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Hacker News LLMLLMs

LLM speculative decoding explained simply

Article URL: https://jwlabs.vercel.app/post/speculative-decoding-first-principles Comments URL: https://news.ycombinator.com/item?id=49130093 Points: 2 # Comments: 0

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Tech in Asia

AI needs house rules

Onyx Security, Delta Intelligence, Techtaka, and more raised funds this week.

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AI needs house rules
Grab Tech

How AI is transforming analytics at Grab

<h2 id="introduction">Introduction</h2> <p>At Grab, analytics sits close to almost every decision that matters. Our north star is the democratisation of intelligence, ensuring that anyone making a business call has immediate access to trustworthy answers.</p> <p>Over the last two years, model capability has crossed a threshold enabling this shift. Agents now do in minutes what used to take a week: preparing the data, writing queries, running deep analysis and developing insights for business opp

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Unite.AI

Superapp Review: I Built an iOS App With One Prompt

Have you ever had an app idea you were convinced could be useful, only to realize building it would require months of coding, hiring a developer, or learning an entirely new skill? That’s the problem Superapp is trying to solve. Instead of starting with code, you start with a prompt. Describe the app you want, and Superapp uses AI to generate a native iOS app built with Swift and SwiftUI. Yet for many creators, the biggest barrier isn’t coming up with an idea. It’s turning that idea into…

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Superapp Review: I Built an iOS App With One Prompt
Simon WillisonLLMs

deepseek-ai/DeepSeek-V4-Flash-0731

<p><strong><a href="https://huggingface.co/deepseek-ai/DeepSeek-V4-Flash-0731">deepseek-ai/DeepSeek-V4-Flash-0731</a></strong></p> The latest release in DeepSeek's V4 family, "with substantially enhanced agentic capabilities". It's 304 billion parameters - 167GB on Hugging Face - but it appears to punch <em>well</em> above its weight.</p> <p>Artificial Analysis <a href="https://artificialanalysis.ai/models/deepseek-v4-flash">rank it</a> ahead of MiniMax M3 - a 428B model. It's $0.14/million inpu

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Simon WillisonLLMs

llm-mcp-client 0.1a0

<p><strong>Release:</strong> <a href="https://github.com/simonw/llm-mcp-client/releases/tag/0.1a0">llm-mcp-client 0.1a0</a></p> <p>See <a href="https://simonwillison.net/2026/Jul/31/stateless-mcp/#llm-mcp-client">this blog entry</a>.</p> <p>Tags: <a href="https://simonwillison.net/tags/llm">llm</a>, <a href="https://simonwillison.net/tags/model-context-protocol">model-context-protocol</a></p>

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Hacker News Ask

Ask HN: Which Linux distribution is capitalizing on AI momentum?

It looks like there is a huge opportunity for Linux distros to become the de-facto operating system not just on servers, but on desktop used by general public too. It is free and perhaps using AI can be made significantly better for people using windows or mac to migrate over. Which distribution is trying to capitalizing on this momentum? If no one, why not? Comments URL: https://news.ycombinator.com/item?id=49129429 Points: 2 # Comments: 1

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TechCrunch

Silicon Valley loves young founders. Until it doesn’t.

AI tools have democratized the opportunity to build, shortening the timelines of success and enabling more young people to start successful companies without stepping foot inside a Big Tech company.

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Simon WillisonLLMs

Oxide and Friends: The Open Weight Revolution with Simon Willison

<p><strong><a href="https://oxide-and-friends.transistor.fm/episodes/the-open-weight-revolution-with-simon-willison">Oxide and Friends: The Open Weight Revolution with Simon Willison</a></strong></p> On Monday Bryan Cantrill and Adam Leventhal invited me to join their podcast to talk about the <em>wild</em> week we've had - with Kimi K3 showing open weight models can stand toe-to-toe with proprietary frontier ones, <a href="https://simonwillison.net/2026/Jul/22/openai-cyberattack/">accidental cy

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VentureBeat

Structured AI data pipelines score 10.9 points below free-form code — DataFlow-Harness closes the gap

If you ask an AI coding agent to write a standalone Python script to parse a single JSON file, it will likely give you a perfect answer in seconds. But the same agent often breaks if you ask it to build a systematic data processing pipeline, like ingesting thousands of messy documents, chunking text, scoring quality, and filtering noise for a Retrieval-Augmented Generation (RAG) system that fits your specific enterprise stack. While large language models (LLMs) excel at one-off code generation,

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Structured AI data pipelines score 10.9 points below free-form code — DataFlow-Harness closes the gap
Hacker News: Show HN

Show HN: Baduz – Action Adventure Game Maker

Hi HN — I built a browser-based tool for creating and sharing third-person action-adventure games! Game creation is AI-assisted, but the result is still represented as editable game objects, mechanics, and scripts. The goal is to make iteration more understandable and controllable than vibe coding an entire game. Compared with engines like Unreal, the game maker is intentionally narrow: it focuses on a set of common game mechanics, which makes it much faster to learn and use. I recommend startin

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Simon WillisonLLMs

smevals - a small eval suite for evaluating models, prompts, and harnesses

<p><strong><a href="https://primeradiant.com/blog/2026/smevals.html">smevals - a small eval suite for evaluating models, prompts, and harnesses</a></strong></p> I've been working with Jesse Vincent's <a href="https://primeradiant.com">Prime Radiant</a> applied AI research lab building out this evals framework to help answer questions about the capabilities of different models.</p> <p>The result is <strong><a href="https://github.com/prime-radiant-inc/smevals">smevals</a></strong>, a new tool for

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Unite.AI

OpenAI’s Widened Probe Turns Up More Agent Escapes

OpenAI has found more cases in which its autonomous agents escaped the environments built to contain them, two people familiar with the matter told Reuters in a report published July 31, 2026. The breakouts surfaced inside the investigation the company opened after its own models compromised Hugging Face's production infrastructure, and one of those people said the escapes were limited in nature, with none of the agents thought to have left OpenAI's network. That account tracks what OpenAI has…

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OpenAI’s Widened Probe Turns Up More Agent Escapes
Hacker News Ask

Time for OpenAI and Anthropic to take a leaf from Microsoft's book?

Dear Sam & Dario, please add "AI is for entertainment purposes only" to all output, including your PR announcements of the latest impressive security achievements. Thank you. Comments URL: https://news.ycombinator.com/item?id=49128289 Points: 2 # Comments: 1

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r/MachineLearningResearch

I have trained a model to predict my blood sugar [P]

<table> <tr><td> <a href="https://www.reddit.com/r/MachineLearning/comments/1vc1txc/i_have_trained_a_model_to_predict_my_blood_sugar_p/"> <img src="https://preview.redd.it/v3bputi1cmgh1.png?width=140&height=91&auto=webp&s=5fcaa20e54e37915fc9d5911c43947f4a7ddb940" alt="I have trained a model to predict my blood sugar [P]" title="I have trained a model to predict my blood sugar [P]" /> </a> </td><td> <!-- SC_OFF --><div class="md"><p>It's an encoder-only transformer that consumes past(blood glucos

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I have trained a model to predict my blood sugar [P]
AWS Machine Learning Blog

Announcing the Agentic Catalog Experience in Amazon Quick

Amazon Quick introduces the Agentic Catalog Experience, an AI-powered workflow for data curators to discover upstream catalog assets in natural language and auto-create Datasets and Topics with inherited semantics. Now in preview for AWS Glue Data Catalog and Databricks Unity Catalog.

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Unite.AI

Google Pulls Earth’s AI Image Tool a Day After Launch

Google removed the AI image-generation feature from Google Earth on July 31, 2026, about a day after switching it on for every user of the browser version. The company said it is "rolling back this feature in Google Earth while we work on implementing stronger guardrails." The feature had shipped on July 30, 2026. Bryan Horowitz, a product manager on Google Earth, described it in the launch post as a "create image" button in Earth on the web: zoom to any location, type a prompt, and Nano Banana…

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Google Pulls Earth’s AI Image Tool a Day After Launch
VentureBeat

How is your enterprise tracking AI agent telemetry? Groundcover thinks it should never leave your cloud

The AI agent observability space is taking off — but how can enterprises be sure what observability products and solutions they need? Observability startup groudcover (lower case "g" intentional) announced this week that it raised $100 million in a round led by One Peak, bringing its total funding to $160 million. The company says it has more than 250 paying customers, tripled annual recurring revenue over the past year and is increasingly replacing established observability platforms inside ent

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How is your enterprise tracking AI agent telemetry? Groundcover thinks it should never leave your cloud
The Verge

Google Earth’s AI deepfake tool only lasted one day

Google has shut down Google Earth feature it launched Thursday that allowed users to edit satellite images with text prompts using AI. The tool essentially let users create AI deepfakes of the real world using text prompts; Digital Digging's Henk van Ess, for example, intentionally generated images adding things like refugees near the Mexican border […]

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Google Earth’s AI deepfake tool only lasted one day
Product Hunt — The best new products, every day

AirProof AI

<p> Find the best spot for your air purifier in seconds </p> <p> <a href="https://www.producthunt.com/products/airproof-ai?utm_campaign=producthunt-atom-posts-feed&utm_medium=rss-feed&utm_source=producthunt-atom-posts-feed">Discussion</a> | <a href="https://www.producthunt.com/r/p/1211832?app_id=339">Link</a> </p>

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