... does not report any context window data. Tablo does not find a context field for fable's session and falls back to the default value of 200k. Comment from Mitul Sheth(@m1tul5): @genevieve_richards2 Thank you ! Comment from Amelia Rose(@amelia

... workflow traced a bug to a block I had accepted from Cursor weeks earlier and had no way to recover what I had asked for. The architecture reflects this constraint directly: the Base extension (free, zero config, VS Code Marketplace) starts recording at the moment it installs. Not full provenance file-level only until the proxy is running but it starts preserving a timestamped insertion history that cannot be recovered retroactively. I am curious whether teams here have specifically ... ... incident or a compliance question, traced it to AI-generated code, and discovered the provenance window was already closed. How did that investigation go? Did it change how your team thought about when to start governance tooling?The VS

... myers  After PH, top products list, it got published on a superhuman blog, that brought in huge audience, and a few more blogs, organic, bitgrain blogs didn't bring in much Comment from Diptanshu Mahish(@diptanshu_mahish): @violet_amelia  yess ! Comment from Nolan Vu(@nolan_vu): Organic search has been the most consistent for us over time, but the channel that caused the biggest single spike was honestly just one well-placed mention in a niche newsletter. Paid ... ... that churn fast because they didn't have real intent. The blog/editorial stuff takes longer to set up but the users who come through it tend to actually stick around. What's your retention looking like from the organic vs

... open-source file sharing tool for people who actually care about privacy. Ever sent sensitive data through email ? Or watched your files sit on someone's cloud forever ? We built BurnLink because the alternative to privacy shouldn't be inconvenience. The Problem Most file sharing services are built for convenience - not trust. Your files sit on company servers, encrypted (maybe), logged (definitely), and stuck in someone's infrastructure indefinitely. Meet BurnLink Zero-knowledge, end-to-end encrypted file sharing ... ... That's a great idea. We are building products in a similar space. I'm curious do you require accounts for sending and receiving files? How do you control who can have access to a specific file? Comment from Amelia

... data behind a recommendation instead of approximating. Oura, WHOOP, Garmin they're all great devices but their scores are black boxes. Open algorithms mean when someone asks "why," you have a real answer. Comment from Kamil Maksymowicz(@kamil_maksymowicz): @amelia_martin7  Quite simple :) each team runs their own deployment, so tweaked algorithms are scoped to their users only. The base algorithms act as the shared reference: if cross-team comparability matters, you stay on the unmodified version. Tuning ... ... population-specific accuracy, and the full change history in the repo makes any divergence explicit and auditable. Comment from Amelia

... would make this even more useful for your AI workflow? Comment from Ghost Kitty(@ghost-kitty-9607881): Comment Deleted Comment from Bunty Shah(@bunty_shah): @gaurav_singh91  This is a really sharp take, Gaurav. The "still in progress vs reference only" status idea is exactly the kind of UX layer that separates a folder from a true workspace. Flagging it for the next planning cycle thanks for putting it so clearly! Comment from Bunty Shah(@bunty_shah): @tessa_nicole ... ... actually what makes it fast no server round-trips, no latency. The tradeoff is it's device-specific, but that also means your data stays 100% private. Win-win for most users. Comment from Bunty Shah(@bunty_shah): @violet_amelia

... nika   Totally agree psychological framing is a huge lever we're still exploring. One thing we've been experimenting with is how we phrase the post-session reflection. Even small wording changes (like "what stood out to you?" vs "what did you learn?") shift how users engage with the outcome. It's less about the data structure and more about how the question makes the user feel. Would love to hear what framing approaches have worked for you! Comment ... ... both satisfaction and organic growth. Much more reliable than any in-session metric. Comment from Mona Truong(@monatruong_murror): @gaurav_singh91   Love that you're applying the same thinking to marketing automation. "Did this campaign actually move revenue?" vs

... zero-knowledge, which means you hold the key. The customers who choose us choose us partly because of that constraint, not despite it. The worry never fully goes away, but I try to reframe it because what's the alternative? Being able to recover data because we hold the keys that seems worse in terms of failure for the people who actually need privacy. In your case, I would think failure is even higher-risk than a service like Metamorphic ... ... Mosslet s privacy-first AI features. You're right that they pull in opposite directions: AI needs context to be helpful, but context means data exposure. The fact that you're having those internal conversations about what stays ephemeral vs

... there s a slight electronic scratch in the voice and it s not as emotive as we want it to be yet Comment from Ghost Kitty(@ghost-kitty-9558291): Comment Deleted Comment from Sourav Sanyal(@sourav_sanyal): @violet_amelia yuppp Comment from Sai Tharun Kakirala(@sai_tharun_kakirala): The uncanny valley of AI voices is so real. The specific thing that gets me is the rhythm - most AI voices nail individual word pronunciation but miss the natural flow ...

... previous version of the app or to test the new version in a preview mode on the production server? So your user can still use the app while you fix the bug? Comment from Alexandr Cizek(@alexandr_cizek): @violet_amelia  That is something I am planning to do in the future maybe. Right now I can just enforce people to update to a new version of the app by me setting "minimal required version" remotely. So the flow here ...

... actually mentioned in the UI placeholder text, which should help guide new users. We could consider making this more prominent with a tooltip or inline hint if needed thanks for flagging it! Comment from M Bharat Bhora(@yugintech): @violet_amelia  Yes, we incorporated user feedback on contrast and readability. The refinements focus on improving the visual hierarchy in dark mode based on community input. Comment from Ghost Kitty(@ghost-kitty-9559276): Comment Deleted Comment from Ghost Kitty(@ghost-kitty ...

... doesn't reflect the quality of our product. And Builder socially scared from sharing there first content. Let me know what you think https://www.producthunt.com/prod... Comment from Ghost Kitty(@ghost-kitty-9584155): Comment Deleted Comment from Bengeekly(@bengeekly): @amelia_martin7 i really wanted to share raw data and honest data so people can check. I also got multiple feedback about the landing page what would make people convert more. And I will work on that. I m curious ...

... great feedback. Comment from Mike Kerzhner(@mikekerzhner): @koalr  sorry about that. Misconfigured permissions. Should work now. Comment from Mike Kerzhner(@mikekerzhner): @ankit_mishra15  sorry to hear about the frustration. What is your recommendation for distinguishing paid voters vs authentic voters? IMO the bar for becoming a trusted Product Hunt user is fairly low, just apply for verification. Comment from Kevin Xu(@kevin_xu01): It's great to see the team being so transparent about the weighting system ... ... system currently favors: Existing PH network Insiders with history Hype over real usage instead of rewarding actual product-market fit. If you really want to fix this, there has to be a better way to distinguish bought votes vs

... association, and proximity to the types of users we thought were most likely to care. I think this is a really underrated one. Think about creators as business partners not just rented space. Thank you Sophie , Elisabetta , Elf and Amelia if you re reading this. 10. Instagram carousels Instagram is a communal platform. Sharing matters a lot. And carousels show up in feed multiple times, which is (obviously) helpful. We ve recycled these for memes, testimonials, creator content, press mentions ... ... have. Comment from Ashir Murtaza(@ashir_murtaza1): The point about personal profiles outperforming brand accounts is so true, especially on LinkedIn. People connect with people, not logos. Comment from Johanna John(@johanna_john1): Loved the honestly about newsletter traffic vs

... most of both the presence here and the launch itself. Comment from Aleksandar Blazhev(@byalexai): @busmark_w_nika  Yep. Building an audience is the best way. But takes a lot of time. Comment from Aleksandar Blazhev(@byalexai): @awesome_amelia  true! Focus on building your product! Comment from Aleksandar Blazhev(@byalexai): @ixord  Yes, a lot of things we only learn over time. The brand is definitely the most solid way to launch. But it requires ... ... looking for some extra credibility. But you definitely have great chances even without one, as long as you already have an audience and know how to launch. Congrats on your success btw! Comment from Thorin(@tmtabor): @awesome_amelia