Back to Turbopuffer
Turbopuffer logo
Turbopuffer · turbopuffer Verified

Create a Turbopuffer ingestion health agent

Build a retrieval operations assistant that checks data ingestion before search quality investigations begin.

Workflow outcome

Convert ingestion context into a health brief with failures, schema risks, diagnostics, and validation steps.

What this agent helps you do

A Turbopuffer ingestion health agent reviews whether documents and vectors are entering the search system as expected. It focuses on ingestion failures, schema mismatches, missing metadata, and validation examples.

When to use this workflow

Use it after pipeline changes, when retrieval quality drops, before launching a new search feature, or when documents are missing from results.

How Turbopuffer gives the agent context

Connect Turbopuffer and scope the task to the namespace, schema, document batch, ingestion window, or symptom. Ask the agent to begin with diagnostics and keep schema or write changes approval-ready.

Example starter prompt

Review Turbopuffer ingestion health for this namespace. Identify missing or malformed records, schema risks, failed batches, diagnostic checks, and validation steps before we change production data.

Suggested workflow steps

The agent gathers examples, checks schema assumptions, compares expected and actual records, and prepares diagnostics ranked by risk.

Expected handoff

The handoff should include ingestion findings, example records, diagnostic steps, recommended fixes, and validation checks. Pair with GitHub for pipeline code context.

Get Started

Build as fast as you can think.

LatchLoop works where you do to build with you.