... participants, structured disagreement, verification, arbitration and synthesis, while preserving provenance of how the collective reached its result. We believe this can address some structural limitations of relying on a single model: one training process one architecture one set of blindspots one provider dependency one point of failure And because the project is open source, we don t want this thesis to exist only in a pitch deck. You can inspect the architecture, reproduce our experiments, challenge the results, contribute ...

... that asks the right questions when I'm stuck. Not "tell me what to do." Just a structured way to think through decisions. What it does: You describe the decision It walks you through risks, assumptions, alternatives It flags blind

... exact person, mid-workaround, annoyed enough to try something new. What I took from this: running one idea through validation tells you if that idea is weak. Running several through the same process tells you what your personal blindspot actually is mine was skipping straight to "what should this product do" before answering "who currently hurts, and how are they coping today." Curious how others catch this before they've built anything: when you're evaluating your own idea ...

... your decision, and it walks you through a framework (not just a "do this" answer, but a real evaluation: risks, assumptions, alternatives) Pattern recognition It learns your decision-making patterns over time and flags when you're repeating mistakes Blind

... Netfox 0.16.0 is out and this one finds what a network scan structurally can't. Here's the blindspot. Netfox checks every device by connecting to it across your network. Perfect for a printer, a NAS, a phone. Wrong for the Mac you're sitting at A dev server on 127.0.0.1:3000 genuinely refuses connections from anywhere else so the check says "closed". Accurate, and completely useless. The most interesting services on the machine you care most about ... ... that way: The Ports tab on a network device, grouped by category Also fixed: a closed port now says closed. A port that actively refuses a connection was being reported as filtered and those mean different things. Nothing listening,

... specialized evaluations that look at areas like product clarity, validation, launch readiness, and potential risks before combining them into a structured report. The goal isn't to replace user research it's to help founders identify obvious gaps and blindspots earlier. I'm currently working on user accounts so founders can save audits and track their progress over time. I'd genuinely appreciate any feedback on the product, landing page, or the overall idea. I'm happy to answer ... ... more than a checklist. Each specialized evaluator produces its own analysis, and the final aggregator weighs the severity and confidence of the issues before generating an overall score. The goal is to surface the one or two

... because I was looking at whichever business was yelling the loudest that morning, and the quiet one does not yell. Curious what that looks like for other people running more than one business or location. What is the blindspot you already know you have and have not fixed yet? Comment from Stephanie Tang(@stephanie_t0317): For me, the biggest

... your architecture caps is who finds out first, and that is you. So your number of one is the detection number, and my question quietly conflated the two, which is my error. It is also the thing you already spotted, that some of your users are B without knowing it. The architecture protects your blast radius, not theirs. On denied-and-resumable, I think Jernej solved your problem further up this thread and neither of you has seen the other ... ... because it is the worst possible judge of it. It should be a property of where it is running and what it is holding. Scoping the credential is exactly that, and it puts the boundary somewhere the agent's blind

... path, fake line number, said with total confidence. That file never existed. Turned out prompting alone doesn't reliably catch this, and having a second AI review the first doesn't fully fix it either same- family models share blindspots. So we built two small deterministic layers that sit outside the model itself: a regex-based grounding check (no LLM call needed) and a cross-family adversarial review with a hard guard against the reviewer hallucinating its own flags ...

... name's Jad, and I'm an incoming freshman at USC Marshall. I built FOMO, a browser extension for project teams (case teams, research groups) that quietly turns everyone's browsing into shared team intelligence. It surfaces overlaps, blindspots, and tensions across what your team is researching, then tells each person what to focus on next. In doing so, a team can cover more ground without duplicating work or missing a

... looking for a handful of beta testers to answer two questions: - Does the upload-and-categorize workflow click for you, or does it feel like a chore? - Does your bank's statement parse cleanly? This is my biggest blindspot, since I can only test against my own two banks. Free to try at https://zenexpenses.com . I'll be in the comments the whole time, so throw the kitchen sink ...

... mirrors your communications in real-time server-side no system-hogging plugins required. Database-Native AI Assistants: Most inbox AI assistants are superficial wrappers that can only see the text open on your screen. Salestrics AI has zero operational blindspots. When you click Summarize, Draft, or Rewrite, it automatically scans historical CRM notes, deal values, and past support tickets across the entire workspace to act like a true autonomous operator. Built for High-Velocity Execution Salestrics Email goes live ...

... evaluation not training, like a train/test split applied to the reward, is the right approach. We're implementing a per-step warning when a policy wanders into unmodeled territory, plus a soft penalty to keep the agent from exploiting blindspots. The train/test reward split is the proper structural solution and we're working on exposing an eval environment configuration. The use cases we discovered The ones we expected: simulation for learners, architecture validation, cost estimation. The ones the community ... ... approach landing on the roadmap; holding the "free" dimensions out for evaluation only feels like the right structural fix, and the per-step warning when a policy wanders into unmodeled territory is a lovely touch it turns a silent

... Doherty(@lisa_doherty): What I'm building: 360now. A 360 leadership feedback platform. Leaders get anonymous feedback from peers, managers, and reports, and we use AI to turn that raw rater feedback into an actionable report surfacing patterns and blindspots instead of just listing comments. Who it's for: Leaders and teams who want real, fast feedback without the cost or clunkiness of traditional coaching or enterprise HR platforms. Hardest part I'm solving right now: We're bootstrapped ... ... some feedback so that our team can improvise Cheers Comment from Jad Ammar(@jad_ammar): What I'm building: FOMO : a browser extension for temporary project teams that turns everyone's browsing into shared team intelligence, then surfaces overlaps,

... 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 ... ... team thought about when to start governance tooling?The VS

... thirty requests a week and it becomes one of the biggest hidden time drains in a design practice. AI assistants like Claude, Cursor, and Windsurf are already part of many designers' workflows. But until now, they had a critical blindspot: they couldn't access your actual brand assets. They'd guess hex codes, describe logos in general terms, and pull outdated colors from training data. Sinqlo's MCP integration closes that gap. Connect it once and your AI agent ...

... that actually bleeds time, you re not even worried, you re just wrong. Smaller tasks per agent is the right instinct, by the way, that s you manually buying yourself shorter blindspots. But you ve also

... founder & CTO of SEATECHONE, based in Seattle. We built SEAREI ( searei.com ) after realizing virtual staging had a serious legal blindspot. The problem: virtual staging works great for selling homes but as of January 1, 2026, California AB 723 makes it illegal to publish a digitally altered listing photo without a disclosure label, a public link to the original, and a retention record. NWMLS, NAR 2026, and British Columbia all have their own versions too. The liability falls ...

... before getting the answer I actually wanted. After discussing with people on PH, my small tool has evolved: Feature 1: Spots things you may have forgotten to mention: It checks your input while you are typing and catches the blind

... first try. I hit send, wait 30 seconds, realise the AI guessed wrong, tweak it, and retry. It s an absolute token-waster and a massive productivity killer. I'm trying to prototype a lightweight extension to intercept these "blindspots" in real-time right inside the input box before hitting send. But I'm curious about how you lot deal with this: How many times do you usually have to "retry" or argue with AI to get what ... ... just paragraph breaks the model can latch onto. The biggest unlock honestly was telling it what NOT to do upfront. Half my retries used to be undoing scope creep where it changed things i didn't ask about. The "

... brutally stress-test our concepts behind closed doors. It doesn't chat; it calculates real TAM/SAM/SOM and maps market gaps. We ran our own startup through it, expecting a perfect score. It gave us a 70/100 and exposed our blindspots. It hurt our ego, but it saved our roadmap. We use it as a shield against our own optimism. If you also struggle with the fear of building the wrong thing and need a cold, mathematical reality check before ...

... account credentials missing from the review notes, features described in the app description that don't exist in the build. Reviewers are humans. They'll reject if they can't figure out how your app works. The vibe coding blindspot Here's the uncomfortable thing: vibe coding tools are extraordinary at building. They are not built to care about what happens after you submit. 92% of US developers now use AI coding tools daily. 41% of all code ...

... what we wished existed when we launched our first app. If you're building mobile products and making marketing decisions based on vibes rather than data this is for you. Live at attribr.dev . Free to start. What attribution blindspots are you working around right ...

... There's a pattern I keep noticing across the AI products that actually stick with people vs. the ones that get tried once and forgotten. The forgettable ones try to be impressive. They show off what the model can do -- generate faster, automate more, produce output at scale. And they're genuinely cool for about 15 minutes. The ones that last ... ... They help you see something about yourself you couldn't see before. I've been thinking about this a lot while building Murror. Our AI doesn't try to give people answers. It reflects their own patterns, emotions, and blind

... Something we noticed with publishers, content teams, and marketers - there is a very common blindspot in how digital documents get measured. Nobody really knows which pages held attention, which sections got skipped, or where most readers actually stopped. The production effort was real. The feedback loop was not. We spent a lot of time sitting with that problem. The question was not "how do we add analytics" - it was "what would actually help an editor or content lead make ... ... Sure, would love to check out The Sponge - sounds like a really cool concept! Do let us know what you think after exploring ZenFlip! Comment from Aisha Muhammad yaya(@aisha_muhammad_yaya): This is a really strong content truth