Engineering notes
Articles for people who
ship the stack
Rewrites on React, Node.js, TypeScript and AI. A translated body is shown when it exists. If it does not, you see the English text and a note that says so.
Tagged: mlflow
Tracing a Voice RAG Agent with LiveKit, Qdrant and MLflow
Build a speech-to-speech mortgage assistant using LiveKit, LlamaIndex and Qdrant, with OpenTelemetry traces in MLflow showing each retrieval and LLM step.
46 min readDomain-aware RAG with MLflow registries and LLM routing
Domain-aware RAG: classify intent, load the right embedder from an MLflow registry, search the matching Qdrant collection, then route generation to an LLM.
12 min readLineage Investigation Agents on Neo4j and LangGraph
A lineage investigation agent on Neo4j and LangGraph that triages, traverses FEEDS_INTO edges per tenant, verifies hypotheses and logs audits to MLflow.
17 min read
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