... looks like a device that didn't feel like answering... under the hood it's the same nil for both which is exactly why nothing in the app could tell them apart Comment from Giovambattista Fazioli(@gfazioli): @shabanmufti  ngl you picked the bit I'm least proud of ....... and it's worse than "not enough": that check certified the bug instead of missing it. Asserting that the next macOS is unknown means the day build 27A ships, the suite ... ... tests were green while the bug was already there. How are you handling these OS specific values now? feels like this could catch other weird changes too. Comment from Giovambattista Fazioli(@gfazioli): @_muhammmad_adeel_arshad  yyyeah, absent vs

... part I'd press on anyone building this is the negative control the same binary re-signed ad-hoc, which has to die when quarantined, because otherwise the whole job passes on a machine where Gatekeeper isn't enforcing. ngl that earned its keep immediately: its first run went red, not because of the release but because GitHub's macOS runner reports "assessments enabled" and runs an ad-hoc quarantined binary anyway. It detects rather than prevents, though it runs ...

... really appreciate you running that round-trip test before shipping it that level of care shows in the final product. Already installed it, and I'm impressed with how fast it runs. " Comment from Giovambattista Fazioli(@gfazioli): @sumonmatrix  ngl, "more educational than most tool docs" is a compliment and a bug report in the same sentence and the second half is the useful one. None of what you asked about is written down anywhere a user would find ... ... security tool trustworthy. Makes total sense that the write is unconditional otherwise you'd have to build a whole separate 'is this repo clean' system just to decide when to record. The trade-off you described (false positives vs

... there for hours and gets seen parented at least once. it covers the agent-finishing-a-test case worst --- that whole life can fit inside one minute, and then the first sighting is already an orphan with nothing recorded.... ngl that's backwards: the case the feature was built for is the one hardest to record Comment from Rabnoor Singh(@rabnoor_s): @gfazioli  you went and measured it, which is more than i did. if intent leaves no trace ...

... took the idea of portable monitor =D Already browsing on Amazon! Comment from AJ(@build_with_aj): Situational awareness, Walk with purpose, backpack up front. When you get to a new city learn what places are dangerous. Ngl, I should do consulting for this, teach ppl how to avoid the rough neighborhoods lol Comment from AJ(@build_with_aj): @busmark_w_nika  As long as you don't wonder if it's gunshots or fireworks it's all good ... ... lmao. Built in alarm clock is great ngl

... latency check which rides the switch you already have. Six languages. Free Try it, or see what's new: https://netfox.app Would love to hear what you want to see next. Comment from Giovambattista Fazioli(@gfazioli): @jabari_zuri  ngl that's the better ask. The elimination is already in the maths . the warning only fires when your port advertises a higher mode than the one it settled on, so by the time you're reading ... ... ceiling it compares against comes from your own port's supported-modes list, so when it says "1 Gb/s on a port that does 10", the Mac's side is definitively not the limit that one's eliminated. Cable vs

... release is chasing, and I suspect everyone has a story. What would you want octoscope to be honest about next? Site: https://gfazioli.github.io/octos... Newsletter: https://octoscope.substack.com Mastodon: https://hachyderm.io/@undolog Comment from Giovambattista Fazioli(@gfazioli): @rabnoor_s  ngl, you found the seam: I built it around the page possibly not knowing something, never around the page being wrong. Same shape one layer down, and you're right Filed it https://github.com/gfazioli/octo... with what's already there ...

... identify what is using a port and ask it to quit without opening Terminal sounds genuinely useful for me Comment from Giovambattista Fazioli(@gfazioli): @muniswamy_muniswamy  Thanks that was the bit I was least sure about shipping. ngl the losing side is real: on a band it has barely seen you get nothing at all, which can read as broken rather than as declining to guess... Comment from Nrithya Muniswamy(@muniswamy_muniswamy): the devsion not to show a recommendation ...

... inconsistency I hadn't noticed, since the sibling disclosure for a callee-only file isn't gated at all, so two markers that both say "couldn't see past here" were following different rules for no reason ngl the workflow_call read is the one I'm keeping. That sibling disclosure is the same principle in the opposite direction: the file that can't be judged alone says so, rather than being scored on a self-description that ...

... unstated precondition" over your own phrasing. Distrust everything is not an instruction, it is a mood. Telling someone where to look is the only version anyone can act on at 2am. Comment from Giovambattista Fazioli(@gfazioli): @rabnoor_s  ngl the general form is better than what I had. "Not just that it went red, but that it went red about the right thing" that's the step I was doing by hand without a name for it, same ...

... several people describe the same capture pain and are willing to try PopTask with a real task, that s a much stronger signal for what to lead with on launch day. Comment from Juhan Polinert(@juhan_polinert): @lilhadi ngl, I would try to confuse it on day one. Comment from Casper Voigt(@casper_voigt): This feels more like catching a thought before it disappears. Comment from Noah Wertim(@noah_wertim): This might finally save me from random sticky notes everywhere ...

... what actually sets you apart? As for what I m building: I m creating VertoX , the world s first real-time speech translation system that preserves the speaker's original voice, tone, and emotions. We have no direct competitors in what we are doing. Our ICP is literally the entire world. It doesn't matter if you're an enterprise company, a student, a traveler, or a government agency; VertoX is here to completely eliminate the language barrier globally. Comment ... ... made them succeed or fail? For those who've sold into small/mid-sized businesses, what's usually the biggest blocker to adoption price, integration effort, or something else? Is there a feature here that seems like a "nice to have" versus

... main factor in terms of a project's success. When the initial motivation fades. Things are not that shiny and new anymore. And work becomes more like routine. This is something a builder brain doesn't like that much. NGL, when telling that I failed exactly in this phase numerous times. Today, I try to create a clear structure when to do what and add resources to support the process. Comment from Ghost Kitty(@ghost-kitty-9667996): Comment Deleted Comment ...

... Product Hunt! We're working on a proactive AI assistant that doesn t just respond, but actually manages your life for you! Trying to understand where people actually want help vs where they still want control. Curious what that looks like. If an AI assistant could take over one part of your day, what would you choose? Comment from Sai Tharun Kakirala(@sai_tharun_kakirala): Definitely managing inbox triage and scheduling! The context-switching cost of filtering through noise ... ... kakirala  So true. I guess this is what we're building at GAIA! We face the problem of managing our inbox too, and a personal assistant that can manage your entire digital life feels like a game changer ngl

... alerts you before you overspend , build for developers and creators. Honest feedback would be appreciated !! Comment from Rian Robertson(@rianbrob): @_abdulsami  Definitely! Comment from ABDUL SAMI(@_abdulsami): @rianbrob Hi rian appreciate your feedback. i tried the sponge and ngl its great and i appreciate what you're doing. I have only created a waitlist will build the mvp soon . I am learning and interacting with new people can i drop you a msg incase of any guidance ? Comment from ...

... specific phrase "hostile reviewer" also improved the nuance capture of the response Comment from swati paliwal(@swati_paliwal): This is quite underrated and I must admit I've done this too (almost went through a "Dear GPT-phase," ngl. This is specially powerful when you're a complete decision making machine and need more than one head and some stats that can prove to you whatever's in your head can be done if done well, otherwise not. Because ...

... exchanges ~24,000 fraudulent accounts Proxy networks to bypass regional restrictions Targeted extraction of reasoning, coding and tool-use abilities Distillation is a common technique for training smaller models from larger ones. The controversy here is using a competitor s model outputs at scale without permission. What Anthropic Claims DeepSeek (~150k exchanges): Extracted step-by-step reasoning and censorship-safe reformulations. Moonshot (~3.4M exchanges): Targeted agentic reasoning, coding, tool use, and vision. MiniMax (~13M exchanges): Focused on agentic coding ... ... company trying to steal my data. That said, didn't Anthropic get their data through some questionable methods (scraping Reddit for example)? I know they settled a suit last year with content owners. Comment from Nika(@busmark_w_nika): NGL

... helps relieve the baked in people pleasing behavior some models have. Cough Anthropic Cough. I will give 5.2 codex a shot in opencode Comment from AJ(@build_with_aj): @busmark_w_nika  Oh I know them! Great product ngl, My brain is just not wired for that level of features. I write either in neovim or in proton docs with a dark mode extension lol I might give it a proper shot ...

... Mykola Novytskyi(@mykola_novytskyi1): In my opinion, AI is currently incapable of replacing humans. Its ultimate limit is performing routine tasks. Today, humans should be the ones doing the thinking, and AI will then assist. Comment from Umair(@umairnadeem): NGL i'm going to be the contrarian here. i give my AI agent access to basically everything - email, calendar, social media, code, files, browser. it reads my WhatsApp messages and responds on my behalf. it posts on Reddit, HN, LinkedIn ... ... rising sun, sun, moon) Comment from Nika(@busmark_w_nika): @sup_nim  But do you code itself? I mean, it is just vibecoding, or do you know coding/programming too? Comment from Nika(@busmark_w_nika): @yukendiran_jayachandiran  NGL

... users in with zero marketing spend felt like all the validation we needed. Comment from Gaurav Singh(@gaurav_singh91): How I found the problem: Built agents for months. They could do everything except answer: "what ads is my competitor running?" Four browser tabs. Copy. Paste. Every time. Signal it was real: r/ClaudeAI had people asking for MCP ad data. r/FacebookAds had a guy calling Claude + ad spy "the biggest unlock in 2 years." No one had built the pipe. Validation ... ... constant gating at every turn, so I set out to create a tool more powerful, more feature rich that didn't require a massive budget to get access to. The AI chameleon avatar ended up being the surprise vs

... Analytics to PostHog and added product analytics sent from our desktop app, MultiDrive. I've enjoyed PostHog for more than half a year and how they've improved their system. Hey, but it's me. What's your favorite alternative? Comment from Vitaliy Mokosiy(@mokosiy): +1 for @Zed , @Linear and @Supabase I am also a big fan of @PostHog and they way they help with product and web analytics Comment from Rik Lempens(@rik_lempens): Call me biased, but @ThingsDB ... ... part I admire is not only the UI. It is the lack of friction when something goes wrong. Good error states, sane defaults, and clear upgrade paths feel like craftsmanship too. Comment from fmerian(@fmerian): @mokosiy  ngl

... Folks, please. This isn t LinkedIn (YET). Write your own maker comments. Sheesh. https://www.reddit.com/r/OpenAI/... Comment from Nosheen Kanwal(@nosheen_kanwal): Ouch, AI never felt that obvious before ngl... Comment from Sanskar Yadav(@sanskarix): Ayo! start treating it like a group chat peeps! Comment from Nika(@busmark_w_nika): AI replies to AI. Comment from Gabe Perez(@gabe): UGH NO - looks like we can do better on educating makers as well on crafting thoughtful responses....and supporting GIFs ...

... platform-agnostic, and the best planning layer between a software developer and consistent, high-quality results from AI Coding tools. We are currently significantly better than SpecKit and also have advantages/differences over Kiro (Kiro is awesome though, ngl, but we aren't really trying to be them, they just are in a similar space). We have a group of ~20 (10 daily active) users and 2 companies (software shops each with 50+ devs, only a few from each company using ...

... According to the 2025 @Stack Overflow Developer Survey (49,000+ participants), @VS Code and @Visual Studio remain the most used dev environments, despite the rise of subscription-based, AI-enabled code editors @Cursor  and  @Windsurf  among others. Both maintain their top spots relying on extensions as optional, paid AI services like @Github Copilot and @Kilo Code . Curious which IDE the Product Hunt community uses the most? Comment from Husam Fathi(@husam_fathi): I think Fleet will ... ... chat is now great. However, when I want to build something quick with AI, I use cursor. I am used to it now. But when something is mission critical like debugging, writing own code and manual fixes, I use VS

... sequences but didn t have access to high frame rate cameras. If the interpolation looks natural, it opens up so many creative possibilities for music videos and short films without needing expensive equipment. Comment from Shabnam Katoch(@shabb_katoch): ngl that tool sounds like a lifesaver so many times I ve had unusable clips just sitting there ...