... What's worked for us is making the source non-optional and comparable: the answer carries which governed definition it used, and we only escalate on a mismatch against the canonical one, not on every answer (or reviewers tune it out, exactly like you said). The uncomfortable part that maps to your thread: the human is the worst judge of blast radius, and the reviewer is the worst judge of grounding both for the same reason, they ... ... 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

... notes, a recording, a screenshot, a question, or a topic, and turn it into the format they need. Underneath that, the system is meant to learn from behavior: which explanations work, where difficulty should move, when a visual or interactive question would help, and what should be revisited next. We are also training the Metis model family from scratch specifically for Lernex rather than fine-tuning

... exactly what drains cognitive energy without you even realizing it. Intercepting the tool-use event before execution and routing it straight to mobile is a brilliant way to handle the round trip in just a few seconds. Staying tuned for the hook architecture details this week. Definitely checking out pushary.com/ai-coding. Good luck with the upcoming launch! Comment from Tehreem Fatima(@tehreem_fatima5): @aadilghani Exactly, Aadil! 'Doing two things badly' is the perfect way to put it. Looking forward ... ... else. That's the seam Pushary's after, same gating idea but the policy is portable and cross-tool, so "auto-allow these, page me for those" is a saved thing you tune

... other services. Partnered with Bombora for high quality buying intent data and Prospeo / Hunters etc for B2B data. Agents generate the base line company profile and ICP along with Intent topics, users may edit / create new to fine tune

... want to be able to ask, Show me everything I ve written about X, even if those notes were created years apart and include ideas, calculations, drafts, or tasks. Sometimes the time or project context matters too but the topic is usually my starting point. Comment from Pranay(@pranay19): To be honest i have tried various notes one thing frustates me is different formatting across devices ! Comment from Amjadkhan Pathan(@amjadkhan_pathan): I struggled the same way and found CODE ... ... trust it, and trust means it never sends or reschedules anything without you. So safe stuff runs on one click, anything touching other people or your calendar stops and asks first. And it is yours to tune

... positioning to make that the first thing people see. Comment from Sajid Javid(@sajid_javid): Love this format, Nolan, thanks for kicking it off. What I'm building: IntelliResearch, an all in one AI research assistant. You type a topic once and a dozen agents run in parallel: papers across six databases, then a literature review synthesized only from those papers (every claim cited, not hallucinated), plus a comparison table, research gaps, datasets, code, patents, conferences, and grants ... ... hardest part I'm solving right now: Low-latency native voice with proper echo cancellation, built in Rust on top of Tauri. Getting that audio engine feeling as snappy and reliable as Discord's took way more tuning

... Wallie learn from gameplay over time, like remembering places, goals, or building styles instead of starting fresh every time. Comment from Yelkhan (@alrady): @freya24  That's the dream There's already a cross-session memory layer (it remembers topics, regulars, running threads). But structured gameplay memory "my base is here, my goal is diamonds, my build style" is exactly the next step. Persistent goals + spatial memory = feels like a real player. Roadmap'd Comment from Yelkhan (@alrady): @lucas_cook2 ... ... before the full reply is even done so audio starts ASAP instead of waiting on the whole response. Sentences are pipelined: while sentence 1 is playing, sentence 2's TTS is already being synthesized in parallel. TTS is tuned

... readers Comment from Stoyan Minchev(@stoyan_minchev): I don't. search for methods. As long as the content can genuinely make me better, smarter, does not really matter how it is created. Sometimes people use AI just to fine-tune the text, search for error, suggest better style. This does not mean that the thoughts written are of the AI itself. Some people have nice ideas and thoughts, but can't express themselves in English, should we really not learn ... ... messiness, it s definitely synthetic! Do you find yourself checking for warped hands and hair first, or have the models finally mastered the "five-finger" challenge in your feed? Comment from Abdul-Hafiz Aderemi(@hafiz_aderemi): This is a topic

... where i also started working on "Global Memory Architecture" for this and this is going to be very essential. Now let's say if any micro lab or a team of small developers built any model or fine tuned any model that outperforms these big models at any specific tasks, and if in future we allow these people hosting their models on our platform and if chats with their model are ranking on the feed or the model is ranking ... ... models and AI agents together. Comment from MAHENDRA BENIWAL(@mahendra_beniwal): @sai_tharun_kakirala  yeah... Comment from MAHENDRA BENIWAL(@mahendra_beniwal): @blakeskrable  Exactly... and one more thing i would say that sometimes you don't get enough topics

... 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 ... ... have anyone they can really talk to without judgment, and Murror tries to be that space. Stack is React Native for mobile, Node/Express on the backend, PostgreSQL, and we're using a mix of Claude and some fine-tuned

... indirect relationships between ideas. Node coloring: Automatically color-code nodes by tags. Hover for tooltips showing topics, customize colors in settings. Multi-select & bulk actions: Hold Cmd/Ctrl and click to select multiple nodes, then perform bulk operations like deletion. Graph presets: Save filter settings, color schemes, and layouts as named presets. Switch instantly between different views of your knowledge. Graph settings: Fine-tune

... started turning my personal habits into a checklist to build discipline and make these habits non-negotiable over time. Here s mine: 15 minutes of meditation Read at least 10 pages of a book Read one English article (any topic) Take notes on new vocabulary from that article Go for a run or work out Learn knitting Practice writing Python I can't do all of these every day although I really want. However my time budge has limits. Instead ... ... minutes to write a simple or complex problem I am trying to navigate, an affirmation to follow that problem, and a closing sentence to reflect on. After I finish, I let my body process the emotion so I can tune

... created a no-code AI Lab so that anyone can train their own small, specialized AI models using their proprietary data, without needing any technical skills. We abstract everything, from GPU configuration to data processing, pipelines, and hyperparameter tuning. Users simply upload their raw datasets, and we handle the entire process end-to-end. They go from raw data to their own small, specialized AI model, which they can run in our cloud, download and run locally, or deploy ... ... okay, you are valid in both points :D Comment from Nika(@busmark_w_nika): @david_martin_suarez  Will you send an application to Ycombinator? Comment from Nika(@busmark_w_nika): @nikhilshahane  Just out of curiosity, which topics

... 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 that I'll link to at the bottom, but here's the TL;DR to avoid you needing to switch platforms. A short summary of the thinking AI models are converging faster than we expected. For most users ... ... signals, and what it costs. In economic terms, some AI products may behave like Veblen goods where the price itself is part of the appeal. Second, fragmentation increases. Rather than one AI for everyone, we ll see many AIs tuned

... balancing work and personal goals. The focus on sustainability is so important Comment from Nika(@busmark_w_nika): @qrepublik_med_id  Will do. Trust the process! :) Comment from Simon Gelfand(@webshark): @busmark_w_nika  stay tuned ... launching a helpful tool on Tuesday for it Comment from Nika(@busmark_w_nika): @matthias_biehl  So is it something like "connecting/social media platform"? Wouldn't be better to connect them with therapists? Comment from Azamat Valitov(@azamat_valitov): Personal Continue ... ... That's a shame. :DDD Comment from Nika(@busmark_w_nika): @kavyashree_s1  Regarding public speaking, I have a few tips: practice in front of the camera practice in front of the mirror write down topics

... agents, fine-tuning, function calling, automation, and how teams can move faster with less manual work. I m here to answer any and all of your questions, so fire away! Comment from Henrik Thorenfeldt(@henrik_thorenfeldt): cool topic

... create interactive presentations in minutes I ve always believed that great ideas deserve more than static slides. Most of us spend hours designing decks, only to end up with something our audience quickly tunes out With Oina, we re changing that. You type a topic

... high touch engineering-in-loop . Check out his latest tweets on X or recent podcast with Dwarkesh Patel where he touches on the topic. At Navam we are vibe coding several non-trivial white label products across multiple AI stacks, models, and frameworks running up 177K lines of working production-ready code and months of tuning

... 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. As for me, I would prefer LinkedIn over Facebook (FB is too political and toxic for me). Comment from Nika(@busmark_w_nika): @charlene_zh1  But is it easy to build it? Do you have one? I would like ... ... Comment from Nika(@busmark_w_nika): @vladbalan  Congrats on a successful post, it seems that many of the comments are positive. That's rare for Reddit :D Comment from Nika(@busmark_w_nika): @rajan_batra3  Staying tuned

... Lately, I have been experimenting with how to feed context into GPT models more effectively. For example, when fine-tuning or working with larger context windows, I have noticed that the dilemma is in organizing the surrounding information, rather than the prompt itself. Last week, I came to know that it's called Context Engineering. I am curious how others here approach it: How do you decide what information is essential vs noise when building AI workflows? Have you noticed ... ... want to give it a spin. Comment from hira siddiqui(@hira_siddiqui1): @ashok_nayak it will be launched on 4 November. Never launched before Comment from Coire(@coire): Hi Ashok, I've been in the weeds on the same topic

... content with more perspective." Comment from Niall Sullivan(@niall_sullivan): Layering different perspectives makes a lot of sense - in my world (podcasting) this works as a great way to hook people into an episode ( x vs x on a topic for example.) Comment from Linh Pham(@banglinhpham): The shift from a "Single Role" to "Multi-Role Collaboration" can apply so well to product development too. Shifting from the "builder's perspective" to the "first-time user's perspective" is essential ... ... enjoyed this, @zhiqi_shi Zhiqi, the way you framed perspective-shifting as moving from your story to our story really stuck with me. Too often content gets stuck in one angle (rant, tutorial, or personal log), and the audience tunes

... your audience. Here s what it includes: Tailored Content Calendar: Organize your posts with a clear timeline and structured workflow. No more guessing what s next or scrambling for ideas! Engaging Themes & Content Ideas: Never run out of topics again! Get a list of themes that will keep your blog fresh, relevant, and engaging. SEO-Optimized Strategy: Craft each piece of content with search engines in mind. Learn how to seamlessly integrate keywords and boost your organic reach. Actionable ... ... rank higher and attract organic visitors. Engage Your Audience: Stay on top of your content goals and create posts your audience will love. Measure Success: Use KPIs to evaluate the performance of your content, so you can fine-tune

... administrative regulations to hold people accountable, and sound procedural protections to ensure final decisions are made correctly in context. It is about building a process we can trust, not just a tool. Comment from Adi Singh(@adi_singh5): Fascinating topic! Do you think AI bias can ever be fully mitigated with better training data, or is human judgment still the safer bet despite its flaws? Comment from Dheeraj(@dheerajdotexe): This is really cool question, Dmytro. Personally, comparing two hypothetical human ... ... should apply their learnings in a specific way, there is certain to be bias for hiring, L&D, retentions, and so on. When we look at how UnitedHealthcare for example applies AI, we saw that it was basically tuned

... knowledge management solutions. Honestly, no matter what kind of content you're creating or what platform and tools you're using to produce and publish it, the underlying creative process pretty much stays the same. It goes from topic selection, information gathering, and idea formation, to the actual production and finally publishing. These steps make up the core content creation workflow. If we were to map these steps out in a table, you'd clearly see where different types ... ... ability to create more valuable format-agnostic content. That's the second thing we're doing. We're launching Recap 2.0 very soon! This version will really showcase our thinking and practical applications in both of these areas. Stay tuned

... taken me to get to where I am. When it becomes overwhelming, I reach out to friends to hang out with them. The talking usually gets my mind of things, and as we talk and drift through topics, sharing ups and downs, I calm and steel myself towards the future. The execution mindset, you may call it, because I've started to focus on executions of recent Comment from Chibuzo Odigbo(@franklivania): @busmark_w_nika  I have some founder ... ... where I believe the market is going, I dig in. If the answer is no I let it pass and stay on course. I ve over-indexed both ways: chasing every shiny object and, at other times, tuning