... gets made by default. permissions accumulate, exceptions get added, and before long the access model reflects the history of the product more than any actual policy. Comment from Riya Pariyar(@riya_pariyar): @oliver_graf1  shared responsibility is just diffused responsibility with better branding. someone has to own the uncomfortable questions, who has this access, do they still need it, and can we prove why they have it. Comment from Aaron Ross(@aaron_ross_): I've seen this happen ...

... product mentioned in ChatGPT or Perplexity answers, and the data keeps pointing somewhere that makes me question the whole "GEO/AEO" hype. Ahrefs looked at 75k brands and found branded mentions correlated with AI visibility way more than backlinks 0.664 vs 0.218. It's correlation, not causation, so take it with salt. But the gap is big enough that I can't ignore it. Which makes me wonder if we're overcomplicating this. Maybe AI visibility isn't a new discipline ... ... just a distraction: While off-site reputation is the foundation, there are very specific, tactical things you can do right now that go beyond traditional PR: Intersect Backlinks with Cited Links :  Comparing where you have traditional links vs

... rather than hold the line forever. A stalled job that took the cautious path is recoverable. A stalled job that just sat there is a support ticket. Comment from Dale Mooney(@dalemooney): @alex_amancio_candoa_   @aadilghani  Constant versus invariant is the useful thing here and I am taking it. One addition: you cannot separate them by observation, but you can by deliberately violating the constant once. A property that survives a test faking an unattended caller ... ... which is bounded, and cannot fire when nobody started anything. Your last seen sweeper is already the mechanism. It is sweeping into the wrong bucket rather than lacking the signal. Comment from Dale Mooney(@dalemooney): @aadilghani   The gate versus

... stop, per-staff usage quotas, and a total circuit breaker that pauses automatically at a threshold. Every action is logged, auditable, and stoppable. A lead that owns the outcome. Instead of a peer-to-peer mesh where responsibility is diffuse, one lead decomposes the task, checks work against your standard before it ships, and resumes from checkpoint on errors so a single failure doesn't cost the whole run. I'd genuinely love this community's input ... ... each time. Money and anything touching production are the other two, but the byline one is the one I'd never soften, because a bad deploy is revertible and a bad sentence in my voice isn't. On manager vs

... THESIS: INFINITE & UNLIMITED No walled gardens. No vendor lock. The mesh absorbs everything. AI LAYER Already Wired or Integrating: ChatGPT, Claude, Gemini, Codex, Kimi (Moonshot AI), DeepSeek, Copilot, Hermes, OpenClaw, Grok (xAI), Perplexity, Mistral, Llama, Qwen, Stable Diffusion, Midjourney, Runway, ElevenLabs, and whatever launches tomorrow. INFRA LAYER Already Wired or Integrating: GitHub, Render, Vercel, Neon, Google Cloud, Azure, AWS, DigitalOcean, Cloudflare, Firebase, Supabase, MongoDB Atlas, PlanetScale, Fly.io, Heroku, Railway. SOCIAL LAYER Already Wired or Integrating: X (Twitter), Meta, Discord ...

... from Wasi Uddin Sami(@wasi_uddin_sami): Looking for SALES representative for my SaaS, this system is dedicated to solopreneurs who make content. This system helps people in writing scripts helps track market trends and also allows to monitor competitors, and helps solve sales objections. Need representatives from USA, UAE, and European countries. Comment from Dmitrii(@dmitrii21): Hi everyone! I'm Dmitrii. I finished frontend and backend courses and I've made coding a daily habit Trying building projects ... ... NOUS OFFRONS Une exp rience pionni re dans la production cin matographique par IAG Un cr dit officiel au g n rique Un acc s un r seau de cr ateurs et professionnels de l'IA La co-construction d'un projet fort potentiel de diffusion

... preview it, and drop it on your timeline all from one panel. No switching between browser tabs. What's supported: - 9 models across 5 providers Runway Gen-3 Alpha, Pika 1.0, Kling v1.6 Pro, MiniMax Video-01, Stable Video Diffusion, Seedance 2.0, Stable Video XT, Luma Dream Machine, and CogVideoX (local, free, no API key) - 3 generation modes Text-to-Video, Image-to-Video, Video-to-Video - 6 aspect ratios ...

... Yesterday s discussion about who is more likely to be replaced (white-collar vs. blue-collar workers) raised another question for me. So I m asking: What do we need to do to keep our jobs in the age of AI and robotisation? What skills do we need to master and become self-sufficient in and better at than any machine? Just for fun, I thought about how students at the University of Arizona booed Eric Schmidt after he told ... ... role. I think the best way in this era is to identify your niche, train enough and start working on building your own brand, because if you are an entrepreneur then AI is your friend, not a competitor

... know from response patterns (which feature do they ask about first) whether it lands. If it targets a "general productivity gain" or "everyone could use this," six months won't tell you, because the signal is too diffuse. The cleanest filter I use: can I name three specific scenarios where someone would search for this exact thing? If I can't, the idea is probably noise. If I can and the search terms have low competition because the moment ... ... niche enough not to attract generic competitors

... systems, deploying retrieval-augmented agents, and designing seamless user experiences. I focus on turning AI innovation into reliable, scalable, and usable products . Core strengths: Python & FastAPI for robust AI pipelines, APIs, and microservices PyTorch & JAX for LLMs, diffusion, and multimodal models in research and production Distributed GPU orchestration using AWS, Modal, and custom worker clusters Retrieval & agent systems with vector databases, embeddings, RAG workflows, and hybrid search TypeScript & React for high-performance, AI-powered frontends ...

... open-source, local-first AI video editor. Everything runs on your machine transcription, voice cloning, image generation, LLM commands. No cloud, no API keys. The catch was always memory. Running a 7B LLM + Whisper + TTS + Stable Diffusion locally means fighting for every gigabyte of RAM. TurboQuant solves this by compressing the KV cache (the biggest memory hog during inference) by up to 7.3 . What's new in this release: User-selectable Compute Mode in Settings AI Optimization. Pick Auto ...

... prompt management tool for anyone who uses AI, from creators, founders and freelancers to curious everyday users. Store, organize, version, and instantly find your image, video, and text prompts, all in one place. Midjourney, DALL-E, ChatGPT, Runway, Stable Diffusion, all in one clean library. Why I built it: I kept losing my best prompts across Notion docs, Notion, Google Sheets and random notes apps. Nothing was built specifically for prompts, no version history, no model tagging, no reusable templates ...

... starting from scratch. So I built Noir Prompt , a single home for every AI prompt you'll ever write. Here's what it does: Stores image, video, and text prompts in one place (Midjourney, DALL-E, Runway, ChatGPT, Stable Diffusion) Full version history, every edit saved, roll back to what worked in one click Instant search by title, content, or tag, find anything in seconds Variable placeholders like {{subject}} and {{style}}, build reusable templates, never rewrite the same prompt twice ...

... targeting model. Real world use cases Trend driven content recommendation for media apps. Competitive intelligence for brands tracking hashtag performance. Data driven marketing identify emerging topics before they go viral. Academic research on meme propagation and cultural diffusion. Get started in 2 minutes Click Run on the Apify page. Choose your region and schedule. Grab the API endpoint and start pulling data. Ready to turn TikTok trends into actionable insights? Add the scraper to your tech stack today and stay ...

... Rust. Initial compare visibility issue in the top bar fixed. Touchpad zoom and pan improved. Keyboard shortcuts are now formatted according to platform. Added (9) CRT now includes advanced settings. Motion Trail (video) effect added. Floyd now has pixel diffusion options to neighbors and new performance settings. Atkinson received new settings. Fluid now includes noise and improved controls. Frequency Modulation now allows quality selection (for slower computers). ASCII got new settings. Void-and-Cluster received minor tweaks. Zoom animation added ...

... share the same limitation: you type a prompt, you get a clip. Want something different? Type a new prompt and hope the model interprets it consistently. Let me be clear: this isn't a product flaw. It's how diffusion models work right now. When you want to change a generated clip, you regenerate it. All of it. Every tool faces this same constraint. But here's what frustrated me: I couldn't control the inputs with any precision ...

... designs in seconds. For others, it s a form of self-expression , mixing futuristic aesthetics with personal stories. And for designers, AI has become a co-creator , helping them experiment and break visual boundaries faster than ever. At Fashion Diffusion AI , we see users exploring every possible direction from minimalist neutrals to soft futuristic couture, from streetwear mashups to dreamy avant-garde pieces. AI isn t replacing creativity; it s amplifying imagination . So, here s the question: If AI could ...

... faced this too! Instead of regenerating the whole image, I usually fix small flaws by: Editing the image manually in tools like Photoshop or Canva for quick tweaks. Using AI inpainting tools (like DALL E or Stable Diffusion) that let you edit only specific parts without changing the entire image. Masking the problem area in platforms like Midjourney to fix just that section. This way, you keep the original image mostly intact and avoid unwanted changes. Hope this helps! Have ...

... eCommerce brands. If this sounds similar to today s trending apps like Lovart.ai , it s because the core idea was nearly identical. The only difference? We were too early. Back then, we were working with GPT-3.5 and Stable Diffusion 1.5 models that struggled to understand natural language, and outputs that were visually... disappointing. We ran full funnel tests over three months: our customer acquisition cost was $30, and user LTV only $22. We hit a wall. The product didn ...

... users to get clean, crisp 1920x1080 thumbnails without messing around with weird crops, white padding, or manual resizing. So I built a fix. Here s the little workflow I came up with, it combines smart stretching + outpainting (using Stable Diffusion) to get perfect 16:9 images: How it works: Takes the original image from ChatGPT Stretches it (only slightly, no weird distortion) Figures out what pixels are still missing Uses Stable Diffusion

... useful product in 30 hours of focused work. My goal is not just an experiment but creating something with genuine practical value. I have basic programming skills and can use any available APIs and tools (GPT-4, Claude, Stable Diffusion, etc.). The ideal project should: - Solve a real problem - Be feasible for one person to complete in 30 hours - Leverage generative AI capabilities - Not require training custom models What would you recommend? Do you have personal experience creating such projects ...

... benefits here but I m wondering if there s one central benefit or problem you see with existing tools that you re addressing. The challenge with new products like this is that the value can be a bit diffuse. There isn't anything for early adopters to latch onto. If you were to pick one thing that you do better than everything else out there, what would it be? Comment from Rajiv Ayyangar(@rajiv_ayyangar): @rajiv_ayyangar this will help ...

... miss the original version of that app. Comment from Juan Secchi(@juan): @AgBr is such a vibe! I would love to try it out if an Android version comes out. I have recently been playing a lot with @Stable Diffusion and Flux. I got a few pods running in @RunPod to train LoRas of myself and run ComfyUI. I am just having lots of fun generating images. It's a deep rabbit hole to fall in! Comment from Derrick Bradley ...

... everyone, Anyone knows of a tool to centralize all my AI API keys? I would like to have one place to enter my openai, anthropic, heygen, leonardoai, stable diffusion, elevenlabs, etc api keys. And handle all the features of these apps in one place. Api would also make it more cost efficient for me, rather than paying 10 subscriptions everywhere. Thanks for the help ...

... makers! What are some of your favorite prompts to use across the AI world? I'm talking about Midjourney, ChatGPT, Stable Diffusion etc. I'd love to test some out and potentially feature some in our upcoming AI newsletter ...