... feel a little better after, the label on your landing page won't be what decides it. There are carveouts (pure customer-service bots, game NPCs that can't discuss mental health, plain voice assistants), but the middle is fuzzy on purpose, and fuzzy

... search.  Switch between the two right in the search bar. Text search finds exact words and phrases, best for names, keywords and specific terminology. AI search understands meaning rather than keywords, best for fuzzy or multi-lingual queries when you can't remember the exact wording. Results are real cards.  Because results appear in your library, you can stay in grid, list or table view, select multiple results (including shift-select), and run bulk ...

... goal: if you want raw eyeballs go Tue-Thu, but for a badge/ranking with a modest following a weekend can punch above its weight. Comment from Sabber Ahamed(@sabber_ahamed): @busmark_w_nika   @abdullah_javaid3  the invitation vs favor framing is the most useful line in this whole thread. i caught myself drafting DMs that were basically upvote asks in a nicer outfit. what actually worked was showing up in threads like this one for weeks with nothing ... ... only to personal story (my coding skills are limited since I am trying to learn coding) :D Comment from Nika(@busmark_w_nika): @dinocorreia  To be honest, for now, I was able to find only one competitor

... Comment from Omri Ben-Shoham(@omri_ben_shoham1): The line about not fully trusting the Reddit ads reporting yet stood out. You already have a sales product that's good at telling whether a company/lead is a real fit versus noise, seems like you could point that same lead-quality logic at your own ad traffic and check whether the people clicking through actually look like real early-stage founders or just cheap/incentivized clicks. You'd trust your own numbers ... ... question to answer as they serve slightly different niches. Overall, there are probably more companies in the world doing b2b sales than there are companies raising VC money at any given point in time, so it's a bit fuzzy

... Thank you! I m planning to add semantic search at some point. I ll let you know when it s ready. Comment from Gal Dayan(@galdayan): @taisei_ide  good answer, exact match is the right tradeoff for v1 - fuzzy search on transcripts usually just adds noise anyway. the snippet-on-match is a nice touch Comment from Taisei(@taisei_ide): @eduard_turea   I updated QuickQuill! Record/Read/Export are now separate permissions in Settings > Agents, and Read ... ... merges the results. When the match comes from the transcript itself, the output includes a snippet of the matching line, so you can tell what kind of match it was. For now, it uses exact word matching rather than fuzzy

... omri_ben_shoham1  Permission systems love neat categories. Reality keeps refusing to cooperate with them. Comment from Omri Ben-Shoham(@omri_ben_shoham1): @Anastasiia the irreversibility angle is the one I'd anchor on too, but it gets fuzzy fast in practice. is force-pushing to a branch irreversible? not exactly, but it can overwrite someone else's work with no easy undo, so it lands in the same bucket even though nothing was deleted. I think the actual ...

... Fuzzy, keyboard-first search for static sites. No backend, no build step, no account drop in one script tag. But the real game changer is the DOM extraction layer. Reef doesn't just search for things, it can act on them. A revolutionary yet simple tool for AI agents to act on websites, and more. Check it out at reef.js.org ...

... Saurabh Dey(@saurabh_dey1): @galdayan  --- Genuinely great question , and the most interesting one here, so let me take both parts straight. On planning: yes, "read the DOM and text of whatever page you land on and flag a fuzzy pattern" is a shape it handles, not just clean plumbing. It scaffolds the right skeleton: a content script that reads the live DOM and text, a local heuristic layer to score for dark patterns (pre-checked inputs, guilt-trip ... ... copy, countdown timers that reset on load), and an inline overlay that surfaces findings before you hit pay. Honest part: the plumbing it nails, but the quality of the fuzzy

... When it comes to AI Memory, everyone's arguing "RAG vs. grep" like it's a religious war. It's not. It's just a cost curve. I've gotten this question so many times that I thought I'd just share my thoughts. So here goes: Vector search wins when your corpus is massive, messy, and unstructured. Thousands of docs, no clean boundaries, meaning matters more than exact words. Filesystem plus grep wins when your corpus is structured ... ... that truth. A fast index for when the haystack gets too big for exact match to keep up. Use either one alone and it breaks down: - Markdown alone stalls at scale and struggles with paraphrasing or fuzzy

... task do i want gone." the need does the filtering. follow who built what, not who recommended what. a recommendation is an opinion, shipped work is evidence. keep the problem sharp, not the tools. if you can turn a fuzzy goal into a spec you can check, the model underneath becomes swappable. that skill outlives every model drop. the messy part is the lesson. failed prompts and dead ends are exactly what polished demos cut, and exactly what teaches ...

... were never going to move. 3. You get squeezed at both ends of the market B2B pricing and deal dynamics are broken at the extremes for opposite reasons. At the top end, large accounts often overpay because attribution is fuzzy and internal buying processes are heavy. Big logos set inflated price anchors that ripple through the rest of the market. At the bottom end, very early or small prospects frequently see only generic, low-quality outreach. They get quoted high ... ... works brilliantly at scale, but for the first 100 customers it's mostly a distraction from direct outreach. Comment from Shreya(@shreya77): The point about both ends of the market being broken resonates hard. Enterprise overpays due to fuzzy

... that's such a good point and honestly something we think about a lot. the peace of mind of knowing your agents are running securely without worrying about infrastructure is hard to put a price on because the alternative isn't just money, it's the hours your team spends babysitting servers instead of building. and you're right about undercharging... most founders price based on what it costs them to build, not what it's worth to the customer ... ... they'll trust you to solve it Comment from Jose Sanchez(@norteapp): The best way to resolve this usually is a narrative with a proper arc. What is Maria problem? How does her live looks like without your product vs

... onto Causo Hub has landed us organic mentions by ChatGPT and Claude, without paying for any AEO / GEO tools :) do things that don't scale folks. Comment from Dawid Baranowski(@dawid_baranowski): @riceroad  definitely agree it's a fuzzy problem. We're working thru it in user interviews:) Comment from Dawid Baranowski(@dawid_baranowski): @will_hickl  Hi Will, thanks so much for this. We've been listening to similar feedback about people wanting more control of how emails ...

... from Artem Fedorovich(@artem_fedorovich): @mesut_temizkan  Mesut this might be the sharpest reframe in the thread. "The thing to keep sharp is framing the problem, not the tools" reframes the whole churn. If you can break a fuzzy goal into a spec you can check, the model underneath becomes swappable, just a faster engine for something you already know how to do. That's why model drops stop feeling like homework, the durable skill sits above the tool ... ... before. The "keep up" pressure is the real enemy. What problem are you building for right now? That usually tells you which tools actually matter. Comment from Debra Salt(@debra_salt): I relate to this a lot. The show vs

... doorbell. It rings the same whether it's a package or a fire. That's basically the gap Pushary fills, same hook idea you've already wired, but the event carries a real handoff (done vs blocked vs

... feed your imported password vault into assistant training or semantic memory.  If you voluntarily put secrets into chat, or a page visibly shows them, that s a different path and we think you should know that. Onboarding copy vs. what ships today Our welcome flow includes an option described as importing  cookies and login data  (saved passwords, stay signed in). We re being transparent here: that screen  records your choices as preferences ;  full automatic migration ... ... testing Oasis: What would  proof  look like to you architecture doc, settings screenshot tour, independent review? Did you import passwords from another browser how did the flow feel? Anything in the table above that still feels fuzzy

... exact line and column. File viewer with syntax highlighting Shiki-powered, theme-aware, opens any file from Explorer or a search hit. Markdown renders. Inline diffs now highlight ranges, not whole lines. Cmd+K palette + Settings as a tab Fuzzy-find any file or action. Settings opens as a regular tab so you can switch back to a terminal without losing your place. Font customization + responsive panels Pick any monospace font installed on your system. Sidebar and Changes panel collapse ...

... week Verso stopped being a collection of tools and became a connected platform. What shipped: Cmd+K universal search one command palette across every tool. Docs, Spreadsheets, Folio, Decks, Forms, Canvas, Process Flows. Full-text search with a fuzzy fallback for short queries. Results grouped by type. Picking a result takes you exactly to the right document, sheet, or slide. Universal Object Model wired end-to-end. Every document type syncs into a shared object layer via Postgres triggers automatically ...

... Annoyance" That Becomes a Feature I built a tool called Cognir because the idea wouldn't let me sleep. I was tired of feeling like a fraud reading "important" things and realizing 48 hours later they were just fuzzy memories. Cognir isn t a note-taking app. It s an attention reclamation engine. It works on a single, uncomfortable principle: Friction is what makes memory work. When you select a sentence that matters, a popup appears and asks: "What ...

... Caner, an AI-powered strategic design partner & product builder from Istanbul. I ve spent the last 15+ years at the intersection of product, design, and business building mobile apps, running a design studio, and helping teams turn fuzzy ideas into real products. Right now I m: Advising teams on product & UX strategy Building my own apps like Portt (AI time-travel photos), (ph launch soon) Running AI workflow & design thinking workshops I m here to discover ...

... layer. It's not a chatbot bolted on top. It reads your live tasks, messages, CRM pipeline, and files before it does anything. Type @AI turn this into a task and it checks team workload, fuzzy-matches relevant files from your vault, assigns the right person, and creates the task all in one call. No prompt engineering. No copy-pasting between tools. Early founding plan is $49/month for 5 seats. The average agency we've talked to was spending $283/month ...

... Harmony? Most tax tools are big, heavy, and expensive. I built Tax Harmony to be a 'Digital Detective.' You don't have to change your accounting software. Just drop your messy PDFs, and let our AI-OCR and Fuzzy Matching logic find the truth in seconds. Your data is mathematically isolated. Privacy isn't a feature; it's our foundation. Can't wait to hear what you think! " @ taxharmony ...

... that changed everything: Companies spend millions on software to manage projects , but almost nothing to help managers actually manage people . In that gap, leadership falls apart. Managers rely on memory. High-stakes conversations vanish into the ether. Expectations get fuzzy three days after a 1:1. I started building the Vertex Suite to solve this. I'm currently refining AspectOS , which acts as a "Leadership OS" to capture real-time moments, prep for 1:1s, and ensure nothing falls through ... ... repetition for founders. Just followed you back, good luck with your launch! Comment from Rian Robertson(@rianbrob): Hey Chris, this is awesome...love the shift from HR/Ops to building a Leadership OS. That people-management gap is so real...fuzzy

... moment you look at a task and freeze. What procrastinators are up against Procrastination usually isn t laziness , it s a coping response to stress, fear of failing, or a task that feels too big and fuzzy. Then the loop hits: you delay, you feel guilty, anxiety spikes, and starting gets even harder. How Focido helps Focido is built around a simple idea: less talking, more gentle nudges, so you actually start and finish, not just collect intentions ...

... Happy customers. Steady growth. What most people don t see: our average deal takes ~60 days to close. Some move faster. Many don t. And that changes how you run GTM entirely. Long sales cycles stretch everything: Forecasting feels fuzzy Pipeline looks slow Follow-ups run for weeks Product, finance, security, legal all get involved Behind every Closed Won there are: Multiple demos Security reviews Custom proposals Legal back-and-forth Internal champions pushing internally Weeks of invisible work ...