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Show HN: Mago, an open source AI video studio, runs locally with Comfy

I'm Alvaro, one of the founders of Mago. With my co-founder Alex (creator of Warpfusion, open source video to video), we built an open source AI video studio specialized in long form content and large volumes of video. It's a desktop app that you can run for free on your own GPU, that uses a portable ComfyUI or can be plugged into an existing Comfy setup. It handles both hybrid production (video to video, AI VFX) and full AI (microdramas, AI series for social etc). Back when Alex was working on

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Hacker News Ask

Ask HN: "Net neutrality" for AI compute and memory?

Both Sam Altman and Elon Musk have mentioned the problem of scarcity of compute/dram and how local open weights models might not be the most sustainable solution. Would something like "net neutrality" for DRAM/compute be good, or bad? Should we allocate compute based on a dynamic market-based price mechanism? Should it go to the highest and best use? Or should whoever pays for it be able to use it for whatever purpose thyey want, whether that's curing cancer vs. talking to their AI girlfriends?

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Hacker News Show

Show HN: Vantage – Early-Warning Signals

Hey HN, For a while I've building a centralised early warning platforms. Looking everywhere in market watching people build AI chief of staff which does everything for you. But that lacks few key thing - what's condition of market or what's going on outside. Just based on your data it makes decisions for you which could be painful more often than not. So I've been building this platform which analyses your data up against market and will warn only if something worth looking if something mismatch

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Hacker News Show

Show HN: I lost count of the snus I've tried, so I built a site to track them

Infinite tokens, caffeine and nicotine. Vibeoffice, yeah... don't judge haha. Well, the goal here is snus, not the AI. I've tried a lot of snus pouches and lost count, and lost track of what I even thought of them. So I basically built this site for myself, to keep track of what I like and don't like and find paths to better options. Still searching for the taste I like, haha. Sorry, a lot of what I tried isn't rated, because I already forgot it. Short memory span these days. Almost all the rati

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Dev.to

Building a Production SEO Agent Stack with Claude Code: claude-seo Architecture Deep Dive

<h2> Context: Why Another SEO Tool When We Have Screaming Frog? </h2> <p>When evaluating AgriciDaniel/claude-seo for integration into our content automation pipeline, the first question was obvious: why not just shell out to existing headless scrapers or commercial SEO APIs? The repository claims 26 sub-skills and 19 sub-agents covering technical audits, E-E-A-T scoring, schema validation, and agent-readiness checks (Lighthouse Agentic Browsing, WebMCP, llms.txt). The value proposition centers o

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Dev.to

Top 10! High-Yield Technical Articles for GitLab Contributor

<p>Articles for GitLab Contributor </p> <p>This roadmap outlines <strong>10 high-impact, upstream-aligned article proposals</strong> specifically designed to meet GitLab's contributor program criteria for the <strong>200-point Content Creation</strong> tier. </p> <p>Each topic is mapped to GitLab's strategic product priorities (AI/Duo/MCP, DevSecOps supply chain, enterprise CI/CD scaling, Cloud Native, and database architecture) and follows GitLab's core engineering values (<strong>MVC</strong>,

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Hacker News Ask

Ask HN: Will Copilot Code replace developers building custom internal tools?

I'm a solo developer building internal tools (safety equipment tracking, maintenance logs) for industrial companies replacing excel sheets or manual procedures. With Microsoft's Copilot Code letting any employee build governed apps, I'm wondering if I can still be competitive with this activity. I don't really get either how is microsoft gonna unsure long-term maintenance. Unlike low-code Power Apps, these are real code apps with dependencies that age. Who updates them, fixes them when a depende

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Hacker News Ask

Ask HN: Are you using AI for company messaging?

I've noticed that a lot of startup websites have messaging that has clearly been written by AI. Is the time investment to get to excellent messaging simply not worth it? Comments URL: https://news.ycombinator.com/item?id=50338383 Points: 1 # Comments: 0

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Hacker News Ask

Ask HN: Isn't anyone worried about this flood of HackerTube-but-for apps?

HN used to be a hub for software experiments and interesting webs, but with the rise of AI, the speed and ease of building them gives a sense of meaninglessness. Comments URL: https://news.ycombinator.com/item?id=50336496 Points: 7 # Comments: 8

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Hacker News Ask

Spent 5 months on an enterprise deal, only to lose the deal to the CPO's buddy

I have a startup in the AI Agents domain, which is an extremely competitive space with 100s of similar products. However, we differentiate by focusing a bit more on enterprises, data compliance, PII encryption, and serverless / self-hosted setups. Because of this, we generally work closely with a client's tech team rather than their customer support team. In May, we received an inbound inquiry from a multi-billion dollar company. Our first meeting went great. They loved our product, and we went

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Hacker News Ask

Ask HN: What is your backup plan when AI companies rug pull their prices?

It seems inevitable that Anthropic and OpenAI will either raise prices or nerf their models for cost savings. What are the most competitive alternatives for something like Claude Code? Are there any good coding models that can run on an M5 Mac yet? What’s the best agentic coding harness? Comments URL: https://news.ycombinator.com/item?id=50336034 Points: 5 # Comments: 12

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Ask HN: Do you think AI has now disrupted math more than it did programming?

Hi, In this spring and early/mid summer, we saw tons of headlines about how "programming/coding/software has changed forever", and now, suddenly, we see very similar headlines about math, some from very prominent mathematicians. To those of HNers well versed in both, which disruption do you think has been bigger `so far`, if any at all? Thanks Comments URL: https://news.ycombinator.com/item?id=50335117 Points: 3 # Comments: 2

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Ask HW: Best frontier AI model for mind map generation?

For my children, I need to generate mindmaps from image taken from books. I want to use a frontier model (i.e. Claude, Mistral, ChatGPT, Grok...) but I want the most effective in terms of cost and quality. I was not impressed so much by Mapify or NotebookLM. Do you have some skills / suggestions / successful stories to share? Comments URL: https://news.ycombinator.com/item?id=50334714 Points: 1 # Comments: 1

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Ask HN: Can a NTFS driver for macOS be vibecoded?

Ran into this while swapping external drives between Windows and Mac -- it seems the only reliable way to keep the benefits of NTFS (journaling) and allow writes from MacOS is to use third-party $ commercial drivers. I am not knowledgeble about what makes a driver so I asked (Gemini) -- and I am told this involves a fairly complex low level OS hooks and bypassing OS protections etc with a lot of edge cases -- so today's frontier models are unlikely to produce a reliable driver implementation. I

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Hacker News: Show HN

Show HN: HackerBlogs – the 9,434 blogs HN people keep sharing

After Karpathy's HackerTube, I wanted the same thing for blogs. I had agents went through every link in HN stories and comments, about 10.7M links from 518k accounts. It kept the sites that at least 15 different people shared, then filtered out news sites, company sites and the like. Each blog page shows its most-shared posts, what HN said about it, and blogs that the same people also share. You can follow blogs and export them as OPML for your RSS reader. built it in Orbs with AmpCode. The full

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Hacker News Ask

Ask HN: Do you read your coding agent's plans before approving?

If you use Claude Code, Cursor, Codex, or similar tools, how do you review the plans they produce? I’m particularly interested in the last time you approved a substantial change. Did you read the whole plan, skim or like skip straight to reviewing the code? Comments URL: https://news.ycombinator.com/item?id=50334078 Points: 3 # Comments: 4

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Ask HN: Why is AWS such a pain for using Bedrock?

So we've been granted with AWS Credits which we would like to use for our product, fair and square. Though the terms say you can use them for inference on AWS, this is actually not the case: Anthropic, OpenAI, Kimi, and ZLM are all blocked by an unpublished policy ("not available for this account") Yes, we're not the first who needs exactly those. So our Account Manager submitted a request to allow using them. The account was reviewed for several days and they came back with "Prior requesting an

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r/MachineLearningResearch

I animated what GPT-4o's tokenizer does to "strawberry": real token ids, a tiny BPE run, and why the space belongs to the word (6 min video) [D]

<!-- SC_OFF --><div class="md"><p>I made this explainer for my small channel and would like feedback from people learning this, especially if anything is wrong.</p> <p>It follows one word the whole way:</p> <ul> <li>"How many r's are in strawberry?" is 8 tokens in o200k_base (the GPT-4o / GPT-5 tokenizer). " strawberry" is a single token, id 101830, so the three r's are hidden inside one id.</li> <li>Why pieces of words: letters make sequences about 4x longer, whole words need a huge vocabulary

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