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IEEE Spectrum AIResearch

Pakistani Judges Give Their Verdict on JudgeGPT

Judges around the world have made headlines for illicitly using generative AI in their work. But in Pakistan, a large-scale trial of a specially designed AI tool for judges found the technology—together with appropriate training–boosted the number of cases resolved by 6.3 percent with no obvious drop in the quality of judgments. With a backlog of 2.26 million cases and fewer than two judges per 100,000 people—compared to 22 in the EU and eight in Brazil—Pakistan’s judiciary was in sore need of h

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Pakistani Judges Give Their Verdict on JudgeGPT
The Robot ReportRobotics

DAF Trucks to integrate Einride Driver to scale autonomous electric freight

Einride is integrating its self-driving software with PACCAR unit DAF Trucks and research at TNO to advance safe autonomous trucking. The post DAF Trucks to integrate Einride Driver to scale autonomous electric freight appeared first on The Robot Report .

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DAF Trucks to integrate Einride Driver to scale autonomous electric freight
The Guardian AIBusiness

AI was supposed to destroy jobs. Where’s the carnage?

<p>The AI jobs apocalypse never showed up. Still, jobs are changing and economists expect more to come</p><p>The prediction was stark: <a href="https://www.theguardian.com/technology/artificialintelligenceai">artificial intelligence</a> advancements would wipe out jobs en masse. “Half” of all entry-level white collar jobs would vanish, Anthropic’s CEO, Dario Amodei, said in May 2025. A month later, OpenAI’s CEO, <a href="https://www.theguardian.com/technology/sam-altman">Sam Altman</a>, went fur

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AI was supposed to destroy jobs. Where’s the carnage?
Google Developers

Mastering Edge AI on Raspberry Pi with LiteRT and Gemma

Deploying secure, real-time Edge AI on Raspberry Pi is now simplified using LiteRT and lightweight Gemma open models. LiteRT optimizes CPU and GPU performance, delivering fast token speeds for models like Gemma4, enabling real-time local reasoning for robotics. Developers can quickly convert, quantize, and run these models using the lightweight LiteRT CLI tool. Support for Hailo AI accelerators is also coming very soon.

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Schneier on Security

Prompt Injections for Defense

This seems to work : Researchers from Tracebit on Monday said they found that placing prompt injections alongside passwords, cryptographic keys, and other secrets stored on Amazon Web Services was often all that was needed to shut down attacks from AI hacking agents. The prompts direct the attacking LLM to perform an action forbidden by its guardrails, the safety barriers AI developers erect to prevent it from taking harmful actions. The LLM responds by shutting down. Examples are a prompt that

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WiredBusiness

You’re Thinking About Online Trends All Wrong

From pessimism around dating to AI reshaping culture, cyber-ethnographer Ruby J. Thelot tells WIRED why people are putting too much stock into things that go viral.

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You’re Thinking About Online Trends All Wrong
Product HuntTools

Chiplab

<p> Test firmware on a virtual chip with no hardware needed </p> <p> <a href="https://www.producthunt.com/products/chiplab?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/1221147?app_id=339">Link</a> </p>

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Hacker News: Launches

Launch HN: Discovered Materials (YC P26) – AI agents to discover new materials

Hey HN, we're Advaith and Akash from Discovered Materials ( https://discoveredmaterials.com/ ). We build AI agents that discover new materials for the semiconductor industry. GPUs today have a heat problem. Nvidia & AMD are almost doubling the TDP (Thermal Design Power) in every chip they release - the H100 (released 2022) has a TDP of 700W, Blackwell (2024) gives out 1.2 kW and Rubin (2026) gives out at 2.3 kW of heat. This trend is expected to continue, and getting rid of this heat is one of t

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Hacker News Ask

How do you decide that an agent's output is good enough to stop iterating?

You may know the anegdote of Henry Kissinger. He asked Winston Lord to prepare a document. Each time Winston handed him the document, he asked, “Is this the best you can do?” He finally started to read it only when Winston said "yes". With AI it is easy to work like that, but hard to decide when to stop and we can fall in an infinite loop. Curious to know what your approaches on that point? Comments URL: https://news.ycombinator.com/item?id=49268922 Points: 1 # Comments: 1

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Hacker News Ask

I solved 823 LeetCode problems by age 18. Here is why LeetCode is broken

I’m 18, and I’ve recently solved my 823rd problem on LeetCode with a 430+ day streak. After a year of doing this every single day, I can confidently tell you: LeetCode is a dry platform for micro-optimization, and it has almost nothing to do with real software education. It shouldn't, but it's a problem. The biggest flaw is the learning loop. When you encounter a new architectural or algorithmic concept, you are forced to break your flow. You have to leave the platform, read abstract documentati

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Hacker News Ask

Thesis for AI Recursion

I have created a thesis on AI recursion using AI, and need critiques. Comments URL: https://news.ycombinator.com/item?id=49268808 Points: 1 # Comments: 1

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Vercel Blog

DeepSeek V4 Pro now runs updated weights on AI Gateway

DeepSeek V4 Pro now runs on updated weights on AI Gateway. They are used by default when you call deepseek/deepseek-v4-pro , so existing requests pick them up with no change to the model ID or your code. To use the updated DeepSeek V4 Pro, set model to deepseek/deepseek-v4-pro-0813 in the AI SDK . AI Gateway will route to providers with the new weights: To run V4 Pro in a coding agent, use vercel ai-gateway coding-agents setup to connect your agents to AI Gateway, then select deepseek/deepseek-v

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Hacker News Ask

ChatGPT and Codex desktop apps now support Linux

OpenAI has officially launched the Linux version of the ChatGPT and Codex desktop applications. Comments URL: https://news.ycombinator.com/item?id=49268218 Points: 4 # Comments: 0

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Hacker News 最佳

llama.cpp

Article URL: https://llama.app Comments URL: https://news.ycombinator.com/item?id=49267928 Points: 295 # Comments: 126

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Hacker News Ask

Ask HN: How do you handle uncertain GPU capacity needs months in advance?

If your product has variable or spiky compute requirements, how do you secure capacity when you know you may need a large GPU block in a few weeks or months, but are uncertain about the timing or quantity? The apparent choices are to reserve capacity in advance and risk underutilizing it, or wait and accept price and availability risk in the on-demand market. I’m curious how inference providers, enterprises running fine-tunes or evals, and teams with batch or seasonal workloads handle this in pr

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Hacker News Ask

Ask HN: Could DNA be represented as "an embedding" in an AI model?

Where each Array element is a numerical value that corresponds to the order of TCAG chemicals on the crossbar of the helix of a DNA strand? Has anyone modeled many DNA strands in this way? If it was done, what kinds of problems could we solve using AI - assuming we could model any known DNA, and predict out generations? ----- I guess there are at least a couple options: 1) Model an entire DNA strand as 1 model, with each gene (section of DNA) being a vector. So you'd have, say, a C. elegans mode

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The Verge AIBusiness

Saber denies replacing Rideshare Stimulator’s writers with ChatGPT

After a former lead writer claimed Saber "replaced me with ChatGPT," CEO Matthew Karch now claims, "Neither Saber nor Unigine have replaced any writers with AI," for the Rideshare "Stimulator" game announced last month, developed by Unigine. The writer, Stella Sacco, says differently, however, posting on Bluesky that "I was lead writer on this one! […]

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Saber denies replacing Rideshare Stimulator’s writers with ChatGPT
NVIDIA BlogResearch

NVIDIA AI Factory Compute Is Becoming an Investable Asset Class

We announced partnerships with Apollo, BlackRock, Blackstone, Brookfield, Goldman Sachs and KKR to establish independent financing platforms designed to mobilize over $500 billion of third-party capital to support the buildout of AI infrastructure over time. This is a major milestone for NVIDIA and the AI industry. We have moved from an era in which companies […]

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Vercel Blog

Exa web search free through August 31 on AI Gateway and eve

Exa web search is now free on AI Gateway through August 31, and it's now the default web search for eve agents. The tool works with any AI Gateway model, with no separate Exa API key. When the model calls it, AI Gateway routes the request to Exa's Search API, returning web results and extracted page content with support for domain filters, date filters, and token-efficient excerpts. The built-in web_search tool in eve now uses Exa by default when the model is served through AI Gateway. See other

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Vercel Blog

Building a software factory for AI SDK

The AI SDK is one of the most popular open-source AI projects in the world. It serves over 20 million npm downloads a week and the repo has over 26,000 stars. Maintaining the codebase means tracking four moving targets at once: Model providers: new providers, new capabilities, and new bugs UI frameworks: bindings for React, Next.js, Svelte, Vue, and others Sandboxes: the execution environments agents run code in Harnesses: adapters for Codex, Claude Code, Pi, and others After multiple years of g

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Vercel Blog

Grok 4.6 now available on AI Gateway

Grok 4.6 from SpaceXAI is now available on AI Gateway . The model has a 500K token context window and accepts text and image inputs. Grok 4.6 supports low, medium, high, and xhigh reasoning levels and defaults to high. To use Grok 4.6, set model to xai/grok-4.6 in the AI SDK : To use it in a coding agent , run vercel ai-gateway coding-agents setup to connect Claude Code, Codex, OpenCode, or Pi, then select xai/grok-4.6 inside the agent. To try Grok 4.5 with no code, try the model in the model pl

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Artificial Intelligence News — Newsletter on Deep Learning & AI

AI Weekly Issue #521: The frontier just split into three markets

Frontier AI is no longer one market with one scoreboard. This week's release wave exposed a contest between three kinds of leverage: controlling access to intelligence, owning the model outright, and deciding which model receives each job. That changes what winning means. The lab with the highest benchmark score may not control deployment. The model installed most widely may not collect the most revenue. And the most powerful company may be the intermediary quietly directing demand. This issue f

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Grab Tech

Grab Bench: Evaluating AI on Grab-shaped production work

<h2 id="introduction">Introduction</h2> <p>What worried us wasn’t the hallucination, it was the subtle plausibility. Answers an engineer could easily read past and accept: a right-looking Structured Query Language (SQL) query, a plausible tool call, an innocent profile update, or a patch that satisfied the surface tests.</p> <p>When we analyzed the row-level failures, a clear pattern emerged:</p> <ul> <li>SQL generation: kept the query shape but changed the underlying metric.</li> <li>Tool calli

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Vercel Blog

Set up coding agents in one command with AI Gateway

Using coding agents means setting up multiple accounts, provisioning API keys, and scattering observability and billing. Now, you can route them through AI Gateway to centralize all of this and add controls, with set up in one command: Any of 200+ models in any agent , including models the agent has no native support for. The gateway routes the request to whichever model you picked, with automatic fallbacks. One dashboard for agent traffic : spend, performance, tokens and more, across the models

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