<?xml version="1.0" encoding="utf-8" standalone="yes"?><rss version="2.0" xmlns:atom="http://www.w3.org/2005/Atom"><channel><title>Reliability on Start AI Tools - Presented by Intent Solutions</title><link>https://startaitools.com/tags/reliability/</link><description>Recent content in Reliability on Start AI Tools - Presented by Intent Solutions</description><generator>Hugo</generator><language>en-US</language><copyright>Intent Solutions. All rights reserved.</copyright><lastBuildDate>Thu, 09 Apr 2026 22:22:51 -0500</lastBuildDate><atom:link href="https://startaitools.com/tags/reliability/index.xml" rel="self" type="application/rss+xml"/><item><title>Feature Marathon: git-with-intent Phases 9 Through 30</title><link>https://startaitools.com/posts/gwi-feature-marathon-phases-nine-through-thirty/</link><pubDate>Wed, 17 Dec 2025 10:00:00 -0600</pubDate><guid>https://startaitools.com/posts/gwi-feature-marathon-phases-nine-through-thirty/</guid><description>&lt;p&gt;Thirty-eight commits. Twenty-two phases. One day. This is what feature velocity looks like when the architecture is right and you&amp;rsquo;re not fighting your own abstractions.&lt;/p&gt;
&lt;p&gt;December 17th was a marathon day for git-with-intent. The connector framework from the previous day gave me a stable foundation. Now it was time to build everything that sits on top of it.&lt;/p&gt;
&lt;h2 id="the-phase-map"&gt;The Phase Map&lt;/h2&gt;
&lt;p&gt;Here&amp;rsquo;s what shipped, grouped by capability:&lt;/p&gt;
&lt;h3 id="remote-registry-phases-9-10"&gt;Remote Registry (Phases 9-10)&lt;/h3&gt;
&lt;p&gt;The connector registry from phase 4 was local — connectors registered at startup and lived in memory. Phases 9-10 moved the registry to a remote service with API endpoints for registration, discovery, and health monitoring.&lt;/p&gt;</description></item><item><title>Architecture Reboot: git-with-intent Connector Framework and GA Hardening</title><link>https://startaitools.com/posts/gwi-architecture-reboot-connector-framework/</link><pubDate>Tue, 16 Dec 2025 10:00:00 -0600</pubDate><guid>https://startaitools.com/posts/gwi-architecture-reboot-connector-framework/</guid><description>&lt;p&gt;One day after bootstrapping git-with-intent to v0.2.0, I threw most of it away.&lt;/p&gt;
&lt;p&gt;Not literally. The core intent classification engine survived. But the architecture around it — the CLI structure, the plugin system, the way connectors talked to the core — all of it got rebooted. Forty-one commits in a single day, and the result was a product that looked nothing like what shipped 24 hours earlier.&lt;/p&gt;
&lt;h2 id="why-reboot-after-one-day"&gt;Why Reboot After One Day&lt;/h2&gt;
&lt;p&gt;The v0.2.0 architecture had a fundamental problem: every integration was hardcoded. Want to analyze GitHub PRs? Write a GitHub module. Want to analyze GitLab MRs? Write a GitLab module. Want to read from Bitbucket? Another module. Each one duplicated the same patterns — authentication, pagination, rate limiting, error handling — with slight variations.&lt;/p&gt;</description></item></channel></rss>