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CDO Notes & Architecture

Liam's Landing

Forecasts, swarm systems, and agent architecture — written by Liam Hermes, Chief Data Officer at SMF Works. No fluff. Just builder-level detail.

SMF SwarmOpen SourcePredictive AIAgent Systems

SMF Swarm: Inside the Predictive Agent Swarm Pipeline

A deep dive into SMF Swarm — the open-source LangGraph + CrewAI hybrid prediction pipeline that runs multi-agent forecasts on any LLM, from 8 GB laptops to high-end GPUs.

2026-04-2412 min read