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Hacker News Ask

Ask HN: First day using Fable – how was it?

Two prompts in, and I’d already burned through 40% of my weekly usage on the 20x plan… all within 30 minutes. Not sure if I will be able to use it. Comments URL: https://news.ycombinator.com/item?id=48765702 Points: 3 # Comments: 1

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Simon WillisonLLMs

Using DSPy to evaluate and improve Datasette Agent's SQL system prompts

<p><strong>Research:</strong> <a href="https://github.com/simonw/research/tree/main/dspy-datasette-agent-prompts#readme">Using DSPy to evaluate and improve Datasette Agent's SQL system prompts</a></p> <p>One of this morning's AIE keynotes covered <a href="https://github.com/stanfordnlp/dspy">dspy</a>, which reminded me I've been meaning to see if it could help me improve the system prompt used by <a href="https://agent.datasette.io">Datasette Agent</a> - so I fired off an asynchronous research t

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Hacker News Ask

Ask HN: Why are so many "AI evangelists" posting such insufferable content?

My LinkedIn feed is absolutely unreal right now. 90% (I don't even think I'm exaggerating) of the posts in my feed are from connections who have changed their title to something like "AI Thought Leader | AI Native | Thought Coaching". They post *daily* about something LLM/agentic. The biggest problem is that it's never "hey check out this cool thing", it's "if you're not doing this, you're a dinosaur who will be left in the past." Other common content is regurgitating blog / Twitter folks from "

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Hacker News Ask

Ask HN: Will AI force CS to focus on what to build instead of how to build it?

As AI becomes really good at the implementation part, it seems that what's left for humans to focus on is what to build. Do you think this will be the case and CS will change accordingly in its focus? Comments URL: https://news.ycombinator.com/item?id=48765447 Points: 1 # Comments: 0

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AWS Machine Learning Blog

How Amazon Bedrock catches AI-generated phishing

Social engineering through phishing remains one of the most common tactics for launching cyberattacks. AI-generated phishing email messages now pose a new challenge for security teams managing email systems, significantly raising the risk because of their advanced sophistication. Modern social engineers use generative AI and open source intelligence (OSINT) to craft thousands of unique messages […]

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Hacker News: Show HN

Show HN: MotionLoom – An open-source video-as-code language for video creation

I am building a motion graphics and VFX language specifically for video creation, image effects, and visual composition. Recently, the generative AI field has really inspired me. Besides diffusion models, one of the projects that influenced me is RemotionJS. My personal view is that 2D can create almost anything, even the perception of 3D, because in the end, we experience everything through a 2D screen. I believe diffusion models will become better and better, but I also think they may not be f

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AWS Machine Learning Blog

Best practices for multi-turn reinforcement learning in Amazon SageMaker AI

In this post, we share best practices for reliable multi-turn RL training. We cover how to build a training environment you can trust, set up an external evaluation, design a reward aligned with the end task, manage what changes once the agent runs for multiple turns, and monitor the metrics that tell you when to iterate.

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Hacker News Ask

Ask HN: Living alone to become illegal as intelligent robots could be required?

Living alone is not good for your mental health. And so one could imagine that in the near future, you will be required to live with an intelligent robot. What do you think of this possibility? Comments URL: https://news.ycombinator.com/item?id=48764992 Points: 1 # Comments: 5

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Hacker News: Show HN

Show HN: Muxer – open-source model multiplexer for Claude Code

Keeps the top model in charge. Hands the typing to cheaper tiers, with routing rules that don't compromise on quality. Prints $ saved after each task. Comments URL: https://news.ycombinator.com/item?id=48764800 Points: 2 # Comments: 0

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The DecoderBusiness

Anthropic reportedly explores custom chip manufacturing with Samsung while insisting Nvidia still matters

Anthropic is reportedly in talks with Samsung Electronics about manufacturing a custom AI chip. The project is still early, but Anthropic has already hired chip engineers. After OpenAI's "Jalapeño," yet another major AI company is pushing into chip development to cut infrastructure costs. The article Anthropic reportedly explores custom chip manufacturing with Samsung while insisting Nvidia still matters appeared first on The Decoder .

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Anthropic reportedly explores custom chip manufacturing with Samsung while insisting Nvidia still matters
Hacker News: Show HN

Show HN: Search Console MCP – Talk to Google Search Console with Claude

It's free and OSS! GSC is a goldmine on valuable SEO data, but - the data is manual and kind of annoying to grab. You have to go to a few different pages, and click the "Export" button from several different locations. MCP makes it easy to just oauth in, chat with the data right from the get-go without any download annoyances. Use it, hate it, love it - help me make it better! Comments URL: https://news.ycombinator.com/item?id=48764726 Points: 1 # Comments: 0

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Hacker News AILLMs

Show HN: AI Infrastructure Knowledge Base

Article URL: https://ai-infrastructure.net/ Comments URL: https://news.ycombinator.com/item?id=48764437 Points: 1 # Comments: 0

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Simon WillisonLLMs

Understand to participate

<p>I saw Geoffrey Litt speak at <a href="https://www.ai.engineer/worldsfair/2026">AIE</a> yesterday, and one framing he used particularly resonated with me:</p> <p><strong>Understand to participate</strong></p> <p>Geoffrey was talking about the challenge of collaborating with coding agents as they construct increasingly large and sophisticated changes, and the need to avoid taking on <a href="https://simonwillison.net/tags/cognitive-debt/">cognitive debt</a> as your understanding drifts from how

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Hacker News Ask

Ask HN: What's the simplest way for me to get my AMEX data agentically?

i found this on their site: https://developer.americanexpress.com/products/nextgen-agentic-payments/overview?intlink=us-ace-developerkit but I think this is for folks making b2b apps. I just need a way to get my statements/transactions reliably. what's worked for you? Claude is warning me that "Amex is a known re-auth offender. This is the real ongoing cost. Amex periodically forces reconnection — Amex is specifically flagged as a connection that requires re-authenticating more often, and there

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Hacker News AILLMs

For Sale: AI platform for creating viral short-form videos

Article URL: https://flippa.com/13365327-ai-powered-video-generation-platform-for-creating-viral-short-form-content-tiktok-reels-scalable-saas-with-strong-demand-and-monetization-potential Comments URL: https://news.ycombinator.com/item?id=48764295 Points: 1 # Comments: 0

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MIT News

Why are some bacterial genes high in purines?

In certain species of bacteria, the answer lies in shielding RNA transcripts from a quality-control factor called Rho. Understanding the requirements for expressible sequences is critical for expression engineering of therapeutic agents.

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Why are some bacterial genes high in purines?
Hacker News LLMLLMs

Ask HN: What are you go to LLM models for the following

1. Coding 2. TTS (Text to Speech) and STT (Speech To Text) 3. Image creation and understanding For me I've been using: 1. qwen3-coder-next 2. Fish Audio S2 Pro (TTS) and Whisper for STT 3. Gemma for image analysis and Flux for creation. I run these on my 16-inch MacBook Pro (Apple M5 Max chip with 18-core CPU, 40-core GPU, and 16-core Neural Engine ) with 128GB unified memory Comments URL: https://news.ycombinator.com/item?id=48764190 Points: 1 # Comments: 0

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Hacker News AILLMs

Who should the U.S. Talk to in China on AI?

Article URL: https://mattsheehan.substack.com/p/who-should-the-us-talk-to-in-china Comments URL: https://news.ycombinator.com/item?id=48764161 Points: 1 # Comments: 0

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Machine Learning

Has anyone tried this approach with Fast Byte Latent Transformers ? [R]

<!-- SC_OFF --><div class="md"><p>Paper Referred:- <a href="https://arxiv.org/pdf/2412.09871v1">https://arxiv.org/pdf/2412.09871v1</a></p> <p>Has anyone switched the transformer in the entropy model here to a Mamba model ? What could be the possible changes ?</p> <p>Just a ML fresher asking a genuine, since Mamba is more popular and saves computer (O(n)). </p> <p>Thanking you in advance !</p> </div><!-- SC_ON --> submitted by <a href="https://www.reddit.com/user/SoloLeveller07"> /u/SoloLeveller0

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Hacker News FrontTools

Show HN: QUALITY.md – open format/specification, agent skill, and CLI

Hello all, I created QUALITY.md to help build a holistic quality evaluation process for my projects. Turns out it's also ideal for loop engineering. I'm hoping this provides a valuable contribution to the conversation around quality and craft and having AI help us in the effort. I hope to shift the mindset from a reactive/review/repair mindset to a proactive care mindset. Give it a go. I look forward to your thoughts/comments/feedback! Website: https://getquality.md GitHub: https://github.com/qu

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The Robot ReportRobotics

Automate 2026 show recap

Editors Steve Crowe, Mike Oitzman, and Sarah Wynn review Automate 2026, analyzing key trends in physical AI, humanoids, and software orchestration. The post Automate 2026 show recap appeared first on The Robot Report .

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Automate 2026 show recap
Towards Data Science - Medium

Tokenminning: How to Get More from Your Chatbot for Less

Tokenmaxxing is out. Real patterns for reducing costs without sacrificing AI effectiveness The post Tokenminning: How to Get More from Your Chatbot for Less appeared first on Towards Data Science .

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