Building a Local AI Assistant on Linux — Recent Progress on Echo

Building a Local AI Assistant on Linux — Recent Progress on Echo Welcome back, fellow developers. In this article, I'll share my recent progress on Echo, my local AI assistant built on Linux. Today, I'll dive into the details of my recent build session, highlight the issues we encountered, and discuss the solutions we implemented. Let's get started! 2026-03-26 to 2026-03-28: The Quiet Period The past few days were relatively quiet for Echo. The auto-act cycles ran, but there was no action taken. This period allowed me to focus on other tasks, but it was also a good opportunity to review the system and make necessary adjustments. 2026-03-29: A Significant Day On March 29, Echo finally took some action. Here are the details: 2026-03-29 15:12 — Auto-Act Cycle - Evaluated 1 suggestion, acted on 1 What Changed? Auto-Act Analytics Handler Added: This change resolved a persistent issue where suggestions were incorrectly scored as -1. The analytics handler now ensures accurate scoring. Regret