🌍 Dev.to

I shipped a fix. The system recovered. The fix wasn't why.

An autonomous system of mine lost access to its execution environment and went into a crash loop. I read the logs, formed a theory, wrote a commit, deployed it. It came back up. I closed the incident and moved on. A few days later I checked it properly, because not taking a system's word for itself is the work I do β€” and that has to include when the system is mine. Here is what the check looked like. The claim: a code change restored the system's access to its execution environment. ...
🌍 Dev.to

Need help to test Dragonfly

Dragonfly a VS Code extension I’m building to test REST APIs without leaving the editor. Currently it supports: Importing Next.js API routes Syncing routes with the codebase Importing cURL POST, PUT and PATCH body generation Environments and common headers If you have some time, give it a try and let me know what you think or if you find any bugs. Live
🌍 Dev.to

A Feature in My AI Agent System Went Unused for 40 Days

I had a feature in my AI agent system that looked complete. The design document existed. The code worked in isolation. The usage instructions were written. I had already moved it into the β€œdone” column. Then I checked the execution history. The feature had not activated once in 40 days. It was not broken. The runtime simply never chose it. The 40-day period comes from my own development log. It is not an industry benchmark or a general claim about AI agents. But it exposed a mista...
🌍 Dev.to

I Built an AI Coding Tutor That Refuses to Give You the Answer

I had a problem with AI coding assistants. They were too helpful . Ask for a hint on a coding problem, and five seconds later you have the approach, the optimized solution, and half the reason you opened the problem in the first place. I wanted something that would help me think without doing the thinking for me. So I built Think Before Code . The idea is simple: instead of racing to the answer, the AI asks what you’ve tried, challenges your reasoning, and gives the smallest use...
🌍 Dev.to

We built a free collaborative LaTeX editor. Here's the part that was actually hard.

The deadline was nine hours out. My co-author was in another timezone, editing the same main.tex I had open. We were passing the file back and forth over a shared drive like it was 2020. At some point we both hit save. A results section disappeared, and neither of us could say with confidence which copy was the real one. That night didn't make me want to start a company. It made me want to throw my laptop in a river. It's also why we built LetX β€” a free, real-time collaborative LaTeX ed...
🌍 Dev.to

131 Tests, 4 Layers, $00.03/Run: Why I Built My AI Agent Eval Harness First

Originally published on AIdeazz β€” cross-posted here with canonical link. I shipped a silent failure. My first production AI agent, a simple lead qualification bot for WhatsApp, passed all 27 unit tests. It handled happy paths, edge cases, even adversarial inputs designed to break prompt safety. The agent went live. Two days later, a client forwarded a screenshot: the bot had hallucinated a 15% discount on a product that didn't exist. Revenue impact: $0. But trust impact: significant. The r...
🌍 Dev.to

Codeberg banning AI code is not a cult. It's a boundary.

YouTuber Theo, founder of T3, gave thousands to Codeberg. He saw them vote in AI restrictions and called it "spite-driven" and a "cult." He is mistaken. It wasn't about purity, it was about setting a boundary. What actually happened Codeberg e.V. is a non-profit Git forge located in Berlin. You can see it as a European version of GitHub, however, it is operated based on a democratic membership structure. That is an important point. Members do not receive policies in a top-d...
🌍 Dev.to

Media Elements - HTML

What is Media Elements? Modern websites are more than just text and images. Videos, audio clips, podcasts, animations, and other multimedia content can make a website more engaging and useful. HTML provides several built-in media elements that allow developers to add audio and video directly to web pages without relying entirely on third-party plugins. The HTML audio Element The audio element is used to add sound or audio files to a webpage. The controls attribute displays controls t...
🌍 Dev.to

How to monitor third-party provider outages with two signals

When production starts failing, one of the first questions is also one of the most expensive to answer badly: Is our application broken, or is a provider we depend on having an incident? If the dependency is AWS, Cloudflare, GitHub, OpenAI, Stripe, or another cloud or SaaS vendor, there are two common approaches: Read the provider's official status page. Probe the service yourself. Neither is enough on its own. A useful monitoring setup treats them as separate signals. I...
🌍 Dev.to

Microsoft’s Skill-Recorder Raises Questions on Automation Reliability

Microsoft's new Skill-Recorder application has surfaced as a way to streamline developers' workflows by capturing on-screen activities and reconstructing them into reusable automation scripts. The tool, which uses the GitHub Copilot CLI, aims to help users create skills for Microsoft Scout, Copilot Cowork, or Copilot Studio. With over 2,500 stars on GitHub, it clearly has garnered interest. Yet, as promising as this sounds, it also leads to significant questions about reliability, the potential ...
🌍 Dev.to

From Raw Signals to BlocSignal: Taming Reactivity for Enterprise Scale

By Randal L. Schwartz & the BlocSignal Team 🌟 Introduction: The Modern State Management Dilemma State management in Flutter and Dart has arrived at an intriguing crossroads. In a previous article, Why ValueNotifier Fails at Scale: The Non-Composability Problem (and How Signals Fix It) , we explored how moving from Flutter's built-in ValueNotifier / ChangeNotifier to Signal-based reactive primitives ( signal() , computed() , effect() ) solves the non-composabil...
Reddit

SEO gets harder to scale in SaaS. What are you changing?

One thing I have noticed with SaaS SEO is that simply publishing more content does not necessarily translate into more organic growth anymore. The bigger challenge seems to be building enough topical depth, authority and distribution around the content to actually compete. I have been more interested lately in how teams are adjusting their approach rather than just increasing publishing volume. What's actually working for you right now stronger topical coverage, digital PR, link building, ...
Reddit

Before blaming velocity, trace where engineering work actually waits

Slow delivery is often discussed as a productivity problem. I find it more useful to treat it as a flow diagnosis. Start with a recent piece of work that felt unnecessarily slow. Trace its path from the first decision to production, then separate active work from waiting. Look at four areas: β€’ Decision latency: Was the goal clear? Who could resolve ambiguity? How long did the team wait for an answer? β€’ Work shape: Was the change small enough to review, test, and release safely, or did se...
Reddit

How do you actually use G2 / Capterra / Trustpilot for SaaS distribution?

I am building a SaaS AI marketing platform and trying to work out where review sites actually fit in our distribution, would love real numbers from people who've done it rather than theory. Few things i'm stuck on: Whats the best way to actually use G2 / Capterra / Trustpilot for distribution, not just as a trust badge on the site? Do they genuinely send buyers your way or is it mostly social proof? If you get a profile properly optimised with say 15-20 reviews, how much monthly traff...
200+ users, 50+ Pro users, and 5000+ images exported in under 2 months. Sharing what worked for me.
Reddit

200+ users, 50+ Pro users, and 5000+ images exported in under 2 months. Sharing what worked for me.

A couple of weeks ago, I shared some lessons from my first month building Ditther. Since then, a lot has changed, so I thought I'd share another update and a few more things I've learned along the way. I originally started building Ditther because I wanted a simpler way to create pixel art, ASCII, halftone, dither, and other animated image effects directly in the browser. Since launching, more than 200 people have used the product, more than 50 users have upgraded to Pro, and more than ...
Reddit

100+ users/day, but nobody will pay!

I launched CountdownShare around 8 months ago, and now 100+ countdowns are being created every day, mostly from organic traffic. The product is already monetized with a monthly Pro plan, and a lifetime plan. The problem is… almost nobody pays. I’ve spent a lot of time trying to improve the funnel. I started asking free users for their email to get their edit link, improved the upgrade flow, added more Pro features, built API access for developers, and added features aimed at marketing te...
Reddit

Founders who launched on Product Hunt, MicroLaunch, Uneed, etc. Was it actually worth it?

I've been looking at all the different places founders launch their products Product Hunt, MicroLaunch, Uneed, PeerPush, BetaList and the dozens of smaller directories. Most of them advertise visibility, backlinks, SEO benefits, featured spots, boosts, newsletters, etc. But I'm more curious about what founders actually got out of them. If you've launched on any of these platforms, I'd love to know: Which platform did you use? How much referral traffic did you actually get? How many...
HackerNews

Triton: DirectX 11 Driver for QEMU

Article URL: https://blog.getutm.app/2026/introducing-triton-directx-11-driver-for-qemu/ Comments URL: https://news.ycombinator.com/item?id=49221711 Points: 90 # Comments: 18
HackerNews

Message your other Claude Code sessions

Article URL: https://code.claude.com/docs/en/cross-session-messaging Comments URL: https://news.ycombinator.com/item?id=49222824 Points: 7 # Comments: 0
HackerNews

Can Intel finally beat ARM on performance per Watt?

Article URL: https://hackaday.com/2026/08/08/want-energy-efficiency-dude-youre-getting-a-dell/ Comments URL: https://news.ycombinator.com/item?id=49223079 Points: 64 # Comments: 18