... 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

... biggest update is in-scene entity editing you can swap or edit specific characters and objects within a single scene without breaking the overall visual composition. You can also trim, add, or delete individual clips post-generation, and fine-tune Foley, swap multi-language TTS voices, and edit subtitles right on the timeline. 5-Minute Video-to-Video (V2V) You can now transform real videos up to 5 minutes long. To prevent timeouts and memory crashes, our engine automatically slices ... ... generations fast and affordable, we pair silent models with a custom audio engine. It automatically detects visual actions to generate synced Foley and sound effects, or syncs visual cuts to custom music tracks up to 2 minutes long. Smart Topic

... experimenting with AI-assisted content creation for a highly technical B2B industry. One issue I keep running into is accuracy. AI can generate a polished article very quickly, but when the topic involves manufacturing processes, tooling, tolerances, materials, or failure analysis, the output often sounds convincing while missing important technical details. My current workflow is: Collect notes from engineers and production teams Use AI to organize the information Turn it into articles, short videos, FAQs, and social posts Have someone ... ... others are solving this. If you work in a technical or niche B2B industry, how do you keep AI-generated content accurate without slowing the whole workflow down? Are you using RAG, an internal knowledge base, custom prompts, fine-tuning

... 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

... 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 ... ... heavily customized canvas/shadow DOM elements) are where the real challenge lies. We combine visual element anchoring with semantic intent so the agent adapts even if the underlying layout shifts slightly, though complex web apps still require occasional fine-tuning

... workflow is healthy. Fast approval on a high-risk or unusual action should create a tiny are you sure you looked? pause. Then the real calibration comes later by joining latency, risk tier, and outcome. Would you let users tune which risk tiers get that mirror? Comment from Ahmad(@blah_mad): Yeah, I d keep that asymmetric. Auto-tighten when a bad outcome shows up. For loosening, I d make the system propose it with evidence, then ask a human ... ... hiding underneath, and it's the one I'd actually lose sleep over: if the user defines the risk tiers and tunes

... 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

... which folder you buried it in. Auto-tagging and "show me everything about X" across a library that size is exactly the direction we are pushing. Quick question for you, when you go looking, is it usually by topic, or more "what was I thinking around that time", more like a date or a project? That changes a lot about how the retrieval should work. Comment from Maxence Legu ry(@maxence_leguery): @fatima_shehzad  "A living space, not a column ... ... 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

... 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 ... ... hair first, or have the models finally mastered the "five-finger" challenge in your feed? Comment from Jonathan Gorczyca(@watch84): Personal brand combined with video is huge differentiator. 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 ... ... beniwal): @sai_tharun_kakirala  yeah... Comment from MAHENDRA BENIWAL(@mahendra_beniwal): @joey_tribbiani6  yes 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 ... ... network first, which will make it easier to open doors to monetization later. Comment from Ryan Hendrickson(@ryan_hendrickson): @matthew_kenchington  Nice! Do you provide some of your previous writing samples when you sign up, and it fine tunes

... 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

... 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

... accounting, but still offering their reports via handwritten letters. 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 related to AI and digital agencies are interesting to you? :) I would like to contribute more in these terms. Comment from Alberto Luengo(@alberto_luengo): Hi Nika! I think AI for physical work is really interesting, though high cost ... ... 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

... 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

... 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, prepare, and talk 15 20 minutes on some topic

... project brief for them. Fine-tuning might train them to be an expert in a certain field, but the brief still determines the quality of their work on any given day. 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

... feeling Reddit keeps a close eye on duplicate posts, and it might look like spam even if the post is relevant. It probably depends on the specific subreddit and how the text is written or adapted to the topic. But that s just my guess. Comment from Lucie Smejkalov (@lucie_smejkalova): @ansh_deb   @jonayed_tanjim  Thanks for the tips, I m sure it ll come in handy someday. Comment from hira siddiqui(@hira_siddiqui1): I have ... ... Comment from Nika(@busmark_w_nika): @lattecino  Cool. I would like to see the results and your journey. Will you be sharing anything in these terms (case study)? :) 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 ... ... launch. Comment from Ashok Nayak(@ashok_nayak): @coire  I love this type of answer. Very helpful. Thanks a lot! Comment from Coire(@coire): Hi Ashok, I've been in the weeds on the same topic

... question initiator" and think: "Why are middle-aged people more likely to be laid off? Is there data to support this? What angles can I use to explain this clearly?" You'll find that just around this topic, you can create tons of content ideas with different structures, facts, opinions, and styles. 2. From a "Single Role" to "Multi-Role Collaboration" Let's say you want to make a video about "overtime at work." Only showing the employee's perspective ... ... 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

... wouldn t trust either one alone. The real opportunity is in designing better decision systems where humans and AI balance each other out. Think structured scorecards + algorithmic suggestions + final human judgment. 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 Nika(@busmark_w_nika): I am afraid that AI would be too honest with ... ... 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

... 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

... 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