Mostapha EL ANSARI mostaphaelansari

ML Engineer working on LLMs, AI agents, and MLOps: getting models out of notebooks and into production.
Currently building ScoreFlow, a credit-risk scoring toolkit with reason codes, risk bands, and drift monitoring for regulated environments.
Exploring local agents that operate real infrastructure: Kubernetes (PodMedic), browsers, and code review, always with human-approval guardrails.
Into MLOps: automated model promotion, Kubeflow pipelines, MLflow tracking, and CI/CD for models.
Building ObsidianGPT, a local second-brain assistant that answers only from your own notes.
Re-implementing ML papers from scratch, because using ≠ understanding.
Based in Nice, France.
Open to chat about LLMs, agents, or MLOps. Email me.

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Projects

Production ML & MLOps
Title	Stars	Technologies
ScoreFlow _{Credit-risk scoring with explainable decisions and PSI drift monitoring}
MLOps Auto Model Promotion _{Gated staging → production promotion with rollback and A/B serving}
Kubeflow Fraud Detection _{Four-stage fraud-detection pipeline on local Kubernetes}

AI Agents
Title	Stars	Technologies
PodMedic _{Local agent that diagnoses and fixes failing Kubernetes pods}
Diff-First Review Agent _{Semantic diff analysis, risk scoring, and auto approve/block}
Bedrock Browser Agent _{Multi-agent orchestrator routing tool calls to a headless browser}

LLMs & RAG
Title	Stars	Technologies
ObsidianGPT _{Second-brain assistant that answers only from your Obsidian vault}
RAG System _{Offline PDF Q&A with local inference, zero cloud dependency}
LLM Document Q&A _{Multi-document reasoning on Llama 3.2}
Text-to-SQL _{Natural language → SQL with a self-correction loop}
Semantic Book Recommender _{Embeddings plus emotion-aware filtering}

Security & Research
Title	Stars	Technologies
CV Guardian _{Scans résumés for malicious payloads and AI-generated text}
Markov-GNN Dynamics _{GNN that learns diffusion transition rules on networks}