... noticed a small problem in my debugging workflow with AI agents. When something broke, my first instinct was: Find the bug and fix it. The agent would usually do exactly that. Sometimes it worked. But occasionally it would make a plausible change without actually understanding what triggered the failure. So I changed the order. Now my first request is: Reproduce the failure before changing anything. I ask the agent to: identify the exact failing scenario reproduce it locally show ... ... expected vs

... where Skim stops reading the CSS and starts reading the letter. A tiny release: one fix, one heuristic, zero new buttons. Still standing on @gildas-refacto 's shoulders All of v1.0.19 was theirs #30 , their fourth merged PR after #16 , #18 and #29 , where they traced three separate translation bugs down to individual Unicode code points and measured every fix

... most auto-fix tools have They tell you the bug is fixed

... shown as an action button, with smaller action buttons overall; - Navigator styling : improved adaptive layout, tab active-state styles in split view, and command palette extension view design; - RTL layout : cleaner alignment for right-to-left languages; Bug Fixes: - Type-to-search : fixed

... Every time I've tried one of these tools, a chunk of what I end up spending is just fixing something it broke, not adding anything new. And it's not a fixed

... Shift+X) would intermittently fail on iPhone, while plain letters typed fine every time. Took a proper controlled experiment to isolate it, keyboard-only setups worked 32/32, adding a mouse brought the failure back, removing it again fixed it, 22/22 clean. Turned out iOS was routing the command to the wrong place (SpringBoard, the home screen process, instead of whatever app was actually open) whenever AssistiveTouch was on and it saw both a keyboard and a mouse connected. We confirmed ... ... specific to our hardware, it reproduces on a totally unrelated gaming keyboard and a Bluetooth keyboard too. Our fix

... feature to an AI usually goes. So let me show you the actual machine the blueprint I approve, and the loop that grinds under it. The babysitting tax Hand a real feature not a one-line bug fix, an actual  feature   to an agent that can write and ship code, and you get one of two deals. Babysit every diff.  You sit there reading code you didn't write, hunting for mistakes you can't predict, approving ... ... chair, because the second you close the laptop the thing either stalls waiting for you or wanders off a cliff. The leverage evaporates the moment you stand up. I only work at one altitude now The fix

... rather than hold the line forever. A stalled job that took the cautious path is recoverable. A stalled job that just sat there is a support ticket. Comment from Dale Mooney(@dalemooney): @alex_amancio_candoa_   @aadilghani  Constant versus invariant is the useful thing here and I am taking it. One addition: you cannot separate them by observation, but you can by deliberately violating the constant once. A property that survives a test faking an unattended caller ... ... entitlement helper, not a billing client, so it reads the derived state without ever touching the thing I told the build to look for. It passes on day one and flags nothing. Following the graph fixes

... MyMedi - eCommerce HTML Template . It had a clean medical layout, highly readable fonts, and pre-styled shop pages that were perfect for our pharmacy store catalog. Below is my daily journal of how I adapted the layout, fixed a frustrating mobile navigation bug, and optimized the performance to make it fast. --- Day 1: Audit and Removing the Extra Files On my first day, I downloaded the template package and looked at the files. The template is built using Bootstrap ... ... needed a main product layout, a contact page, and an interactive upload page. I spent my afternoon deleting all the unused HTML pages and extra graphic assets to keep our Git repository small and easy to manage. --- Day 3: Fixing

... TryWebPulse AI. I built TryWebPulse AI because I noticed a common problem with website audit tools: they can tell you what s wrong, but often don t make it easy to understand why it matters or how to fix it. So I m building TryWebPulse AI around a simple workflow: Scan your website Understand the problems Prioritize what matters most Get AI-powered fixes

... build dev tools solo and use claude/cursor daily for API integration work. the pattern i keep seeing: agent finds a bug, fixes the code, declares done. what it does not do is rerun the exact failure scenario and prove the fix

... cost report, and someone spends an afternoon dissecting deploys to find it. Latitude was built around the idea that the system watching an agent should be able to hand its evidence to the system that writes the fix. This is the loop: And this is how to wire it up for your own agent. 1. Instrument the agent The loop begins with seeing everything. Point your agent's OpenTelemetry exporter at Latitude and every interaction arrives as a trace, carrying ... ... into sessions, so a ten-turn conversation is a single object rather than ten disconnected rows. If your agent emits OpenTelemetry today, as most do, this is a new endpoint rather than a rewrite. 2. Find a failure worth fixing

... because the person is less capable. Because the product has absorbed too many decisions that no one remembers making. That is when decisions start getting made with partial context. That is when the product becomes fragile. That is when fixing one thing breaks three others. Here is what that feels like. You add a new feature. It works in staging. It breaks in production. You spend two hours tracing the issue back to a decision made three years ... ... someone who no longer works at the company. The decision was not documented. The decision was not communicated. The decision was just made. You fix

... This happened to us last week. Agent wrote the fix, tests went green, we merged. Prod error rate spiked 20 minutes later. Went back and found the agent had "fixed

... polished UI, clear outputs of "what it does." But when I ask myself "What problem does this solve?" I sometimes have to dig for the answer. (I come by that thinking honestly - I've spent 33 years building and fixing businesses, so this is the lens I can't turn off.) The products where the problem is obvious are the ones people actually buy - you see it, you go "oh, that's exactly my issue," and you're sold ... ... resonate, but so does the messaging and solution Comment from Alexander Bickov(@bickov): @anna_ludwinowski  This is much sharper, thank you. The escalation is what mine was missing, "redo it every time until you give up and fix

... Building a presentation in 2026 shouldn't look like this: Search for inspiration Write content Design slides Fix formatting Fix

... items to work through. Easier access to chat: We've made it quicker to get into chat from the desktop header and given it a more prominent spot, so asking the AI a question takes fewer clicks to reach. FixesFixed long tags spilling outside their container and overlapping other text on small mobile devices.

... breaking, and so on. - Vaizle - I work with Vaizle, but it has very easily emerged as my fav platform. Not even lying. I can keep track of ad performance, check what competitors are posting on social. And best part is that I can feed it my own website + competitors

... stays open by default as you navigate within a tab New keyboard shortcuts: Alt+R to open or close the extension, Alt+S to save the current page, Esc to close Consistent behaviour across Chrome, Edge, Firefox, and Arc Fixed an issue on Edge where clicking "Open in app" didn't actually open the app Fixed

... which now use the full note, including attached files. More robust TikTok scraping in the browser extension. Cleaner file uploads with scroll indicators and a tidier footer. Smoother mobile navigation with hidden scrollbars. More reliable file previews in chat. Fixes X posts now save on mobile. Full list of supported content. Connections for PDFs without a source URL. Quiz infinite loading resolved. Tag initialization more reliable across app and extension. Back-swipe from cards no longer hits the login screen ... ... iPad pointer and touch handling fixed

... churn Rank Reason % of churned customers 1 Did not see value within first 14 days 34% 2 Product was too slow or buggy 22% 3 Lack of onboarding guidance 18% 4 Pricing was unclear or changed 14% 5 Competitor offered a feature we did not have 12% Reason 1: Did not see value within first 14 days (34%) This was the largest category by far. People did not give up because the product was bad. They gave up because they ... ... them. We looked at usage data. Users who churned for this reason had logged in an average of 3 times. They clicked around. They did not complete a core action. They never reached the "aha moment." The fix

... founder to answer. That means the vision is not shared. It is just one person's idea. When that person is gone, the product dies. 3. The support tickets are the same ones from six months ago. You fixed the bugs. You added the features. But the same complaints keep coming. That means you fixed

... Experience Improvements - Improved Thinking results for suitable file and image scenarios. - More stable long-image downloads. - More reliable dynamic content editing. - More stable chart display. - More consistent page interaction behavior. - Improved generation completeness for complex files and long content. Fixes - Fixed

... results were almost identical across 85% of them. Here is what the data says. The Timeline to Failure Months 1 6: Everything worked. Fast releases. Happy customers. No time for architecture. Months 7 12: Progress slowed. Strange bugs appeared. "Fix it later" became the motto. Months 13 18: Every new feature broke three existing ones. Deployments became stressful. Months 19 24: Hired more engineers. They just maintained the mess. No new features shipped. After 24 months, reality left only ... ... months of lost revenue during the rewrite. Total loss per company: $2 3 million . The highest cost is not the engineering budget. It is taking engineers away from building new features to fix

... core features: official Cloud Services and Strategy Engine, fully enhancing the out-of-the-box AI experience and convenient automated task processing capabilities. In addition, this update covers up to 19 new features, 27 improvements, and 15 bug fixes, dedicated to creating a smoother, smarter, and more stable user experience. Cloud Services In 0.7.0, we have integrated official Cloud Services into Everywhere, providing you with a more out-of-the-box AI experience: Out-of-the-box AI Models ... ... signature to the installer to enhance security and reduce false positives from antivirus software. (Windows) Optimized the textual description for "Startup as Administrator" (#326). (macOS) Strengthened the security of system tools to prevent potential command template injection risks. Bug Fixes