The latest articles on DEV Community by Konstantin Vasserman (@kvasserman). https://dev.to/kvasserman https://media2.dev.to/dynamic/image/width=90,height=90,fit=cover,gravity=auto,format=auto/https:%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Fuser%2Fprofile_image%2F3866669%2Fdd9f56c5-1ad1-4d54-8374-39ae388a0471.png https://dev.to/kvasserman en Konstantin Vasserman Wed, 08 Apr 2026 13:04:55 +0000 https://dev.to/kvasserman/adding-hybrid-search-to-your-application-in-diagrams-527 https://dev.to/kvasserman/adding-hybrid-search-to-your-application-in-diagrams-527 <p>I created <a href="https://amgix.io" rel="noopener noreferrer">Amgix</a> (a-MAG-ix), an open-source Hybrid (keyword + semantic/vector) Search System, to make it easier to integrate modern semantic search into applications. Recently, I've written a lot of <em>dense</em> (pun intended) documents with benchmarks, numbers and technical details. All that text ultimately trying to communicate why Amgix matters for devs, ops, and end-users. But then I thought why not show the benefits Amgix offers to developers in a simple set of diagrams. </p> <h2> What Product Team Wants </h2> <p><a href="https://media2.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Farticles%2F5ss77a3rsqn3vrr8k4c7.png" class="article-body-image-wrapper"><img src="https://media2.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Farticles%2F5ss77a3rsqn3vrr8k4c7.png" alt="What Product Team Wants" width="735" height="125"></a></p> <h2> How Dev Team Wishes It Worked </h2> <p><a href="https://media2.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Farticles%2Fxbam3nvcx6ha5he7sc94.png" class="article-body-image-wrapper"><img src="https://media2.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Farticles%2Fxbam3nvcx6ha5he7sc94.png" alt="How Dev Team Wishes It Worked" width="800" height="211"></a></p> <h2> What Dev Team Has to Build </h2> <p><a href="https://media2.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Farticles%2Fs3s68ljimrlf3gy6p9n1.png" class="article-body-image-wrapper"><img src="https://media2.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Farticles%2Fs3s68ljimrlf3gy6p9n1.png" alt="What Dev Team Has to Build" width="800" height="1146"></a></p> <h2> What Dev Team Could Do with Amgix </h2> <p><a href="https://media2.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Farticles%2Fsod486ynnmw2c96zbpwl.png" class="article-body-image-wrapper"><img src="https://media2.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Farticles%2Fsod486ynnmw2c96zbpwl.png" alt="What Dev Team Could Do with Amgix" width="800" height="199"></a></p> search architecture devops opensource