{"id":8095235,"date":"2025-05-14T13:26:41","date_gmt":"2025-05-14T20:26:41","guid":{"rendered":"https:\/\/aadev22.local\/?post_type=aa_event_session&#038;p=8095235"},"modified":"2025-05-14T13:26:43","modified_gmt":"2025-05-14T20:26:43","slug":"ratcheting-to-zero-how-incremental-constraints-eliminate-technical-debt","status":"publish","type":"aa_event_session","link":"https:\/\/agilealliance.org\/resources\/sessions\/ratcheting-to-zero-how-incremental-constraints-eliminate-technical-debt\/","title":{"rendered":"Ratcheting to Zero: How Incremental Constraints Eliminate Technical Debt"},"content":{"rendered":"\n<p class=\"wp-block-paragraph\"><em>Below is an AI summary of the event. <br><\/em><br>In this tech talk, Dave Mosher\u2014staff software consultant at Test Double\u2014presents <strong>\u201cRatcheting to Zero: How Incremental Constraints Eliminate Technical Debt.\u201d<\/strong> Drawing from a real-world case study, Dave explains how his team tackled over <strong>3,300 ESLint warnings<\/strong> in a JavaScript-to-TypeScript migration by building a ratcheting system into their CI\/CD pipeline.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">The talk walks through how the team:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Migrated their codebase using <code>any<\/code> types, which initially offered little real type safety.<\/li>\n\n\n\n<li>Introduced <strong>automated guardrails<\/strong> that capped the maximum number of lint warnings allowed.<\/li>\n\n\n\n<li>Blocked regressions by enforcing these caps via shell scripts in GitHub Actions.<\/li>\n\n\n\n<li>Used <strong>teamwide prioritization<\/strong> to rank ESLint rules by impact (e.g., those breaking hot reloads).<\/li>\n\n\n\n<li>Adapted to production fires with bypass mechanisms while maintaining overall momentum.<\/li>\n\n\n\n<li>Gradually lowered the cap over 10 months to reach zero warnings\u2014without halting feature development.<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">Dave also highlights how this method:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Shifted the team&#8217;s culture, increasing engagement across disciplines and seniority.<\/li>\n\n\n\n<li>Provided leadership with visibility into progress and timelines.<\/li>\n\n\n\n<li>Avoided the pitfalls of \u201ctech debt sprints\u201d by <strong>amortizing improvements over time.<\/strong><\/li>\n\n\n\n<li>Can be extended to other areas like test coverage, accessibility, dependency pruning, and infrastructure cleanup\u2014<strong>anything quantifiable can be ratcheted.<\/strong><\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">The talk concludes with practical takeaways on pairing automation with adaptability, and how focusing on <strong>\u201cthe how\u201d over Agile dogma<\/strong> can empower teams to meaningfully reduce technical debt while continuing to deliver value.<\/p>\n","protected":false},"excerpt":{"rendered":"<p>A practical case study on how Dave Mosher&#8217;s team used incremental ratcheting in CI\/CD to eliminate 3,300+ ESLint warnings and reduce technical debt without pausing feature development.<\/p>\n","protected":false},"author":8033092,"featured_media":8095117,"parent":0,"menu_order":0,"comment_status":"open","ping_status":"closed","template":"","categories":[906],"tags":[],"event_session_cat":[],"session_aud_level":[496],"event_session_type":[],"content_source":[1618],"event_session_tags":[],"class_list":["post-8095235","aa_event_session","type-aa_event_session","status-publish","has-post-thumbnail","hentry","category-technology","session_aud_level-practicing","content_source-agile-tech-talks"],"acf":[],"aioseo_notices":[],"aioseo_head":"\n\t\t<!-- All in One SEO 4.9.10 - aioseo.com -->\n\t<meta name=\"description\" content=\"A practical case study on how Dave Mosher&#039;s team used incremental ratcheting in CI\/CD to eliminate 3,300+ ESLint warnings and reduce technical debt without pausing feature development.\" \/>\n\t<meta name=\"robots\" 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