... flashy AI, more on reducing real operational chaos: drift, oversells, broken handoffs, and spreadsheet gymnastics. I m here to learn from operators, share what I m seeing in multichannel workflows, and contribute where I can on product/ops topics. If you run

... content creators that learns their voice and context over time. The memory layer is critical. It's what makes the AI actually useful after the first conversation. Our first approach seemed sound: store memories as small facts, embed them, run semantic search against user queries, pass top matches to an LLM for relevance filtering. It worked good, but not great. Here's why: Problem 1: Facts don't embed well "User streams on Tuesdays" or "Audience is mostly Brazilian ... ... itself was lossy. The rebuild: enrich and expand, don't reduce and replace Now, for every piece of content (tweet, conversation, document), we extract structured metadata: Entities are the named nouns involved Tags are useful keywords Categories are general topics

... actually about, and make it searchable so people can dig for what they want. What s live right now: Continuous collection of public Grok-generated images Topic-based tags (NSFW, politics, crypto, anime, celebrity, etc.) Filtering, sorting, and basic attribution No login, just browse The tagging system is currently running

... News in the tech world gets old quickly. It's no longer relevant in 10 minutes. What helps you quickly navigate the world of AI? I caught the latest news about AI from: trend topics in the Bluesky or X feed . (Eg. Amazon Layoffs ) or from Product Hunt forums ( @fmerian posted today about OpenAI just acqui-hire Cline ) or larger media , such as TechCrunch The Information Wired Yesterday discovered this AI subreddit   Codex HackerNews What other sources would ... ... have the whole list, you are awesome! Thank you! :) Comment from Brad Shannon(@bradshannon): @aima  Thanks! I built it with a few AI tools (Claude Code/Web, Codex, Gemini) and it is 100% hosted and runs

... know this topic has been here a million times (and people will still ask me a few more times after that). I personally see advantages in both cases, but maybe one more advantage when it comes to launching during the week. Very briefly: Launching during the week  strongest days (Tue, Wed, Thurs) More people see your product (but higher competition) Higher traffic to your page if you are featured Launching during the weekend Sat, Sun Higher chance of getting ... ... also exposing your product to a wider audience. You can get "just" a badge during the weekend, and the publicity won't be as much. Yes, it's arguable that the badge works as a trustbuilder in the long run

... feeling nails it. The problem isn t picking work back up, it s reloading why things are the way they are weeks later. Without decision history and constraints, AI (and humans) end up re-discovering instead of iterating. Long-running projects need continuity of thinking, not just code. Comment from Mihir Kanzariya(@mihir_kanzariya): @chaw_chan_jee  Exactly once context is explicit and versioned, AI stops being a reset button and starts being a real collaborator. Comment from Mihir ... ... real problem shows up: deciding what the AI needs to see again. Purpose and platform are perfect examples, they aren t files, but they quietly constrain every decision. If the AI forgets why the project exists or where it runs

... based on Google s Gemini models and cloud technology. According to the joint statement , these models will help power upcoming Apple Intelligence features, including a more personalized Siri, expected later this year. Apple emphasized that inference will continue to run on-device and via Private Cloud Compute, maintaining its stated privacy standards. What s interesting here is the framing : Apple says that after careful evaluation, it concluded Google s AI provides the most capable foundation for its future models. That ... ... that Google strongest historical partner is Android. Yet Apple is choosing Google as AI partner. Feels less ideological and more pragmatic. Curious how others read this, happy to follow and engage with others who are interested in similar topics

... future-proofed Gradually reduce my responsibilities in my company Make myself replaceable so my company can run independently More freedom, less daily operational work Personal goals Full focus on my Nusa Ceningan resort dream Shift from tech-driven to pleasure-driven life Enrich my social circle with inspiring, interesting people Enjoy more, worry less, stay healthy Comment from Tetiana(@tetianai): Great topic

... content engine for founders who'd rather be focused on shipping product than writing blogs. What it does: Researches and queues topics for you Drafts content optimized for Google + LLM citations Publishes to your CMS Tracks rankings and performance Recommends what to create next You approve (and edit collaboratively with your team if you'd like). It runs

... they track churn, but very few actually understand why users leave in a structured, actionable way. so, I built a small MVP called Churnalysis to test the idea. The concept is simple: collect cancellation feedback in a structured way run short AI-powered exit interviews analyze patterns instead of reading random comments or spreadsheets Right now this is nearly-finished - I m not selling anything yet. I m trying to validate: whether this is a real problem for founders / SaaS ... ... some learnings you've seen out there with how teams solve for churn? We built firstdistro.com - helps B2B companies predict customers looking to churn and quickly help teams prevent them. Would love to chat some more on this topic

... subreddits & users There's a deep-dive mode that shows posting frequency, popular topics, best times to post. I use this before deciding if a community is worth my time. AI replies If I'm lazy, I can have it draft a reply for me. I still edit it, but it saves me from staring at a blank text box. The whole thing runs

... done. If a developer can clearly see how your developer experience can help their workflow then using your product becomes an obvious choice. Run launch weeks to maximize compound effect. Once every 3-4 months, Supabase spends a week announcing a new feature every day. @antwilson wrote a in-depth story on the topic

... software firms like Zoho and Animaker, I began an exciting journey in freelancing. These days I mostly write or ghostwrite, I also have hands-on experience with SEO research. That means I can do keyword research, create topic clusters, map these topics

... Keep in touch! -Ryan Comment from Adit Gupta(@aditgupta): @rvalenzjetti  Thank you Ryan! Really appreciate the kind words! Love hearing that IA is a hot topic for your team. That's exactly the problem space TypMo is trying to tackle. Would be curious to hear more about the specific challenges your team runs

... question that connects those dots: How do we actually make money - in a way that lets this become a self-sustaining business? If you re building in AI, that question is... not easy. I've been thinking about this topic a lot for Ting. I've seen pricing through a lot of angles in my career. At adidas (perceived innovation, even just more logos on item), Yeezy and drops more for hype and scarcity, and at TikTok and Snapchat ... ... with AI, the greatest technology the world has ever seen, I predict the return of three pricing structures which are just so, inherently, human. And that, kinda, makes sense I've written a more in-depth Substack on the topic

... Captures It receives conversations between your users and your AI via an OpenAI-compatible chat completions API. 2. Extracts It uses LLM analysis to extract structured traits (like expertise level, tone preference, interests) and important memories (events, milestones, recurring topics) from those interactions, and associates them with a user profile. 3. Injects For every future request tagged with the same profile ID, it injects a system message that includes a short profile summary, typed traits, and a small ... ... transparency Memory and profiles are sensitive. If you re going to let an external service sit in the middle of all your LLM traffic, you need to know what it does. With GetProfile, you can read the code, run

... turning themselves into AI to scale their content production. Comment from Abdul Rehman(@abod_rehman): Interesting topic, I feel AI avatars could scale marketing, but authenticity might take a hit Comment from Nika(@busmark_w_nika): @norteapp  But maybe recognition through some non-human looking creature. Mascot. Comment from Nika(@busmark_w_nika): @heyitsirenechan  Do you have social media accounts running

... engagement or topic. Email notifications for sponsors and creators. XCent aims to make the creator economy accessible for everyone, not just the verified few. See it live: https://xcent.site Comment from Esther George(@george_esther): The site isn't working. It keeps saying 'registration failed.' Comment from Shrawan (@shrawan_wandhekar): @george_esther  Thanks for checking it out! The site was briefly down earlier today due to a Render server restart, but it s resolved now and running

... only for a limited time, for 1 to 2 hours a day. Of course, it's also important to talk a lot with the children and adolescents about what they see there. Comment from Aleksandar Blazhev(@byalexai): Interesting topic, Nika! You hold a very similar position to ours on this. As still relatively young parents (our little one turned one just two weeks ago), there s still some time before we reach the stage you re talking about ... ... Comment from Ansh Deb(@ansh_deb): @busmark_w_nika  Yeah for sure, and then there's my other nephew who is like a pain in the butt. I have never seen him stuck on a phone, he just runs

... asking Can we make agents faster, cheaper, and lighter without cutting corners on reliability? That question led us down the path of Rust, concurrency, and smarter orchestration. But I m curious What s the biggest invisible inefficiency you ve run into with AI systems? - Is it compute waste, model overcalls, messy retries, or data bloat? Let s compare notes. Because in the race to make AI powerful, efficiency might be the real innovation. Musa Comment from Ercan Throner(@ercan_throner ... ... layers into GraphBit to help control exactly that. You can peek under the hood here: github.com/InfinitiBit/graphbit Comment from Musa Molla(@musa_molla): @cerwindcharlie   @ilaiszp  Totally, Ilai. Running

... current product we gonna launch is Ai context flow Comment from Michael(@lattecino): I'm in the cafe discovery space. My plan is to test short videos across all the major platforms (LinkedIn, Reddit, YouTube, X, Instagram, TikTok) and run ads to see what actually converts. I'll let the data tell me which videos, headlines, and channels work best instead of guessing. It's going to be trial and error, but that's the only way to know where ... ... from Nika(@busmark_w_nika): @dzaitzow  Reddit is the place where people go for advice, so people trust people there. But dunno how often people click on your profile and links. I think it is better for discussing topics

... community: Did you ever have to rebuild your MVP from scratch? If so, what did it cost you in time, money, and momentum? For context, I run DevVoid.org where I partner with founders on scalable builds. Always open to chat if this resonates. Comment from Jason Gelsomino(@jason_gelsomino): Agree 100%, great discussion topic

... AI dev tools are evolving crazy fast , every few weeks there s a new must-try for vibe coders. Some ...

... Kitty(@ghost-kitty-9100086): Comment Deleted Comment from Simon Wilhelm(@simon_wilhelm): Hey @koshima_satija we are also launching our own first SaaS later this month and are pretty unsure how we should price. We will have different agents running for the user. I am now writing my Finance Thesis about this as well. Could you share the insights you got so far? I am currently also trying to talk to someone from paid Comment from Harley Allaby(@harleyallaby): usage ... ... kitty-8857325): Comment Deleted Comment from Ghost Kitty(@ghost-kitty-8847675): Comment Deleted Comment from Ghost Kitty(@ghost-kitty-8806739): Comment Deleted Comment from Ghost Kitty(@ghost-kitty-8806582): Comment Deleted Comment from Laura Cruickshanks(@laura_cruickshanks): Love this topic

... Moon was more than 50 years ago? (And above all, I feel like we still can t solve basic problems on Earth, let alone expand into space.) I believe several people here might be interested in this kind of topic, at the very least, @konrad_sx Comment from Kevin Rocha Islas(@kevin_rocha_islas): I d love to imagine we re close to terraforming and then living on Mars, but realistically speaking we re still decades away from that reality ... ... growing, but I'm not sure the lack of space is the real issue. If you open a map, there's plenty of uninhabited land on Earth. The reason we don't live there is'n because we've run