<rss version="2.0" xmlns:dc="http://purl.org/dc/elements/1.1/" xmlns:atom="http://www.w3.org/2005/Atom"><channel><title>Hacker News: axelr340</title><link>https://news.ycombinator.com/user?id=axelr340</link><description>Hacker News RSS</description><docs>https://hnrss.org/</docs><generator>hnrss v2.1.1</generator><lastBuildDate>Thu, 23 Apr 2026 10:45:55 +0000</lastBuildDate><atom:link href="https://hnrss.org/user?id=axelr340" rel="self" type="application/rss+xml"></atom:link><item><title><![CDATA[Ask HN: New AI-Based Software Verification by Comparing Code vs. Requirements?]]></title><description><![CDATA[
<p>I've built ProductMap AI which compares code with requirements to identify misalignments.<p>In embedded systems, especially where functional safety and compliance (ISO 26262, DO-178C, IEC 61508, etc.) are key, verifying that the code actually implements the requirements is critical, and time-consuming.<p>This new “shift left” approach allows teams to catch issues before running tests, and even detect issues that traditional testing might miss entirely.<p>In addition, this solution can identify automatically traceability between code and requirements. It can thus auto-generate traceability reports for compliance audits.<p>Here’s a short demo (Google Drive): https://drive.google.com/file/d/1Bvgw1pdr0HN-0kkXEhvGs0DHTetrsy0W/view?usp=sharing<p>This solution can be highly relevant for safety teams, compliance owners, quality managers, and product development teams, especially those working on functional safety.<p>What do you think of this new AI-powered software verification approach?</p>
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<p>Comments URL: <a href="https://news.ycombinator.com/item?id=44175029">https://news.ycombinator.com/item?id=44175029</a></p>
<p>Points: 2</p>
<p># Comments: 0</p>
]]></description><pubDate>Tue, 03 Jun 2025 21:39:08 +0000</pubDate><link>https://news.ycombinator.com/item?id=44175029</link><dc:creator>axelr340</dc:creator><comments>https://news.ycombinator.com/item?id=44175029</comments><guid isPermaLink="false">https://news.ycombinator.com/item?id=44175029</guid></item><item><title><![CDATA[New comment by axelr340 in "Show HN: I built an AI that turns GitHub codebases into easy tutorials"]]></title><description><![CDATA[
<p>We are also building a tool to understand codebases. Our tool shows the features implemented in a codebase visually, along with their hierarchy, and with traceability to associated code.<p>Here is an example feature map for the Spot robot SDK from Boston Dynamics with 100k lines of code: <a href="https://product-map.ai/app/public?url=https://github.com/boston-dynamics/spot-sdk" rel="nofollow">https://product-map.ai/app/public?url=https://github.com/bos...</a></p>
]]></description><pubDate>Wed, 30 Apr 2025 18:07:53 +0000</pubDate><link>https://news.ycombinator.com/item?id=43848818</link><dc:creator>axelr340</dc:creator><comments>https://news.ycombinator.com/item?id=43848818</comments><guid isPermaLink="false">https://news.ycombinator.com/item?id=43848818</guid></item><item><title><![CDATA[New comment by axelr340 in "Show HN: AI-Powered Documentation Generator for Legacy Codebases"]]></title><description><![CDATA[
<p>Very nice tool Jon!<p>Do you know about bela.live? I learned that it also creates C4 diagrams from code using AI.<p>I'm building a tool to help developers understand legacy code by identifying with AI the features implemented in the code, and then displaying these features on a map along with their hierarchy and traceability to code. It's a visual feature-first approach to document software.<p>Link: <a href="https://product-map.ai/" rel="nofollow">https://product-map.ai/</a><p>I would love to hear your thoughts about it!</p>
]]></description><pubDate>Thu, 20 Mar 2025 23:52:14 +0000</pubDate><link>https://news.ycombinator.com/item?id=43430382</link><dc:creator>axelr340</dc:creator><comments>https://news.ycombinator.com/item?id=43430382</comments><guid isPermaLink="false">https://news.ycombinator.com/item?id=43430382</guid></item><item><title><![CDATA[Show HN: Grasp Code Functionality by Seeing Its AI-Discovered Feature Hierarchy]]></title><description><![CDATA[
<p>Hey HN,<p>I built ProductMap AI, a tool that automatically identifies features implemented in source code and organizes them in a visual hierarchy. The goal is to help developers quickly understand poorly documented codebases.<p>Link: <a href="https://product-map.ai/" rel="nofollow">https://product-map.ai/</a><p>I’d love feedback from the HN community! Let me know what you think. Would this be useful for you?</p>
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<p>Comments URL: <a href="https://news.ycombinator.com/item?id=43429882">https://news.ycombinator.com/item?id=43429882</a></p>
<p>Points: 5</p>
<p># Comments: 0</p>
]]></description><pubDate>Thu, 20 Mar 2025 22:41:33 +0000</pubDate><link>https://product-map.ai</link><dc:creator>axelr340</dc:creator><comments>https://news.ycombinator.com/item?id=43429882</comments><guid isPermaLink="false">https://news.ycombinator.com/item?id=43429882</guid></item><item><title><![CDATA[New comment by axelr340 in "[dead]"]]></title><description><![CDATA[
<p>Fundamentally, engineers need to know what to build, how to build it, and later check how good it was built. In other words, engineers need to describe requirements, implement a solution, and perform tests. Furthermore, engineers need to know how each requirement was implemented and how each requirement was tested. This is also called traceability. While engineers have powerful software applications at their disposal to manage individual engineering aspects such as requirements, tests, and software code, they have very poor solutions to achieve traceability.<p>Existing traceability solutions are either difficult to use or incapable of scaling<p>I’ve spent the last twenty years of my life trying to help engineers connect their data across different software applications. I’ve seen many different solutions, and I’ve implemented several myself. The harsh reality is that none of the existing solutions are good enough. Either the user experience for engineers is terrible, or the approach cannot be applicable to enough applications.<p>Even though software applications to manage requirements, tests, and software are not designed to be interoperable, they have one thing in common: they are all accessed through a Web browser. It would be a shame not to take advantage of that. Web browsers have something powerful called extensions, which can augment existing Web pages and Web applications. The most popular Web browser extensions are used to block ads (e.g. AdBlock Plus), save passwords securely (1Password), check spelling (e.g. Grammarly), invert the color scheme of web pages to reduce eye strain (e.g. Dark Reader), and more. Why not use Web browser extensions to help engineers manage cross-domain aspects such as traceability?<p>Our solution uses a Web browser extension to provide a new in-app user experience such that engineers can have additional traceability features within their favorite software applications. With one click, they can select an information item as a link source in one app, and with just another click, they can select another information item as a link target in another app.<p>We use Web browsers daily to navigate between linked Web pages. Now we can use a Web browser extension to navigate between linked information items.</p>
]]></description><pubDate>Sat, 27 Apr 2024 22:34:15 +0000</pubDate><link>https://news.ycombinator.com/item?id=40184192</link><dc:creator>axelr340</dc:creator><comments>https://news.ycombinator.com/item?id=40184192</comments><guid isPermaLink="false">https://news.ycombinator.com/item?id=40184192</guid></item></channel></rss>