... exactly this. Do you go where nobody else is and risk building something the market doesn't understand yet? Or do you enter a proven market and compete against players who already have distribution, brand, and loyal users? Both paths have real merit. The case for a new niche: no direct competition on day one you define the category and own the narrative early movers can build strong brand recognition before the market fills up easier to stand out when ... ... differentiate and out-execute. The worst outcome is going into an established niche without a clear reason to exist or going into a new niche without the patience to build the market from scratch. So I'm curious: Which path

... underspecified tasks that would produce ambiguous drift anyway. If declaring the path is annoying, that's a signal the task wasn't well-specified. If declaring the path

... readiness should fail fast on the smallest sign of trouble. Liveness should only fail when the process is genuinely wedged, ideally not when it s mid-GC. The new liveness config for both web and worker: livenessProbe: httpGet: path: /health port: http initialDelaySeconds: 0 periodSeconds: 10 timeoutSeconds: 5 failureThreshold: 6 A pod now has to be unresponsive for about 60 seconds before kubelet kills it. Readiness stays at timeoutSeconds: 3 and failureThreshold: 3, so traffic still drains away within ... ... problem on their own. They make every other latency budget worse, even when they no longer cause kills. The follow-up work falls into a few buckets: Move CPU-heavy synchronous work (large JSON serialization, certain native driver paths

... Most repos already contain the command you need. The hard part is knowing which one is actually intended. There may be scripts, Make targets, Docker commands, CI-only paths, and old setup notes. Some still work. Some are stale. Some only work after other services are already running. Ota helps the repo make that path

... text box. Hold or click the mic, speak, then release. Your audio is sent for  transcription , and the text lands in the  composer field  so you can  edit before you send . This is a separate path from the full  voice orb  hands-free loop (listen, think, respond). How to use it: Grant  microphone  permission when the browser prompts. Fix any wrong words in the transcript, then send with  Enter  like ... ... drop uploads. Watch for inline errors and retry. Doc:  https://kahana.io/docs/composer-... Related:  https://kahana.io/docs/voice-orb...  |  https://kahana.io/docs/composer-...  |  https://kahana.io/docs/voice-and... Questions we would love your take on: Push-to-talk vs

... potential issues, trying to figure out which ones represent real risk and which ones are just noise. And as modern applications become more complex APIs, microservices, dynamic user journeys  validating real exploit paths becomes even harder. Meanwhile, the rest of software development has moved forward quickly with AI and automation.  Security testing, in many cases, is still largely detection-first. That s what led to a new direction ... ... been working on. Very soon,  ZeroThreat  will be introducing  Agentic AI Pentesting , a new feature designed to validate real exploit paths

... product grows, pricing becomes a mess. More complexity. Harder to manage. And suddenly, you're stuck. Do you double down on the product or stop and figure out pricing? For most teams, it becomes one of two paths: Path

... Graph View 2.0 is here, along with dozens of improvements across Recall. This release transforms how you explore and navigate your knowledge: visualizing connections, discovering paths between ideas, and watching your knowledge base evolve over time. Watch the tutorial | Read the docs Graph View 2.0 Card drawer: Click any node to open a slide-out drawer showing the full card content. Read and edit without leaving the graph. Focus mode: Click a node to filter the graph to only that ... ... card and its connections. Navigate by clicking connected nodes. The graph builds a visual trail of your path

... Product Hunt! I'm Sacha, founder of Pathfindeers. After spending 3 years lost in a dead-end marketing role, I built the tool I wish existed: an AI that reverse-engineers 1M+ real career paths

... Just shipped a crazy update for Solhun. You know that moment when Claude Code spits out a file path and you have to manually find it? Not anymore. Cmd+Click any file path

... everyone, I wanted to share a little project I ve been working on. It s a simple AI tool that looks at your resume and suggests some career paths you might or might not have thought about, based on your skills and experience. It s still in the early stages (an MVP), so it s not perfect yet. Completely made with Lovable since I don't have a coding background. I d really love if you could ...

... would have been the most magical thing in the world. The Conversation That Changed Everything After a board meeting in mid-2024, my co-founder Sahaj and I started talking about whether the hardware device was really the right path forward. At first, I pushed back. This was my childhood dream, something I d been working toward for the last 16 years. But over the next few weeks, we kept coming back to the same conclusion: As much ... ... have worked as a consumer product. Now, we did have options to stay in the hardware business. Had we gone B2B, made it a healthcare product, maybe a defense product, we could have gotten a lot of funding. Those paths

... Since our foray into the fullstack world earlier this April, our teacher team has been busying away working on a MASSIVE new course - The fullstack Developer Path . This will sit neatly alongside our 2 other flagship paths

... everyone, been working on some quick updates for Zeno today based on your feedback! Here s a look at the fresh improvements that just went live: Improved UI lag: Curating videos is now much faster and The Learning Paths page now loads almost instantly! I've optimized it to show you all the paths

... Product Hunt! I'm Pablo, a political science grad from Spain who's been learning to code by building real projects. Now, I'm launching MapMyLearn, a tool that uses AI to generate fully personalized learning paths on any topic. Each path