Free Lesson

Building Your Agent Indexing System

Part of RAG: Retrieval Augmented Gathering

60 min
Sep 25, 2026 1:00 PM
Virtual (Zoom)

In this video

What you'll learn

How observability standardized, twice

Metrics consolidated on Prometheus. Tracing consolidated on OpenTelemetry. Both times the fix was an agreed format.

The terms of art: trace, span, metric

The vocabulary you need to direct an agent to build this, and the naming conventions that make harnesses comparable

Where the span model stops

Spans assume short, thin, and disposable. An agent session is hours of prose you want to keep and search for years

Why you want warehouse storage

Keep the raw capture beside a versioned Parquet view, so a schema change becomes a rebuild instead of lost history

Hybrid search over a real trace archive

Live CLI and UI over six months of my own agent sessions, and what the index actually costs per month

Why this topic matters

A coding agent reads more of your repository in an afternoon than a new hire reads in a month. It writes down every file it opened and every approach it abandoned, and then the session closes and all of it goes in the bin. What survives is usually run counts and token spend, which is enough to bill against and too thin to engineer against. This talk builds the archive instead.

You'll learn from

Adam Hevenor

Adam Hevenor

CEO and Founder Hevmind

Aerospike
VMware
Doug Turnbull (Maven)

Doug Turnbull (Maven)

Led teams at Shopify, Reddit, Wikipedia

Reddit
Shopify.com
Wikipedia
LexisNexis
See all products from Doug