... code audit job. They tracked tokens, cost, time, and how many known issues each model identified. Here's what they found. Key takeaways @MiniMax M3 surfaced 13 of 17 known issues for $0.07. So did Opus 4.8 at medium and high reasoning level. @Claude by Anthropic Opus 4.8 at xhigh and max found 2 more known issues. However, every run cost 10+ times more than MiniMax M3. So, MiniMax M3 or Claude Opus 4.8? Claude Opus 4.8 or MiniMax ... ... report: The choice is less about which model is better and more about matching the run to the job. For low-cost or high-volume audits, MiniMax M3 is the value pick For a fast pass, Claude Opus 4.8 (medium

... Read full article on Twitter/X & Medium. X: https://x.com/Urbnedofficial/sta... Medium

... makes pricing easier. Products from anonymous creators compete on price. Products from known practitioners with a track record compete on trust. That's a completely different conversation. Comment from Samir Asadov(@samir_asadov): For specialist/practitioner products this 'brand vs product' framing breaks down the product IS the brand statement. A financial model template built from real deal experience signals more credibility than a thousand brand posts ever could, because the buyer (a CFA with a deal on their desk) reads ... ... code. They can tell in 90 seconds whether the author has actually sat in the same chair. What does compound: credentials + shipped artifacts. The CFA charter, FMWC Top-4, and CFI 3rd-place placements get the door open; the Medium

... That compress the KV cache (the biggest memory bottleneck during AI inference) by up to 6x with mathematically proven quality preservation. In plain terms: your AI models now use a fraction of the memory without getting dumber. Before vs After On a 16 GB machine: - Before : Llama 3.2 1B + Whisper Base + TTS = barely fits, mediocre quality - After : Llama 3.1 8B + Whisper Medium

... outputs from multiple models in a single project. Side-by-Side Comparison Tool Character Consistency Workflow Effort Best For Motion Automatic (project-level) Define once, generate many Low Multi-scene narratives LTX Studio Global Elements system Script to final cut Medium-High Full production management Runway Gen-4.5 Character Reference per scene Layer-based + Act-One Medium

... what we re building with Sportlaze. Still early. Still evolving. But I m curious to know. Do fans actually want this? Or are current apps already good enough ? Would love your honest take. Full vision (if you re curious): https://medium.com/sportlaze-platform/the-social-layer-of-sports-the-vision-behind-sportlaze-373e9099f8b8 ...

... answer first. If they find it immediately, they cite it. The structure makes extraction easy. Step 2: The Comparison Page Template Comparison pages drove 40% of our citation growth. Here's our exact template: Title: [Brand X] vs [Brand Y]: Which is better for [use case]? Quick verdict (100 words) Who wins and why One sentence summary Feature comparison table Feature Brand X Brand Y Feature A Feature B Feature C Price XX YY Detailed breakdown (by feature) How each ... ... will only pull that one block. Step 4: The Data Block Method Pages with data get cited 2.4x more. But not all data works. What we tested: Data Type Citation Rate Original survey data High Industry statistics (cited) Medium

... Most at Risk Type Risk Level Why New startups High No authority to override incorrect sources Fast-changing products High AI lags behind your updates Controversial industries High Negative patterns persist Enterprise SaaS Medium Due diligence amplifies errors Consumer brands Medium

... film We ask for beats In real productions, scenes aren t one long perfect take. They re built from short, cuttable beats that you shape in the edit. a wide to establish a medium for action and performance an insert for the sell moment a reaction or payoff to land the scene Kling 3.0 is strong when you think this way. And Vertical Motion helps us structure it so generations don t turn into chaos. What Vertical Motion adds ... ... scenes. Each scene should have one job. We avoid stuffing five ideas into one generation. Step 3: write like a cinematographer, not a poet Instead of cinematic, ultra realistic, masterpiece, we describe the shot language: wide, medium

... shipping Streaming ! A faster, smoother way to get AI responses. Video here Responses appear word by word , like the AI is thinking in real time Average response time: ~1 second See the first word almost instantly Also new: Medium Prompts General AI, Image, Video, Vibe Coding, Research New feedback button in the web app Agentic loading state smarter prompts Thank you PH community! Open to your feedback ...

... controls access? Right now: credit bureaus and algorithms. After DCSocial: trust networks and relationships. This is financial democracy. This is economic sovereignty. This is what money should have been all along. WHAT WE WRITE ABOUT We publish on Medium to explore the ideas behind DCSocial: Platform capitalism and why it's broken The creator economy and who really owns what Trust networks and how they create value Mutual credit and why it's better than debt Decentralization and what ... ... cooperatives, mutual aid networks. You need credit that circulates locally. Developers building on protocols: Open source, open data, open infrastructure. Build on DCSocial. Skeptics questioning the system: Banks, credit scores, debt traps. You're right to question. We have alternatives

... Check out the blog post on Medium: https://medium.com

... sales channel Linking the Seller Center correctly Avoiding common sync errors This part is where most integrations silently fail. 4. Product, Inventory & Order Sync Observations What worked: Product sync Inventory updates What didn t (initially): Checkout behavior Desktop vs mobile differences These are details you usually only discover after launch . All pulled from real debugging, not docs. This Product Hunt post is a high-level overview . The full step-by-step guide , with official links, notes, and gotchas ... ... published on Medium

... affordability, and in recent years Trakstar tractors have become one of the most trusted options. Known for their strong build quality, smooth performance, and competitive pricing, these tractors are designed to meet the needs of both small and medium farmers. In 2025, the Trakstar tractor price in India continues to attract attention because it offers great value at an affordable cost, making it easier for farmers to mechanize their work without going beyond budget. Why Trakstar Tractors Are Popular Among ... ... from around 31 HP and goes up to 50 HP, giving farmers a variety of choices. For small farms and light work like spraying, hauling small loads, or intercultural operations, the 31 HP to 40 HP models are sufficient. For medium

... build. Wanted to share my experience! What I Built AllPub.co is a tool that lets you write once in your favourite platform or Notion and automatically publish to Dev.to and Hashnode. I'm currently exploring more integrations like Medium, LinkedIn, and others based on what people actually want. No more copy-pasting and reformatting the same article three times. Why Claude Sonnet 3.5? I tried a few AI assistants, but Claude Sonnet 3.5 just clicked for me. Here ... ... complexity - My app connects to multiple APIs with different formats. Claude handled that without getting confused My Tech Stack Next.js (frontend) Tailwind CSS (styling) Supabase (database) will migrate soon!!! Clerk (authentication) Vercel (hosting) Currently: Notion, Dev.to , Hashnode APIs Exploring: Medium

... software developer, and the reason I learned how to code is to be able to build stuff that makes my life nicer;) I'm inviting you to see my blog on Medium to see my latest project https://medium.com

... Riemann Computing. My goal is to make the world a better place, and this includes technologies centered around data compression, aerospace, cyber security and privacy rights. When I'm not building, I am running the Orthodox blog on Medium ( https://medium.com

... started testing Watchflow s rule engine across some of the most active GitHub repositories: vscode langchain react pytorch kubernetes Only vscode

... tempting to generate five functions in a row and then test. Don t fall for it. Treat it like an interactive conversation: prompt, get output, run/test, then refine. As one tutorial emphasizes, testing the AI s output is key ( medium.com .) If something is wrong or unclear, you ll catch it early and can ask the AI to fix it or tweak the prompt. I ve gotten into the habit of writing a quick unit test or at least a print ... ... generated function. If it fails, I feed the error back to the AI: Here s the error I got, please fix it. This iterative loop prompt code test refine is basically the vibe coder s bread and butter ( medium.com

... published two UX case studies on Medium that I would love to get feedback on especially from fellow designers, product thinkers, and frontend developers. Case Study 1: Beautypreneur Website A makeup training platform empowering aspiring beauty entrepreneurs in Indonesia. https://medium.com

... break your business efficiency. That s why I researched the top software solutions you should consider in 2025. Whether you want automation, real-time tracking, or easy integrations, this guide covers it all. Dive into the blog here: https://medium.com/@clarajordendigitconsult/top-inventory-management-software-in-2025-8df924dabadb Let me know what you think! Cheers Guys ...

... stressing over costs Save time by avoiding unnecessary fetches. Why This Works One of the most underrated benefits of pinning nodes is cost efficiency, especially when you re working with OpenAI or other APIs. You can learn more at: https://medium.com/@mariannanakou93/n8n-ai-agent-cheat-sheets-how-to-build-smart-workflows-5e97c4ef0afd What are your tips when building ? Comment from Shijian Ma(@shijian_ma): Really useful tip. Pinning data is a lifesaver when iterating on AI agent workflows, especially when chaining multiple LLM calls and you do not want ...

... components as nodes. Highlights: - Dozens of live examples (CI/CD, DB editor, logic builder, and more) - Built-in SSR + Signals + standalone component support - Full documentation with interactive previews Check it out here: https://flow.foblex.com GitHub: https://github.com/Foblex/f-flow Medium tutorial: https://medium.com

... Product Hunt community! We're building a new SaaS platform that helps small and medium-sized businesses track projects effortlessly. We've noticed that many SMBs struggle with scattered project information and cumbersome tools, so we're creating something different. What our platform does: Centralizes project tracking in one intuitive dashboard Manages service requests seamlessly Connects stakeholders with real-time progress updates Works for any industry without complex customization We're looking for a name that: Is memorable and easy ...

... team, we've encountered performance bottlenecks with traditional storage methods.I m seeking advice on what options are available in the market that can provide efficient data management and high availability through a reliable Storage Server for our small to medium-sized business. What we need: 1. Scalability: We need a system that can grow with us as data demands increase. 2. Security: Ensuring that sensitive business data is protected is non-negotiable. 3. Cost-effectiveness: We re a small business ... ... cost with performance. Challenges faced: Our current storage solution is struggling to keep up with the pace of our projects, and we've experienced significant delays when accessing and retrieving large data files. As a result, we are exploring alternatives