Production AI

Deployment, latency, and scale.

Data Models for AI Applications: Pydantic vs Python Built-ins

Compare Python's data modeling options for AI/ML applications. Learn when to use dataclasses, TypedDict, or Pydantic for API responses, embeddings metadata, and agent tool contracts.

#pydantic #python #api

Deep Dive 25 min read

Mamba for Predictive Maintenance: State Space Models vs Transformers

Compare Mamba's selective state space architecture against LSTM and Transformer for hard drive failure prediction. Learn when SSMs beat attention.

#mamba #state-space-models #predictive-maintenance

Open Seas 45 min read

Predicting Hard Drive Failures with XGBoost, LSTM, and Transformers

Build a production-ready failure prediction system using real Backblaze data. Compare traditional ML vs deep learning approaches and learn when each shines.

#xgboost #lstm #time-series