video.

26/04/2026 · 4 min read

Real-Time Industrial Performance AI Assistant

AI AGENTS · GENERATIVE AI · LLM · REAL-TIME · TIME SERIES · INDUSTRIAL PERFORMANCE · LEAN 6 SIGMA · RAG · AUTOMATION · CI/CD · DOCKER

Real-Time Industrial Performance AI Assistant

An AI agent over real-time industrial telemetry: production KPIs answered in natural language, quality-drift diagnosis, Lean Six Sigma meets generative AI.

11/06/2025 · 2 min read

Quantum Insights, a RAG Pipeline over ArXiv Papers

GENERATIVE AI · LLM · RAG · NLP · AWS · CI/CD

Quantum Insights, a RAG Pipeline over ArXiv Papers

A RAG pipeline over ArXiv quantum-physics papers: structure-aware chunking, ChromaDB retrieval, LLM synthesis at an adjustable expertise level, deployed on AWS.

17/10/2024 · 3 min read

DeFi User Behavior Analysis through Clustering

BLOCKCHAIN · DEFI · DATA ENGINEERING · MACHINE LEARNING · CLUSTERING · DOCKER · LLM · CI/CD · DATA VISUALIZATION · GENERATIVE AI

DeFi User Behavior Analysis through Clustering

Behavioral clustering of 6.9M Ethereum addresses across 11 DeFi protocols: four user profiles from 22.7M on-chain transactions, published open source.

22/03/2025 · 3 min read

Loan Default Prediction in Retail Banking with MLOps

MLOPS · MACHINE LEARNING · MLFLOW · MODEL EVALUATION · CI/CD · AWS · DOCKER · FINANCE

Loan Default Prediction in Retail Banking with MLOps

Loan default scoring industrialized: 288 MLflow runs, Optuna tuning on a business-weighted score, AWS deployment, and an honest read of 99.6% accuracy.

08/09/2024 · 5 min read

Total Productive Maintenance on Industrial Robots

PREDICTIVE MAINTENANCE · SURVIVAL ANALYSIS · MACHINE LEARNING · DEEP LEARNING · TIME SERIES · INDUSTRIAL PERFORMANCE · OPTUNA · DOCKER

Total Productive Maintenance on Industrial Robots

Remaining Useful Life prediction for a 50-robot fleet: particle filtering, survival analysis, multi-task LSTM and economics-driven replacement decisions.

01/09/2024 · 3 min read

Real-Time Taxi Fare Calculation

DATA ENGINEERING · REAL-TIME · KAFKA · NIFI · JAVA · ELASTICSEARCH · BIGQUERY · CLOUD · CLUSTERING

Real-Time Taxi Fare Calculation

Real-time taxi fare pricing on a streaming platform: custom Java NiFi processor over Kafka, ElasticSearch observability, K-Means segmentation in BigQuery.

14/09/2024 · 3 min read

Road Sign Classification

DEEP LEARNING · COMPUTER VISION · CNN · TENSORFLOW · OPTUNA · MODEL EVALUATION

Road Sign Classification

Four deep learning architectures compared on GTSRB: 99.4% accuracy after Optuna tuning, adversarial stress tests, Grad-CAM interpretability.

06/10/2024 · 3 min read

Home Automation: Home Assistant on KNX

HOME ASSISTANT · KNX · IOT · ESP32 · EMBEDDED SYSTEMS · DEVOPS · SECURITY · AUTOMATION · INFRASTRUCTURE

Home Automation: Home Assistant on KNX

A wired KNX home run like production infrastructure: ESP32 integrations, zero-trust WireGuard access, Linky smart-meter observability, AI ops via MCP.

22/06/2026 · 3 min read

Carbon footprint and decarbonization plan for an industrial site

PROJECT MANAGEMENT · DMAIC · ADEME CARBON ASSESSMENT · LEAN SIX SIGMA · INDUSTRIAL PERFORMANCE · DECARBONIZATION · DATA ANALYSIS

Carbon footprint and decarbonization plan for an industrial site

Led a 4-person, 7-week engagement: 2,444 tCO2e rebuilt for a plastics plant under the ADEME framework, with a reduction plan quantified at 246 tCO2e.

21/06/2022 · 3 min read

See the work delivered for companies

GitHub activity

A steady coding practice across open source projects, side projects and private work, week after week since early 2024.

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contributions on April 2, 2026No contributions on April 3, 2026No contributions on April 4, 2026No contributions on April 5, 2026No contributions on April 6, 2026No contributions on April 7, 2026No contributions on April 8, 2026No contributions on April 9, 2026No contributions on April 10, 2026No contributions on April 11, 2026No contributions on April 12, 2026No contributions on April 13, 2026No contributions on April 14, 2026No contributions on April 15, 2026No contributions on April 16, 2026No contributions on April 17, 2026No contributions on April 18, 2026No contributions on April 19, 2026No contributions on April 20, 2026No contributions on April 21, 20269 contributions on April 22, 20266 contributions on April 23, 2026No contributions on April 24, 20261 contribution on April 25, 20263 contributions on April 26, 20261 contribution on April 27, 20263 contributions on April 28, 20261 contribution on April 29, 20262 contributions on April 30, 20266 contributions on May 1, 2026No contributions on May 2, 2026No contributions on May 3, 20261 contribution on May 4, 20263 contributions on May 5, 2026No contributions on May 6, 2026No contributions on May 7, 20262 contributions on May 8, 20265 contributions on May 9, 20262 contributions on May 10, 20264 contributions on May 11, 20261 contribution on May 12, 20262 contributions on May 13, 2026No contributions on May 14, 20265 contributions on May 15, 2026No contributions on May 16, 2026No contributions on May 17, 2026No contributions on May 18, 2026No contributions on May 19, 2026No contributions on May 20, 2026No contributions on May 21, 2026No contributions on May 22, 2026No contributions on May 23, 2026No contributions on May 24, 2026No contributions on May 25, 2026No contributions on May 26, 20261 contribution on May 27, 20265 contributions on May 28, 2026No contributions on May 29, 2026No contributions on May 30, 2026No contributions on May 31, 20262 contributions on June 1, 20262 contributions on June 2, 20261 contribution on June 3, 2026No contributions on June 4, 2026No contributions on June 5, 2026No contributions on June 6, 2026No contributions on June 7, 2026No contributions on June 8, 2026No contributions on June 9, 2026No contributions on June 10, 2026No contributions on June 11, 2026No contributions on June 12, 2026No contributions on June 13, 2026No contributions on June 14, 2026No contributions on June 15, 2026No contributions on June 16, 2026No contributions on June 17, 2026No contributions on June 18, 2026No contributions on June 19, 2026No contributions on June 20, 2026No contributions on June 21, 20264 contributions on June 22, 20261 contribution on June 23, 20262 contributions on June 24, 2026No contributions on June 25, 20261 contribution on June 26, 2026No contributions on June 27, 2026No contributions on June 28, 2026No contributions on June 29, 20261 contribution on June 30, 2026No contributions on July 1, 20261 contribution on July 2, 20262 contributions on July 3, 2026No contributions on July 4, 2026No contributions on July 5, 20266 contributions on July 6, 20261 contribution on July 7, 2026No contributions on July 8, 2026No contributions on July 9, 2026No contributions on July 10, 2026No contributions on July 11, 2026No contributions on July 12, 2026No contributions on July 13, 2026No contributions on July 14, 2026No contributions on July 15, 2026No contributions on July 16, 2026No contributions on July 17, 2026No contributions on July 18, 2026No contributions on July 19, 2026No contributions on July 20, 2026No contributions on July 21, 2026No contributions on July 22, 2026No contributions on July 23, 2026No contributions on July 24, 2026No contributions on July 25, 2026No contributions on July 26, 2026No contributions on July 27, 2026No contributions on July 28, 2026No contributions on July 29, 2026No contributions on July 30, 2026No contributions on July 31, 2026No contributions on August 1, 2026No contributions on August 2, 2026No contributions on August 3, 2026No contributions on August 4, 2026No contributions on August 5, 20264 contributions on August 6, 20266 contributions on August 7, 20264 contributions on August 8, 2026No contributions on August 9, 20264 contributions on August 10, 20269 contributions on August 11, 20264 contributions on August 12, 2026No contributions on August 13, 2026No contributions on August 14, 20267 contributions on August 15, 202623 contributions on August 16, 202610 contributions on August 17, 2026No contributions on August 18, 2026No contributions on August 19, 20265 contributions on August 20, 202617 contributions on August 21, 2026No contributions on August 22, 2026No contributions on August 23, 2026No contributions on August 24, 202638 contributions on August 25, 202614 contributions on August 26, 202620 contributions on August 27, 202616 contributions on August 28, 20266 contributions on August 29, 20267 contributions on August 30, 20264 contributions on August 31, 202617 contributions on September 1, 20262 contributions on September 2, 20261 contribution on September 3, 2026No contributions on September 4, 2026No contributions on September 5, 2026No contributions on September 6, 2026No contributions on September 7, 2026No contributions on September 8, 20264 contributions on September 9, 2026No contributions on September 10, 2026No contributions on September 11, 2026No contributions on September 12, 2026No contributions on September 13, 2026No contributions on September 14, 2026

* From August 2025 to April 2026, most development happened in the private repositories of a pre-seed AI startup, as a founding engineer: main creator and maintainer of several of them, conventions and code hygiene included.

See my GitHub

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