<?xml version="1.0" encoding="UTF-8"?><rss version="2.0"><channel><title>Soft Error — Lab Notes</title><description>Anonymised client case studies and engineering write-ups from Soft Error — how each brief started, what we built, and what changed.</description><link>https://softerror.xyz/</link><language>en-gb</language><item><title>Search that finally found the product</title><link>https://softerror.xyz/notes/retail-search-relevance/</link><guid isPermaLink="true">https://softerror.xyz/notes/retail-search-relevance/</guid><description>A retailer had the product in stock and the search box could not find it. We fixed relevance without a rebuild or a rebrand of &quot;AI search&quot;.</description><pubDate>Tue, 30 Jun 2026 00:00:00 GMT</pubDate><category>Engineering</category><category>Search</category><category>Retail</category></item><item><title>Making a research dataset legible</title><link>https://softerror.xyz/notes/research-dataset-legible/</link><guid isPermaLink="true">https://softerror.xyz/notes/research-dataset-legible/</guid><description>A research group had brilliant data trapped in forty confusing tables. We turned the export into something a newcomer could understand by lunchtime.</description><pubDate>Thu, 11 Jun 2026 00:00:00 GMT</pubDate><category>Data</category><category>Research</category><category>API</category></item><item><title>The triage layer that knew when to stop</title><link>https://softerror.xyz/notes/support-ai-triage/</link><guid isPermaLink="true">https://softerror.xyz/notes/support-ai-triage/</guid><description>A support team wanted AI to answer tickets. The valuable part was teaching it when to refuse and hand a human the wheel.</description><pubDate>Mon, 04 May 2026 00:00:00 GMT</pubDate><category>AI</category><category>Support</category><category>Product</category></item><item><title>Nine seconds to under one</title><link>https://softerror.xyz/notes/logistics-dashboard-latency/</link><guid isPermaLink="true">https://softerror.xyz/notes/logistics-dashboard-latency/</guid><description>An operations dashboard was so slow that staff kept a spreadsheet instead. We made the real thing faster than the workaround.</description><pubDate>Mon, 30 Mar 2026 00:00:00 GMT</pubDate><category>Engineering</category><category>Performance</category><category>Data</category></item><item><title>Nine screens to three</title><link>https://softerror.xyz/notes/fintech-onboarding-rebuild/</link><guid isPermaLink="true">https://softerror.xyz/notes/fintech-onboarding-rebuild/</guid><description>A payments startup was losing people at sign-up. We rebuilt onboarding around the one thing the user actually came to do.</description><pubDate>Mon, 16 Feb 2026 00:00:00 GMT</pubDate><category>Product</category><category>Fintech</category><category>Onboarding</category></item></channel></rss>