Max Irwin

Max Irwin
 

OG Search Nerd. Knowledge solutionist. Discovery and exploration enjoyer. If my retrieval stack can't find it, it doesn't exist.

Max has 13 posts

It’s Almost 2027, So Why Does Search Still Suck?

It’s Almost 2027, So Why Does Search Still Suck?

When two people shop in drastically different ways, can your catalog search satisfy them both? In this candid interview, we dive into different e…

October 14, 2026

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How to Really Benchmark Search Engines

How to Really Benchmark Search Engines

When measuring speed and throughput for search technology, you need to test real-world scenarios.

October 5, 2026

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Float Bloat: vector serialization gone wrong

Float Bloat: vector serialization gone wrong

Your embeddings are float32. Somewhere in your app they get promoted to float64 and grow a tail of digits that mean nothing. You pay to store, sh…

August 27, 2026

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Announcing Query Logs

Announcing Query Logs

Customer search query logs are now available in Bonsai Elasticsearch and OpenSearch cluster dashboards.

August 17, 2026

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How to Really Design Search for a Database

How to Really Design Search for a Database

A practical guide to designing a single search index for your entire database, with a working example using the Chinook music store.

June 24, 2026

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Agentic Search Models with OpenSearch and Elasticsearch

Agentic Search Models with OpenSearch and Elasticsearch

We introduce agentic tool-based retreival models, and show how they are shaping the future of search quality.

June 5, 2026

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Managed Elasticsearch and OpenSearch on Render with Bonsai

Managed Elasticsearch and OpenSearch on Render with Bonsai

Securely bring your Bonsai managed Elasticsearch and OpenSearch clusters to your Render.com deployments

May 20, 2026

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When to use Vector Search

When to use Vector Search

This brief non-technical article will explain exactly why vector search helps, and also shows why it can hurt, your search and agent relevance.

April 28, 2026

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Search Kōans

Search Kōans

Search engineers often see problems that require a philosophical approach. You may find these kōans stick with you for long term contemplation.

December 5, 2025

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Risky Operations in Elasticsearch and OpenSearch

Risky Operations in Elasticsearch and OpenSearch

When operating large search clusters with heavy traffic, there are certain risky operations you should avoid. In this post, we present a comprehe…

October 1, 2025

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How to really scale autocomplete

How to really scale autocomplete

A straightforward guide to scaling an autocomplete solution in Elasticsearch or OpenSearch.

July 18, 2025

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How to really do autocomplete

How to really do autocomplete

The first and only straightforward guide for implementing a good autocomplete solution in pure Elasticsearch or Opensearch, because all the other…

June 6, 2025

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Surviving the AI Mandate.

Surviving the AI Mandate.

It happened. The decision was made, and the directive has come. You have to ship "AI" in the next quarter or two. Now what?

April 25, 2025

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