... built a multi-agent orchestration system and turned the dev exhaust (tests, Git commits, CLI docs) into a free ebook. It s not theory: it documents the architecture, failures, refactors and ops decisions that made it production-ready. 5 lessons that actually moved the needle 1. Architecture > prompts. The wins came from memory, quality gates, orchestration, and service layers not better prompts . 2. Hire teams dynamically. A Recruiter AI assembles the right agent team per goal/domain; hard-coding roles ... ... performance beyond it works on dev . 5. Load reveals truth. A load-testing shock forced pragmatic quality thresholds and better prioritization systems get smarter under stress. Questions for the community How are you deciding when to use structured vs

... Missed landing page-specific issues (underkill) Cost $200/month for features I didn't need (budget kill) As a maker, I needed something different: Fast (results in seconds, not hours) Focused (landing pages, not entire websites) Actionable (clear fixes, not theory) Affordable (maker-friendly pricing) Building BestLanding I spent 3 months building the audit tool I wish I had. Here's what makes it different: 10-second complete audit (vs

... measure. I often hear from CEOs that the answer lies in having a clear plan: what you ll do with the time you save, how to use AI s output, and what processes support it. Sounds good in theory. But in practice? With all the notifications, content streams, and the constant pressure to look busy it s incredibly hard. What do you think: are we actually gaining time with AI, or just losing it in new ways? Comment from Harold ... ... time. Somehow, that time is either spent learning how to use AI or it gets redirected to activities that are actually just time-wasters. Comment from Ran(@a11yexpert): Oh, nice question! My take on this matter is that in theory

... thought this was worth sharing. We somewhat joked about always-on AI and how the IRS picks you up because of something your coworker said 4 years ago at a BBQ. Turns out maybe not that funny? Theo (T3) released something called SnitchBench , a benchmark testing how likely large language models are to report illegal activity when given tools like email or CLI access and told to act in the interest of public welfare. Claude 4 Opus contacted authorities ... ... chance to see if there is anything about being reported to the authorities from the LLM's parent company's ToS or Policies? If not, I feel like there's some sort of violation there as in theory

... first impression of the actual device was that the plastic finish felt a little underwhelming, especially if you re used to the polish of Apple or Nothing devices. This made me want to hide the device vs show it off. That s really the only complaint. The weight and comfort is fine and it was actually light enough that I often forgot that I was wearing it. Aside from the plastic casing, the status light shines through ... ... actionables (like this review!), it truly did add to my life. It also didn t hallucinate, like at all. So while the context focus could be better, the details and information it provided was pleasantly accurate. Comparisons & Alternatives

... workflow look like when you're aiming for significant results, not just task completion? What hurdles are you encountering, and what strategies are working best for deep integration? Looking forward to hearing your experiences! Comment from Sebastian Hemetsberger(@shemetsberger): @theo_l  great to hear that i will! a mix of gpt and gemini. and for coding I am using cursor :) anything you would recommend? Comment from Theo

... PubChem API. The app helps users: Search for compound info using name or molecular structure Balance chemical equations Explore organic reactions, and more (all offline-friendly!) Why I built it: I wanted to create something that bridges chemistry theory with practical tools. As someone who studies chemistry and codes in Flutter, this was a fun way to combine both worlds. How I built it: Flutter (for UI) Firebase (for storage and user data) GetX (state management) PubChem API (for compound ... ... data) JSON-based local chemical database mainly for periodic table Would love your input on: Ways to make chemistry more fun and accessible on mobile Thoughts on offline tools vs

... deeper and how to look for information, how to apply approaches. This in personal business is just a plus Comment from Konrad S.(@konrad_sx): @busmark_w_nika  Would be possible. But I think the theoretical things I learnt at university made it easier to see the solution. I think when you just have something like a master in software engineering you'll have learnt much about specific languages and frameworks but not so much how to solve complex ... ... thank you for the contribution. My point of view is, that if people would graduate backwards (like first starting with business) and then earn university degree, they would be more successful at studying (because many times university students learn theoretical

... Week and even not possible to get the Product of the Month. Comment from Nika(@busmark_w_nika): I know about that self-promo section, but have never used it to be honest. Comment from Nika(@busmark_w_nika): @theonebroker  If your tool is valuable to someone, it can earn money without being featured. I found this way some tools and paid for them :) Because I needed them for my work back then. Comment from Nika(@busmark_w_nika ... ... theonebroker

... sensitive. Comment from Indu Thangamuthu(@indu_thangamuthu): Singapore is a as far as I have known. They too had no problem paying as long as you meet their terms and policies and expectations. Comment from Nika(@busmark_w_nika): @theonebroker  aaa, I am glad you mentioned that. I almost forgot that this is like their tradition. I observed it in brick-mortar shops, and totally didn't take it into account offline :) Comment from Kirill Golubovskiy(@kirill_golubovskiy): @theonebroker

... first. Some succeed, but many end up realizing too late that there s little demand for their product. So, I m curious - how do you validate your business ideas before diving into development? Do you: Conduct market research and competitor analysis? Build a landing page and run ads to gauge interest? Interview potential users to understand their pain points? Launch an MVP and iterate based on feedback? Or do you use other methods? If yes, what are they ... ... experiences - what has worked (or not worked) for you? Let s discuss! Comment from Tomina Veronika(@tomina_veronika): Honestly? Sometimes I just build a super basic MVP and launch fast. I get better feedback from real users than from theoretical

... human. Lately, I ve been thinking about how bad design makes good ideas fail whether it s: Mental health apps that feel like data-entry chores. Productivity tools that make people feel less productive. Workflows that look great in theory but break in real life. I love digging into why things feel off and figuring out how to fix them. If you re working on something that needs better UX thinking, let s chat! Curious: What ...

... heard a lot of people say the AI in Tana is amazing. Can anyone share examples of how you're using it? Specifically curious if Tana pros like @evielync @r_j_nestor @theodore10 can chime in with examples. I'm specifically interested how it can replace something like Claude/ChatGPT projects. Comment from Andrew Altshuler(@andrew_pkm): Hey Steve From my perspective: Tana AI is a tool in my toolkit rather than ChatGPT replacement. I use a lot of different ...

... through online and offline meetups, organize events and contests to participate in and win prizes, conduct workshops to learn and upskill, share opportunities to showcase your creations, and much more. Welcome to your tribe. Connect, Create, and Collaborate! Follow @theoutsidershq_ on Instagram and stay tuned for all updates. Comment from Zubair Collier(@zubair_collier): This sounds amazing! Balancing work and passion is tough I'd love to learn more ...

... Medium businesses: 10-20 is optimal Enterprise: 15-30 (spread across categories) The real game-changer? We found that businesses using fewer, more focused seed keywords often outperform those targeting 50+ keywords. What makes this different: Real data, not theory Practical examples from various industries Step-by-step implementation guide Tools and techniques you can use today I've documented the complete process here: https://blog.gracker.ai/what-are... Would love to hear: How many seed keywords are you currently targeting ...

... learnings: 1. Niche down 2. Treat your Twitter profile like a product 3. Create a content matrix 4. Mix professional and personal 5. Don't spam with your product 6. Focus on your experience, not on the theory 7. Don't be a copycat 8. Connect with people 9. Be kind 10. Experiment a lot What would ...

... Twitter in 4 months. Here're 15 one-sentence tips: 0-100 followers 1. Use DM to find like-minded people. 2. Treat your Twitter account like a product: set up a value proposition, tone of voice, and "competitor analysis." 3. Set daily targets on posts and replies (ex. 3 posts, 30 replies). 100-1000 followers 4. Make weekly content planning. 5. Experiment a lot. 6. Get inspired by new Tweet formats from influencers. 7. Re-use content: 1 thread ... ... help ) 1000+ followers 10. If you want a loyal and active audience, respond to comments (not only with GIFs haha). 11. Be a human, with all this AI flex, people want more life content. 12. Don't post just theory

... Founders find creative ways to grow and often they are not found in theory. So what are some tips you can offer to this community ...

... start with one. Hopefully we can build a collection of actionable tips that we could start doing TODAY. So, no theoretical discussions e.g. whether going for a walk is a good thing. Also, please provide a reason for your tip. So, here's mine that I've started doing At the end of the working hours - Pack your laptop in your backpack. Don't just close the lid. Unplug any dongle, cable, everything. Next morning setup everything for your work ...