... 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 ... ... what each layer is for. Markdown is your source of truth. Portable, human readable, greppable, not locked to one provider. Memory you can actually own and move. Vector search is an accelerant on top of that truth. A fast index

... your bin. The catch? There isn't one. Everything runs locally . We use a CLIP model (open_clip ViT-B-32) to embed sampled frames and your text query into vectors and those vectors live entirely on your device (IndexedDB). Your footage never gets uploaded, stored, or indexed

... buyer might see one strain listed at 300 THB/g in one place and 800 THB/g somewhere else, with very little context on whether either price is fair. So we re rebuilding Cannabox as a community-powered cannabis price index. The basic loop is: 1. A user visits a dispensary 2. They submit a real price from a receipt, menu, shelf tag, product label, or photo 3. Cannabox verifies and organizes the submission 4. Other users can compare prices by city ... ... shop, and product type 5. More buyers and shops contribute, making the index

... lives Saved site logins On your device   Firefox Login Manager (logins.json + crypto keys in your profile) Browsing history & bookmarks On your device   Firefox Places Assistant searchable memory / semantic history On your device   local IndexedDB + on-device embeddings Assistant chat UI state On your device   IndexedDB

... easy to pick up where you left off. Here is how Oasis handles that today. Insight for other users:  When you are  signed in , your assistant conversations are stored  locally in the browser  using  IndexedDB , keyed to your Kahana user on that profile. You can  list past threads ,  open  one to load messages back into the timeline, start a  New chat  for a fresh session (other threads stay on disk ... ... from the  assistant header  (see also our history popover doc for search and recency grouping). Pick a thread to resume, or start  New chat  when you want a clean slate. Important privacy nuance:  Local IndexedDB

... Insight for other users: Guests  can try  limited assistant flows  (good for a quick taste before you commit). Signed-in  users get the full experience:  cloud routing ,  voice transcription ,  chat history in IndexedDB  keyed to your user, and the  plan-aware daily token bar . Typical sign-in moments:  Voice hits a please sign in gate. You reach a usage or billing limit. You want history and quota to follow your ... ... /docs/welcome-back-after-sign-out  |  https://kahana.io/docs/chat-hist... Questions we would love your take on: Try before sign-up How much should guests get without an account before it feels like a crippled demo? Sign-in prompts When should Oasis block vs

... rewrite the system from scratch or watch the system die slowly . The Foundational Problems (Found in about 85% of codebases) The problems were not exotic. They were basic, preventable, and catastrophic. At the database level: 89% had no database indexes. Every request scanned thousands of records . At the infrastructure level: 76% bought 8x the cloud capacity they needed. Average utilization was 13%. Burned $3,000 $15,000 per month on nothing . At the security level: 70% had authentication vulnerabilities that ... ... many have never designed a scalable architecture. It is like being an excellent chef but never having managed a restaurant kitchen during the dinner rush . What I am curious about When did you last look at your database indexes

... full SEO audit on my project today. Found out Google had 39 pages stuck in "Discovered not indexed." What I fixed: Switched profile pages from force-dynamic to ISR caching Converted my AI agent page from client to server component so crawlers can actually see it Added schema markup (BreadcrumbList, Person, Organization, SoftwareApplication) Removed unoptimized images, enabled AVIF/WebP Added an About page for E-E-A-T signals Updated sitemap with all missing pages Resubmitted the sitemap, checked Search Console ... ... down to 2 not-indexed

... year now, and I finally have an early access version ready to share. Slick is a search engine built for speed, privacy, and user control. We never track search queries, location, or user behavior. Since we use our own index and ranking, no tracking slips through proxies. Heres what Slick has to offer: No ads yet. Ads will be added later, but only in ways that do not get in the way of searching. Fast results. The engine is optimized ... ... arXiv. Trusted sources for research and personal experience. Personalized ranking. Upvote, downvote, block, or pin domains to customize results. Custom filters. Pre-built filters for Academic, Entertainment, Shopping, Social, or make your own. Since this is early access, the index

... reason is simple. Reviews have become one of the least trustworthy signals in the app ecosystem. They can be purchased in bulk from services that sell hundreds of five-star ratings overnight. They can be faked with disposable accounts. Competitors can and do leave one-star reviews on rival apps to damage their reputation. For smaller developers without the resources to fight back, this kind of manipulation can be devastating. Public community discussions work differently. When someone recommends ... ... platform. People genuinely want to know who is building the tools they use every day. Instant discovery by search engines and AI When a new app is listed on Brotherstock, our system immediately notifies all major search engines through IndexNow

... Google recently changed its indexing rules: files exceeding 2MB are no longer being indexed

... building OptiSchema Slim : a local-first, open-source AI tool for PostgreSQL performance . I made it because my Postgres tuning workflow kept being reactive and messy, you notice slowness late, stare at EXPLAIN, guess an index, apply it, and only then find out if it helped. I wanted something that stays private (no data egress), but still gives practical guidance. It includes a Health Doctor scan (bloat, unused indexes

... directory here: https://n8nworkflows.world/integ... And the "Hall of Fame" leaderboard here: https://n8nworkflows.world/leade... I'm using Next.js + Supabase. Question for the community: Has anyone else tried this "mass page generation" strategy? Did Google index your pages quickly, or did you get penalized? Would love to hear your feedback on the UX! Comment from Fabijan Bajo(@fbajo): This looks great.. integration-pair angle is smart, thats the long-tail people can't find on the official forums ... ... things that mattered most for me: submitting a clean sitemap in chunks so Google doesn't choke, and making sure each page has at least one genuinely unique element so it doesn't get flagged as thin. Did they index

... added IndexedDB management features into it with Bulk Import/Export facilities as well 2. FREE users will now have more premium features with limited usages 3. Improved the UI and UX as well ...

... founder, I struggled to generate consistent, blended traffic for my own product, so I built a solution for myself, and eventually opened it up to the world. Indexly was first launched in July 2024, upgraded to 2.0 in January 2025, and now we re rolling out Indexly

... only matches exact keywords, messages get buried, and I was missing important signals worth thousands of dollars. The Solution TgRAG uses semantic AI search to solve this: 1. Select channels - Choose any public or private Telegram channels 2. AI indexes - We process every message with vector embeddings 3. Search naturally - Ask questions in plain language, get instant answers with sources Technical Details - Semantic search using vector embeddings - Real-time indexing

... curious about how their recommendations are actually pulled from the web. I'm not an expert, listen to the podcast, but I am actively tackling it so have some tactical learnings. I mainly came across AEO by looking at competitors and researching. I was always surprised that I d search and end up on the home page of a product, not another more credible source - just because they d written a smart blog post about it. See this for "best ... ... Amazon feels about this? So what have I found? Reddit work pays off. All the posts we did around our PH launch are now adding value - previous threads are being referenced by GPT. People are surprised Reddit is so indexed

... PERSONAL DRIVE - A self hosted alternative to google drive. A simple one. Initially I didn't plan to release it in the wild. Features wise you probably won't find anything that "file browser" doesn't do, except maybe fast sort. So if you are happy with that, probably no point fiddling with it. That said, have a look at the demo please. I would love your opinions! Github: https://github.com/gyaaniguy/per... Demo: https://demo.personaldrive.xyz Docker Installation: https://hub.docker.com/repositor... ... ... expiration - Set custom URL - A sharing control panel to pause and delete existing shares - Media player and slideshow: - Play and view images and videos - Preview text and PDF files - Keyboard shortcuts available during slideshow: Left, Right, Escape - Files are indexed

... Product Hunt I m a frontend developer who got tired of guessing why Google wasn't indexing the pages I carefully built. So I created TrackMySitemap , not just another SEO scanner, but a technical SEO Firewall . It protects your website by checking what you think is indexable

... Just launched nfsRambo on Product Hunt a free tool to estimate cloud storage costs (AWS S3, Azure Blob, etc.) based on your data retention strategy. As I optimize its SEO, I ve been digging into alternative webmaster tools beyond the usual suspects (Google/Bing). Here s what I ve tested: Lesser-Known Webmaster Tools Worth Trying Ahrefs Webmaster Tools Free, with backlink data rivaling paid tools. Yandex Webmaster Great for spotting technical issues Google misses. Seznam.cz Essential if you target Czech ... ... focused stats for static sites. Screaming Frog s Free Plan Crawl 500 URLs for technical SEO audits. Question for the Community What obscure tools do you rely on? Any love for Baidu/Naver for Asian markets? How do you monitor indexing

... gamified how startups grow, pitch, and raise Each startup on Unicorns Club now gets a live Unicorn Index a score based on: Growth Team strength Profile completeness Scalability readiness Founders can boost their score by completing and updating their profile and get featured. Startups with the highest scores receive our new Unicorns Choice badge This week s winner: Mockey AI (Unicorn Index

... everyone, I ve noticed some 409 Conflict errors on a few pages of my site, and I m worried about how they might affect SEO. Could frequent 409 errors cause Google to de-index these pages? I was reading up on this topic and came across a blog that explains how to fix these errors. While it outlines some solutions, I m still unsure about how these fixes relate to indexing