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Moozonian News
news.ycombinator.com• Jul 17, 2026• 1 min read
Ask HN: Is the ngrok AI gateway for real?What are your thoughts on the ngrok AI gateway?I just found out about it and the first impression I got was this is basically a LiteLLM wrapper, a gateway/translation layer for OpenAI requests and a dashboard.Is this an oversimplification of what that product is or not really?To me, it feels like they just needed an "AI" product to say that ngrok also does AI stuff too!
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github.com• Jul 13, 2026• 1 min read
Show HN: Aco – Appium Command-Line OperatorHi, I created a CLI tool called aco to help spin up Appium session rapidly.I'm a programmer who've been working on mobile app automation for end-to-end testing for years. Appium is the industory standard in this area. It's basically a WebDriver protocol server spetiallized for non-browser apps like iOS/Android. The beauty of Appium is its clean separation of the responsibility by the client/server architecture. So consumers select any language binding they like when use it. It means you typically need to care of server and client at the same time, and this is the pain.As a mobile automation engineer, I often need to run a small experiment to make sure of the behavior of AUT(application under test) or Appium itself: how long does it take to fetch page source from a complex screen, how much ScrollView moves to a specific swipe amount, what's hapenning behined the sceen when some letters are dropped from text sent, etc. When it comes, I usually write a small script tp send commands to ser
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news.ycombinator.com• Jul 11, 2026• 1 min read
Show HN: KRNL – a quieter browser for the essence of the webDownload, signup, pay? Never for this demo you can try now: ssh krnl.duetbrowser.com But what will you see? This: https://www.youtube.com/watch?v=C3lMIGjkwGMSelf-hosted available (+ needed BrowserBox): https://win9-5.com/krnlAdvantages:- set the typography you like (your terminal font, size, dimensions) and it just works - the web renders your way- light or dark mode just works- set colors you want with terminal color overrides- Supports: file uploads (disabled in the free demo for security), file downloads, JavaScript modals, HTTP Basic & Digest Auth, all modern JS, multiple tabs, "Open in new tab", back/forward/search from omnibox bar - all from terminal.If you self host - you also get all the benefits of BrowserBox, such as: GUI breakout for CloudFlare/CAPTCHA (just use your bbx login link, solve it, then back to term), WebAuthn (for now only if you're on macOS), remote DevTools (inspect any page), etc.Mostly tho this is not about that - it's about the text, the quiet, the world wit
Moozonian News
news.ycombinator.com• Jul 11, 2026• 1 min read
Ask HN: How has the internet devolved in recent years?I'll start with 10:1. "Verifying you are human" delays/redirects2. Invasive "Sign in with Google[1]" prompts on every website, often taking over the UI3. Phone number based identity so when you change your number you lose your entire savings account and social media and all work access and your whole life is basically F-CKED except your romantic life which is very much NOT F-CKED since nobody knows your number.Never change your number.4. "You will own nothing" gaming where games you thought you owned get yoinked away at the leisure dare I say the PLEASURE of these neocorporate ingrates who want to de-fun (and defund) every lived experience!5. You can join any time you want but you can never delete. Livin it up at the Hotel Social Media. What a nice surprise, livin' someone else's life!6. You have been banished!7. You have been shadow banished (and don't know it)!8. Your content violates our guidelines (hey buddy your guidelines violate my content - WHO NEEDS WHO. GENUINE QUESTION Idk a
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github.com• Jul 8, 2026• 1 min read
Show HN: Tarit – Self-host sandbox cloud and hypervisor for AI agentsWe have built Tarit as a hypervisor built from ground up for running AI agent and RL environments. It is based on rust-vmm and can be used as a replacement for firecracker. Firecracker was built to serve a different need of primarily serverless compute and hence does not have primitives like live snapshots without pausing the VM operations.We also provide a basic orchestrator that handles placement of the microVMs, creating clusters with HA, maintaining a warm pool of VMs, and takes care of setting up networking and monitoring.Our benchmarks on a metal instance shows an acquire VM from pool and execute code p99 of 35ms which places it as one of the fastest VM based sandboxes you can get right now. You could also snapshot a small sandbox and resume in ~80ms.You can easily self-host a multi-node cluster of this right now on your cloud with nested-virt enabled machines or better on bare metal by providing the docs to your coding agent.Tarit - https://github.com/instavm/taritQuickstart - h
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whimfiles.com• Jul 7, 2026• 1 min read
Show HN: Fast, native Mac file manager (filters, fuzzy find, 9 MB, no Electron)My Downloads folder had been left unkept for a really long time and cleaning it up using Finder was quite cumbersome. So I started creating a simple app to help me filter out and delete or move the files in the folder.It started out very basic and the filtering options genuinely helped me clean out the Downloads folder, then as I thought of more features I would like to see in a file manager I started to add them. Some of the features are:- Fuzzy go to folder/file where you only need to write a few letters of a full path, get suggestions and can jump to the correct path instantly - Hover over a file to preview an image or PDF without opening it - Dual-pane view and tabs that remember selected filters - Command palette to find actions fast - Batch rename (with regex support and presets for common operations), image conversion (HEIC/WebP/AVIF to JPG/PNG), zip creation - Bookmarks, Quick Look, single-click open, keyboard controlAnd many other small quality of life features.I used Claude C
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eventerm.com• Jun 26, 2026• 1 min read
Show HN: Even, the terminal-first desktop workspaceIf you’re like me and have basically delegated all your development to Claude code, Codex, OpenCode and the other agents, you’d agree that one of the annoying things is the unmanageable terminals. Personally I love working on the terminal, but when building multiple projects, it quickly becomes messy.I built Even to solve this mess. I can control my terminal tabs per project, + comes with some nice features that make it so I don’t need to open any other app when locked in.In built Browser, Agents, local models, inline code editor, GitHub integrations, one click service deployments, and more…The last one week I’ve been building Even on Even, and I rarely open any other app on my machine.The best part, you can manage your skills and mcps right on Even, including even mcp/skill, which allows your agents to control any part of Even including the browser (which can import all your chrome profiles, cookies)…I’d love to get some feedback, and I hope you’d all get to see how I see developer ex
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news.ycombinator.com• Jun 25, 2026• 1 min read
Trying to recover from thin content penalty from GoogleWe just launched anitroves.com early this 2026 and had added thousands of Anime and Manga pages with basic wiki informations along with our Characters roleplays, Otaku and AniPick AI.We thought those pages would be great to rank for multiple keywords and get initial traffic but after a few weeks google analyzed and penaltized our site for thin content though it didn't showed any issues in manual actions but it did de-indexed whole site and then only remained our main page, we got more than 30,000 impressions within 2 weeks which dropped to a few hundreds.As we are only college students with no real developer or experience but passion, now we have removed all those thousands of pages and have kept only Anime characters Roleplay chats along with Otaku AI. AniPick AI and other basic features.We are hoping for a recovery but we need advice from real experts.It would be great if you HNs can take a moment to analyze my website and give us a piece of advice.https://anitroves.com
Moozonian News
news.ycombinator.com• Jun 25, 2026• 1 min read
Why directory jumpers should use exponential moving sums instead of frecencyDirectory jumpers such as z.sh and zoxide need to rank candidate directories from a stream of past navigation events. Most implementations use some form of frecency: a score combining historical visit count with recency.The details vary, but the basic idea is always score = frequency × recency where frequency measures how often a directory has been visited and recency depends on last visit time. After evaluating some tools, I have become convinced that this scoring model is wrong. The reason concerns the structure of the formula itself.## Problem 1: historical visits never really disappearSuppose a directory visited many times before but now dormant for months. A frecency system typically preserves the large historical count and only reduces the recency term. The directory therefore retains a large amount of "latent weight".When visited again, the recency term resets while the historical count remains intact. Consequently, a directory that has been irrelevant for months can jump straig
Moozonian News
news.ycombinator.com• Jun 21, 2026• 1 min read
Ask HN: What's your go-to queue system?Hello,I am building a new product and need to have a robust queue system but I'm not sure what product to choose.I've worked in Amazon before and usually AWS tools are the default go-to but in my own time for small project I've used things like: https://github.com/hibiken/asynq for basic tasks.My concern with the above is that it's still in "early" development; from their README:``` Status: The library relatively stable and is currently undergoing moderate development with less frequent breaking API changes.Important Note: Current major version is zero (v0.x.x) to accommodate rapid development and fast iteration while getting early feedback from users (feedback on APIs are appreciated!). The public API could change without a major version update before v1.0.0 release. ```I'm building something right now that will require something very robust; scheduling, long running workflows with several external dependencies (which may have failure and need retries and notifications, webhooks, etc)
Moozonian News
news.ycombinator.com• Jun 18, 2026• 1 min read
Ask HN: AI models are built on all of us, should their weights act like patents?These models are basically a compression of everything we already made. Our books, our code, every stack overflow answer, the dumb forum arguments we had at 2am. The companies creating these models didn't create that knowledge, they scraped it and compressed it, and what comes back out is mostly our own collective output re-encoded and handed back to us. The work is expensive and valuable, so I don't mean to diminish that, but exclusivity on this seems completely unfair. These organizations already play fast-and-loose with copyright, but even if they didn't, we can't all go retroactively copyright every word we've posted on the internet.We all know how patents work. They are a controversial topic, especially in computing, but their intent is to disincentivize secrecy. The compute needed to create these models cost exorbitant sums of money, and I'm all for these companies profiting from this investment, and their own hard work. The rate at which models are being replaced is already stag
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capakit.com• Jun 9, 2026• 1 min read
Show HN: Sandbox AI-app lifecycle, from build to runHi HN,This is a project I've been working on since the beginning of 2025 full time, without funding.Coding agents have fundamentally changed the way we write software. When you let an agent write code, pull dependencies, and run scripts, you are delegating trust while still keeping the responsibility. You shouldn't have to choose between moving fast with agents and maintaining basic control over your host machine.Normally, we just inspect the final result, treating the app like a black box. Most security tools only sandbox the app runtime and ignore the build phase.CapaKit is my attempt to make agent-driven development safe and productive.Secrets baked into config, dependencies installed with full host access, and arbitrary scripts running during `npm install` are all things you need to take into account.I started working on CapaKit in early 2025 (originally as mcpgate.com) after Anthropic announced MCP. As the agent ecosystem started to standardize, I wanted to apply what I've learned
Moozonian News
firstdraft.run• Jun 4, 2026• 1 min read
Show HN: FirstDraft – AI workers that claim Jira tickets and open PRsI’ve been spending a lot of time with Codex at work like many people, and found myself doing the same thing over and over:- Pick a Jira ticket - Start an agent - Explain the task - Wait for it to finish - Open a PR - RepeatSo I built FirstDraft.A worker runs on a machine that already has access to your repositories, build tools, credentials, and anything else it needs. It watches a Jira board, claims a ticket, runs Claude Code or Codex locally, pushes a branch, and opens a draft PR.The goal was to push through some of those smaller bug tickets and features that could be done without me having to pick them up myself.What’s been interesting is that once I got the basics working, I started using FirstDraft to build FirstDraft. A lot of the features in the current version were implemented by workers picking up Jira tickets and opening PRs.It’s still early and very much an experiment, but it’s been a fun one.
Moozonian News
stillis.xyz• May 29, 2026• 1 min read
Show HN: Stillis – An open-ended anonymous polling platform for anythingI was sitting in an auditorium where the speaker was taking questions that were submitted through an app, it got me thinking that there's got to be a better way for an audience to communicate with the speakers than individual submissions.Even in online spaces, while there tends to be only a limited number of speakers, I would imagine a lot of people listening in tend to have shared concerns that aren't possible for them to express, and a chat box or comment section wouldn't change that.I realized this was a normal story, and that a basic word-tree could solve this problem. It could facilitate large crowds to communicate effectively with just a single person, addressing the every elephant that could fit in the room. I then looked at the idea from a different angle, and presumed it could also be used as a slower, comment-driven platform that can represent aggregate opinions of those who wish to express them. So I built the idea and tried making room for all of those needs.It's always bee
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trainy.me• May 20, 2026• 1 min read
Show HN: Trainy, an AI team that fires youHi - I'm Patrick. Did YC in S22 + Revolut, Nubank alum.Trainy is made for you to learn how to build AI products, without being fired in real life.It seems like every company in the world wants to use AI (for whatever reason). At the same time, 95% of their workforce has no clue how to do it. Plus, AI jobs are the hottest right now but talent is scarce. So basically, everyone needs to up-skill.I'm not an ML engineer so struggled to learn how to build an AI product. Took me months and a bunch of mistakes. So I decided to try to fix it.Trainy is a simulator to replicate the experience of building an AI product from within a large company. You interact with agents representing CEOs, CTOs, Compliance, etc who have their own expertise, way of looking at things and even personalities. If you screw up the CEO will actually fire you.The full simulator is still being built but on this link you can experience a few scenarios. Would love to hear what you think feels off about the interaction.
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raybeam.live• May 15, 2026• 1 min read
Show HN: Raybeam – A better way to screen share on macOSProblemA few years ago I got my first ultra-wide monitor. It was a 49" Samsung monitor. I work as a software engineer, and in my line of work I need to screen share a lot. This almost immediately became a problem due to the size of the monitor. I would either need to get a second display just for screen sharing, share one window at a time (which required me to constantly stop/start sharing to select the new window), or share my entire screen making it difficult for other participants in the call to see what I'm doing due to the size of my display.I wanted a solution to this. At the time, I was on Windows. So, I wrote a very basic application and released it for free on GitHub. This was called "FrameCast". It had a lot of issues, including usability issues. But at the time, it got the job done. After a while I moved away from the ultra wide monitor, so I stopped using the application.Fast forward to 2026 when I again purchased a new Ultra Wide monitor. This time, using macOS. I ran into
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github.com• May 13, 2026• 1 min read
Show HN: An open source tool for generating macOS app icons with AII’m Vladimir. I’m a software engineer. In our company we often develop desktop apps for internal needs and prototyping. And every time I bump into the same problem: how do I make an icon for the macOS app I have just built?I could use the existing icon generators, but they are basically just image converters. You upload an existing image, and the tool generates the required icon sizes and formats from it.But I don’t have an image, and I’m not a designer. Asking designers to create an icon is not always an option.I wanted something that could help me actually create an icon. Something where I can describe an idea, iterate on it over several rounds, experiment with materials, lighting, composition, and gradually arrive at an icon that feels like a real native macOS app icon.Since I’m an engineer, I built a small tool that allows generating a macOS app icon using AI. It’s completely free and open source, so other engineers building desktop apps for macOS can use it too.The app lets you ge
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github.com• May 11, 2026• 1 min read
Show HN: I've implemented multi-repo workspace support in Agent of EmpiresCoding agent management is all the rage right now, and many tools are being created to fill the gap.As a power user for all tools I've used since I've started my software engineering career, I've always taken the time to test multiple tools thoroughly before deciding on one, and an agentic manager was no different.I've tested many tools, but ultimately landed on Agent of Empires (AoE for short). Why ? Because it's fast, the development is active and it's feature complete, and easy to contribute to.So I did (contribute). In my day to day workflow for my job, I need the ability to start agent sessions against multiple repositories, and while AoE had basic support for it, I spent some time extending it to have full project support which has just been merged! (PR #974, more optimizations coming in the next release) With it, each repository get its own worktree and sandbox but the agent can access them all, which makes it ideal for organizations with separate repositories for frontend, back
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github.com• May 7, 2026• 1 min read
Show HN: wfb-link, a userspace WiFiBroadcast radio stack for macOSHi HN, I’ve been working on a Rust userspace radio stack for running WFB-style links from macOS using RTL8812AU USB adapters. Full disclosure: I'm a software engineer, but not really a hardware or embedded systems engineer, so Codex GPT 5.5 has done the lion-share of the work here along with a bit of help from Claude Opus 4.7 here and there. It's taken about 1.5 to 2 weeks to get from zero to this first release.macOS doesn't expose the monitor-mode / packet-injection path that WFB systems normally rely on. I really didn't like the idea of needing a separate linux box just to talk WFB to other edge devices, like drones. This talks to the ALFA AWUS036ACH as a USB peripheral directly, initializes the RTL8812AU, submits raw 802.11 WFB frames over bulk OUT, receives frames over bulk IN, and bridges them to WFB-NG’s distributor/aggregator UDP protocols.Basically, this is what's working (you can see more detail in the readme):- native macOS userspace RTL8812AU bring-up- TX/RX of WFB datagrams
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