... place of a fast one, and a slow one can still be noticed while it is happening. Where that leaves us is worse than unsolved. A policy row carries a tool pattern, a timeout, a timeout action, a delivery mode and a repo scope. Every field describes a single call, so there is no way to write your rule down at all. Meanwhile the tool actions we receive land with a session id and a timestamp, indexed on site plus ... ... Claude Code for most of what I build, and these go through it. The drafts are mine though: my thinking, my call, and nothing goes out that I haven't read line by line. Which is on topic

... positive impact. But since we re building in Yerevan right now, it might still help, just probably not as much. That s just my guess, though... Comment from Adana Marukhyan(@adana): @byalexai  It really makes sense! Speed and delivery are definitely deciding factors here. Also, maybe there s a need to expand the platforms to cover more communities. Comment from Adana Marukhyan(@adana): @byalexai  Oh, thanks a lot for this valuable comment! Copy pasting it to my notes ... ... that is now where the whole game is. My advice for 2026 and 2027: pick the channel where AI removes your bottleneck rather than the one that is fashionable, then spend the time you saved on choosing the topics

... lifecycle of the product. We're starting with Shopify and eCommerce brands where we're capturing consumers' feedback to find these initial issues. We're then extending the number of connectors to other categories, like ticketing systems (Zendesk), delivery services (UPS, FedEx), and public reviews (Google and Amazon reviews). Comment from Austin Buhl(@austinbuhl): @anna_ludwinowski Those are the problems I believe Salestrics solves. For most startups, work is fragmented across half a dozen tools CRM, chat, meetings, docs, email ... ... genuine problem, but it's one people have quietly learned to live with. The ones that sell name a pain, something the buyer is already losing time, money or sleep over. I've spent 25+ years on major infrastructure delivery

... budget to accommodate them. It evaluates the site based on three factors: Perceived Inventory: The total volume of URLs Google believes exist versus what it actually deems useful. Demand: How much users and Google actually care about the topics you are publishing. URL and Domain Popularity: The baseline authority your site possesses to justify the processing cost. If you flood your site with thin or repetitive AI-generated pages, Google quickly realizes the demand and popularity do not justify ... ... process. Google's systems are designed to detect low-effort automation: keyword-swapping, direct AI translation without localization, and content that merely summarizes existing search results without offering new information. The broader context: Cloudflare is forcing the issue. Content delivery

... Curio -- a website chatbot you install with one line of code. It crawls your site, grounds every answer in your actual content, and cites its sources with deep links to the exact section. Two modes out of the box: topic Q&A and support. Mascot's a hippo named Hugo. Who it's for: Small teams and solo operators who want a genuinely smart chatbot on their site but don't have the time (or the budget) for enterprise ... ... friends. Both users swipe through meals independently, and the app only alerts them when they both like the same thing. No more endless, frustrating debates. Who it's for: Couples, roommates, and friends who spend more time scrolling through delivery

... Linkedin profile building :) There are many more but I highly rely on these 5. Comment from Mitch O(@divine_comedian): oh that's easy: - Claude - Claude - Claude - Claude - Claude Comment from S M(@s_m71): Like it, good topic. Mine are mostly AI orientated 1 - Gmail - plus all the ancillary apps that come with workspace 2 - verkko.ai - very cool, connects to all my apps, meetings and data and creates automations 3 - slack - think I will also be a big user ... ... makhija): These 3: Claude code, ChatGPT, and cursor. Tbh can't live without them Comment from Web Vision Expert(@web_vision_expert): As an agency founder and SEO specialist, my day revolves around technical performance, content optimization, and client delivery

... question first, since it's the real one: the ping itself is near-instant, the agent hits a blocked state and the push is out in a second or two, that part's easy. The actual constraint isn't delivery speed, it's the agent's timeout window, and the honest answer is that "before it times out" only works if the agent is configured to wait indefinitely on a blocked approval rather than auto-proceeding or failing after ... ... found a clean signal for the blocked case. Comment from Aadil Ghani(@aadilghani): @ariajinling   "Separate the state from the delivery

... shehzad  Thank you, gonna have a look at the web :) Comment from Nika(@busmark_w_nika): @rnagulapalle  you are pretty productive too. love that vibe. Regarding client... I mean, it was great for earning money, but the topic / industry wasn't really "mine" :D Comment from Md Khayruzzaman(@md_khayruzzaman): I love the quarterly approach. Three months is long enough to make meaningful progress but short enough to adjust before an entire year slips by. One thing that ... ... still learning it (this community's been a crash course). Started putting our method out as writing one article down, now the discipline of holding a cadence. Personal Kept the boring habits. 25+ years in project delivery

... make changes, run tests, and bring the work back for human review). That is a very different behavior. The article gives Cisco as an example. They used Codex for a big part of their AI Defense platform and reduced delivery time from several quarters to a few weeks. The AI agent trend is real. But I also think this is where many products will get it wrong. Not every workflow needs an agent. Some tasks need a simple assistant. Some ... ... write and edit text and decks with you, or a proper agent checking stats, managing bids on ads, calling out sites that are down, or taking notes for you. Comment from Daniel Nwankwo(@daniel_nwankwo): A very important topic

... politician or based on your country we send topic-based notifications (basically broadcast to a group). Easy. But now I m building notifications for comment replies Which means: they have to be user-specific. And suddenly everything gets interesting. Tokens: rotate all the time are tied to a device, not a user (so login/logout matters) expire if not used and if you don t clean them up they hurt your delivery

... politician or based on your country we send topic-based notifications (basically broadcast to a group). Easy. But now I m building notifications for comment replies Which means: they have to be user-specific. And suddenly everything gets interesting. Tokens: rotate all the time are tied to a device, not a user (so login/logout matters) expire if not used and if you don t clean them up they hurt your delivery

... without requiring users to scroll through debates, comments, or tangential replies. Instead of dynamic databases and constantly changing threads, Qeeebo uses static pages generated ahead of time. These pages are organized around individual questions, grouped by topic, and delivered through a global content delivery

... heavy users. The live product is at lucidextractor.liceron.in if you want to see it. Happy to do a quick call to walk through the architecture for your research! Comment from Chris Conlee(@conleec): This is a great research topic, Ryan. As a solo founder launching PictaBase today, I can tell you that for a "pro-sumer" tool, the stack isn't just about what's easy it's about what's provable and sustainable . I built PictaBase ... ... Auth's Stripe integration. We don't maintain payment state machines ourselves. Auth & reach Resend. Passwordless login: 6-digit code to your email. Welcome emails and i18n mail go through Resend, one API call into our auth hooks. Delivery

... where we're headed with GitScrum MCP Server (literally why we built it). AI-Native Agencies is the sleeper hit. Agencies are drowning in client work, and autonomous agents could flip the whole model less burnout, better margins, faster delivery. What I'd add: AI-native dev tools that talk to your entire stack not just code, but PM, CRM, time tracking, all through one protocol. MCP is early proof of concept. Not applying yet, but watching closely What about ... ... their biggest revenue source and agencies charge them 25%+ . Building an AI talent management agency to solve for this. Making users money already! https://usesnippet.app Comment from Nika(@busmark_w_nika): @nikhilshahane  Just out of curiosity, which topics

... broke, what worked, what surprised me. I ll also flip a take I saw this week (softly). And reuse a hit with a fresh twist. Comment from Nika(@busmark_w_nika): @tetianai  Try to filter the most successful topic here and build on that. Maybe some of them can be approved. Comment from AlexlA(@alex_la0): Great tips, @busmark_w_nika ! I'm new here and have been thinking a lot about balancing AI and real value. My logic ... ... with my plain text. Comment from AlexlA(@alex_la0): @busmark_w_nika  I totally agreed that. What truly matters is the content itself that's where differentiation lies. Creativity and authenticity are paramount; AI accelerates the creation and delivery

... tangible and easier to grasp. After Class: Where Learning Continues Here's where the magic happens. After each lesson, the teacher shares the whiteboard with her students. Each student can: Clone their own version of the classroom whiteboard Explore topics at their own pace in a personal knowledge space Generate detailed content for subtopics that interest them Create related questions and explore connections Continue learning with their "AI teacher" long after the bell rings Why AIFlow Mindmap Works: Key Benefits ... ... different learning styles, making complex information accessible to visual, logical, and verbal learners alike. The Teacher's Role Evolution: From Lecturer to Knowledge Architect This case study reveals an important shift in the teaching profession. As AI handles knowledge delivery

... noticed a common theme: once an episode goes live, it s hard to know what really worked. So we started asking questions like: How do you get editorial feedback on tone, pacing, or guest delivery? What helps you figure out which segments or topics

... from Aleksandar Blazhev(@byalexai): @d_ferencha  yep, probably better than just reducing a day Comment from Ramesh Kumar Ramachandran(@rameshkumar_astravue): Interesting topic. Is this being piloted across all industries or just a few verticals? I believe a 5 8 schedule is a good balance. Before running my own startup, I managed support and delivery

... Constantly making every choice alone can be exhausting. No Work-Life Balance Work easily bleeds into personal time. Self-Doubt No external validation can lead to imposter syndrome. Inconsistent Income Financial unpredictability adds pressure. Limited Time Juggling admin, marketing, delivery, and growth solo. Lack of Accountability Staying disciplined without external deadlines is tough. Burnout Risk Hustling nonstop without backup leads to fatigue. Wearing Too Many Hats Doing everything from CEO to customer support. Scaling Alone Growth becomes overwhelming without ... ... What's the best part of being a solo-founder..." the next time to give some positive vibes haha. Comment from Andrea Liao(@andrea_liao1014): @busmark_w_nika  Loneliness has been mentioned for the most times for this topics

... genuinely part of this community, not just launching and leaving. A quick intro about me: I m 38, with 15 years of experience in startups. My focus has been on growth. I ve worked in ride-hailing, fintech, food delivery, etc. I ve helped scale companies from zero to over $100M in value, including a few unicorns (mostly local markets). Now, I want to learn more about how to launch globally and I m here to learn from ... ... here. During the nearly three years I ve been active there, I ve tried countless products and provided extensive feedback to help people improve their products, offering insights, pointing out bugs, and more. Every day, I ve posted discussion topics

... Updates' folder rather than 'Promotions'. Examples include PH's newsletter, The Atlantic, HubSpot, PostHog, Daily Brew, The Information, Lenny's Newsletter, OSRS . But these aren't like, show-stopping emails or anything. Just reasonably well done and focused on topics I already care about. And given your industry and how important your content could be to someone, I can definitely see that being pretty impactful. So I guess four suggestions: 1) don't overlook email deliverability as it can gatekeep ... ... group of people who could benefit from that value, then it is a good time to think about a roundup piece like a newsletter. 3) AI is a tool that should save time on the execution of this value delivery

... someone else. Just be yourself on stage. I hope someone will find this useful. Comment from Adam Martelletti(@adam_martelletti): @kaustubhkatdare  Fully agree, especially point 5: be yourself. I ve been told to add more energy to my delivery, but when I try, I just speed up and lose clarity. I mistake energy for pace. English is my first language, and I still mumble and mispronounce words. But like you said, most people don t notice unless you make ... ... first couple of talks, the worst nerves started to fade Comment from Manu Goel(@manu_goel2): After I went on stage for the first time (during school), the fear was gone. What I ensure is that I know the topic

... used Clueso, curious how it's helped!) Comment from Shravan Rathish(@shravan_rathish): @arun_tamang  Yes, we have a feature called Cuts that automatically splits longer videos (over 10 minutes) into bite-sized clips based on topics. However, this feature is currently available only to users on our Enterprise plan Comment from Arun Tamang(@arun_tamang): @shravan_rathish  Got it, that makes sense. Cuts is the feature that I was exactly looking for. Will keep exploring the current ... ... Thanks for creating space for this convo. Loving what Clueso is building keep going strong Comment from Shravan Rathish(@shravan_rathish): @gapostolov  You should try out Clueso . You don't have to worry about the script or proper delivery

... other tools are the self learning, read-through module type deals (which I've found to be immensely boring and hard to follow along with as a new hire), while my content is more so meant for the traditional classroom delivery environment. So my question is: have any of you seen the need for a classroom-environment tool like mine in corporate L&D/Training? I haven't been in any companies that teach their employees in a classroom-like setting ... ... that level of risk something you've considered? Could you partner with another vendor (like Vanta - not affiliated) for taking care of more sensitive L&D gruntwork while your core application handled L&D for the "sexier" topics

... like "Read It Later", export multiple as one EPUB Cross-platform - iOS and Mac with iCloud sync Built-in browser - Access login-required content Kindle delivery - Direct email with dedicated server Share Extension - Save articles from other apps What it does: Transform cluttered web articles into clean EPUB files. Save to library, organize by topic