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MLflow Autologging and Zero-Config Tracking
A practical guide to MLflow autologging: one-line experiment tracking, framework-specific integrations, GridSearchCV child runs, and production guardrails.
6 min read -
Reproducible Experiment Tracking with MLflow and UV
How to make MLflow experiment tracking reproducible by pairing runs, metrics, model artefacts, signatures, and registry versions with a UV lockfile.
7 min read -
MkDocs RAG Documentation Assistant
A practical look at building a MkDocs documentation assistant with RAG, FastAPI, Gemini, vector search, cited answers, and a deployable documentation workflow.
9 min read -
SIM-Swap Fraud Risk Engine: A Short MVP for Transaction Risk Review
A short MVP for telco-aware transaction risk scoring, built around SIM-swap signals, device trust, payment monitoring, security review, and backtesting.
6 min read -
Agentic Coupon Abuse Detection: A Short MVP for Explainable Fraud Triage
A short MVP for coupon-abuse detection using Google ADK, Gemini, explicit rules, Streamlit, metrics, reviewer feedback, and backtesting.
6 min read -
Designing Data-Intensive Applications, Honestly Reviewed
An honest review of Designing Data-Intensive Applications: what still matters for data pipelines, ML systems, databases, distributed systems, and production design.
6 min read