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Hacker News Ask

Ask HN: What verb best describes what a developer does in 2026?

Before agents entered the scene, the answer was obvious: A developer "writes" or "creates" software. While software craftsmen mourned the death of their craft, reality moved on. In February 2025, Andrej Karpathy ingeniously coined the term "vibe coding" (which hit Merriam-Webster as a slang term shortly after) to describe the shift from hand-writing code to steering the agent. But the honeymoon didn't last. Amateurs quickly ruined the vibe when their weekend projects got routinely annihilated up

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Hacker News: Show HN

Show HN: CobaltCode – Dedicated persistent computer for Codex

Hi HN, I'm building CobaltCode, a platform for running coding agents inside persistent development environments. Basically I was fed up with git worktrees and having to run everything locally, usually one at a time so built CobaltCode.ai. Each task gets an separate vm with its own repository checkout, dependencies, running services, agent session, previews, and persistent state. It can also run your app inside the vm so you can preview different features in parallel. You can leave a task, resume

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Hacker News LLMLLMs

LLM Based Education Games Will Be a Big Deal

Article URL: https://resobscura.substack.com/p/llm-based-educational-games-will Comments URL: https://news.ycombinator.com/item?id=49027196 Points: 1 # Comments: 0

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The Guardian AIBusiness

Trump says nearly 200 firms have signed pledge to protect Americans from costs arising from datacenters

<p>‘Ratepayer Protection Pledge’ president has touted is non-binding as people continue to struggle with rising bills</p><p>Donald Trump has announced that about 200 entities have signed on to his non-binding “Ratepayer Protection Pledge”, expanding a voluntary commitment which claims to ensure US consumers will not bear the cost of the AI datacenter build-out.</p><p>Trump delivered remarks on Thursday at the Environmental Protection Agency (EPA) headquarters, alongside Lee Zeldin, the agency’s

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Trump says nearly 200 firms have signed pledge to protect Americans from costs arising from datacenters
Hacker News Ask

Ask HN: Have you noticed an improvement in AI responses with memory disabled?

I use Claude on the $20/mo plan, mainly for research, "rubber duckying," and as an idea soundboard (I was using Fable for this but am now relegated to Opus 4.8 or Sonnet 5), and recently noticed a severe downturn in Opus 4.8 response quality in high-context situations. To attempt to remedy this, I disabled the memory system (now labeled "Legacy" even though to my knowledge there is no replacement). With this setting disabled, aside from the slight tedium of inputting the necessary context each t

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The DecoderBusiness

ChatGPT will give you worse health advice if you don't pay

OpenAI is rolling out "Health in ChatGPT" to U.S. users, connecting Apple Health, medical records, and wellness apps. More than 300 million people already ask ChatGPT health questions every week, but paying users get better answers. The more powerful GPT-5.6 Sol model is reserved for premium subscribers, while free users are stuck with the weaker GPT-5.5 Instant. The article ChatGPT will give you worse health advice if you don't pay appeared first on The Decoder .

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ChatGPT will give you worse health advice if you don't pay
Product HuntTools

ngrok AI Gateway

<p> One private gateway for every AI model </p> <p> <a href="https://www.producthunt.com/products/ngrok-ai-gateway?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/1204933?app_id=339">Link</a> </p>

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Hacker News 最佳

Show HN: Echo – Fable-level results at 1/3 the cost using open-weight models

I’ve been building Echo ( https://echo.tracerml.ai/ ), an experiment in making one AI system out of a pool of open-weight models rather than choosing a single model and using it for every task. It started with a simple experiment. I took a group of models, including GLM-5.2, Kimi K2.7 and others, and ran them on the same evaluations. Then I measured what would happen if, for each problem, you somehow knew in advance which models would be useful and how their outputs should be combined. That hypo

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Machine Learning

GPT-5.5 Scores 10.6% on ActiveVision, Humans Hit 96.1% [R]

<!-- SC_OFF --><div class="md"><p>The interesting finding from a new [arXiv paper](<a href="https://arxiv.org/abs/2607.16165">https://arxiv.org/abs/2607.16165</a>) isn't that a frontier vision model failed a new benchmark, that happens weekly, but the specific shape of the failure and the fact that the models cannot patch it by writing their own code.</p> <p>The benchmark, called ActiveVision, contains 17 tasks across 3 categories designed, in the authors' words, to "force repeated visual percep

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Hacker News LLMLLMs

Frontier-class LLM inference on a laptop CPU

Article URL: https://github.com/arizqi/cpubrrr Comments URL: https://news.ycombinator.com/item?id=49026595 Points: 1 # Comments: 0

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Hacker News Ask

Ask HN: What's SoTA in Agent Memory?

I built a Telegram agent for my partner and I where we can message it photos or descriptions of food we had, and it logs our macros. I wanted to build a "food memory" feature, where I could say something like "had my usual smoothie" and it remembers the macro breakdown of it. Curious on what the best approaches are nowadays for this type of agent memory? Papers, articles, tweets or github links much appreciated! Comments URL: https://news.ycombinator.com/item?id=49026475 Points: 2 # Comments: 0

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The Verge

Claude’s voice mode is now available for Opus and Sonnet

Until now, voice mode has only been available on Claude Haiku, Anthropic's faster but less powerful model. Now the company is making its Opus and Sonnet models available in voice mode, and extending its reach into apps like Gmail, Slack, and Canva. When Anthropic launched voice mode last year, it was primarily focused on delivering […]

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Claude’s voice mode is now available for Opus and Sonnet
The Robot ReportRobotics

Uber co-founder raises $1.7B for new robotics startup ATOMS

Travis Kalanick, the former CEO of Uber, said with ATOMS, he hopes to create physical automation to transform industry. The post Uber co-founder raises $1.7B for new robotics startup ATOMS appeared first on The Robot Report .

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Uber co-founder raises $1.7B for new robotics startup ATOMS
The Robot ReportRobotics

AMD unveils Kria module for real-time control, unified memory for robots

AMD has launched the Ryzen AI Embedded X100 and Kria AI SoM, bringing unified memory and real-time control to challenge NVIDIA in robotics. The post AMD unveils Kria module for real-time control, unified memory for robots appeared first on The Robot Report .

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AMD unveils Kria module for real-time control, unified memory for robots
The Verge

Patreon is laying off 20 percent of workers

Patreon is laying off 20 percent of its workers, or around 93 employees, as reported earlier by 404 Media. In a memo to employees, Patreon CEO Jack Conte writes that the company isn't making these changes "because we believe AI replaces humans," but says AI has "fundamentally transformed the tech industry, including how we work, […]

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Patreon is laying off 20 percent of workers
The DecoderBusiness

Flux 3 generates videos with native audio up to 20 seconds long, a first for Black Forest Labs

Black Forest Labs has released Flux 3, a multimodal foundation model that learns from images, video, and audio and can generate video with native sound for the first time. BFL's own tests put it just ahead of market leader Seedance 2.0, though independent results aren't yet available. The company ultimately wants to build a world model and is already testing Flux 3 on robotics tasks. The article Flux 3 generates videos with native audio up to 20 seconds long, a first for Black Forest Labs appear

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Flux 3 generates videos with native audio up to 20 seconds long, a first for Black Forest Labs
VentureBeat

Black Forest Labs launches FLUX 3 capable of generating images and 20-second video with audio — but in limited release to start

Black Forest Labs (BFL) is expanding its FLUX family beyond image generation with today's launch of FLUX 3 , a multimodal frontier model trained to understand and generate images, or combined audio/video clips up to 20 seconds from a single prompt — and to extend the same underlying architecture to robotic vision and actions. The Freiburg, Germany-based AI lab says FLUX 3 is jointly trained across those modalities rather than assembling separate image, video and audio models behind a common inte

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Black Forest Labs launches FLUX 3 capable of generating images and 20-second video with audio — but in limited release to start
Hacker News Ask

OpenAI API Is Down

It's been down for over 2 hours now and is disrupting my production service. Time to evaluate alternatives, but will they be more reliable? Comments URL: https://news.ycombinator.com/item?id=49025442 Points: 4 # Comments: 3

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Hacker News LLMLLMs

You don't need an LLM to cluster LLM traces

Article URL: https://seldon-ai.com/blog/you-dont-need-an-llm-to-cluster-llm-traces Comments URL: https://news.ycombinator.com/item?id=49025349 Points: 2 # Comments: 0

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Product HuntTools

Ito

<p> AI code review that runs your code </p> <p> <a href="https://www.producthunt.com/products/ito-ai-code-review-that-runs-code?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/1204836?app_id=339">Link</a> </p>

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Hacker News LLMLLMs

In-House LLM Serving at Netflix

Article URL: https://netflixtechblog.com/in-house-llm-serving-at-netflix-a5a8e799ea2c Comments URL: https://news.ycombinator.com/item?id=49025021 Points: 3 # Comments: 0

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VentureBeat

Multi-turn attacks broke AI models 88% of the time — single-turn testing missed it, Cisco AI security lead warns at VB Transform 2026

When Cisco ran 6,986 multi-turn attacks against 15 flagship models , attackers who adapted across the conversation broke through as often as 88.3% of the time. Amy Chang, Cisco's head of AI threat intelligence and security research, brought that finding to the agentic security panel at VB Transform 2026 ; the number should worry anyone still running single-turn red-teaming programs. VentureBeat's June 2026 Pulse survey of 107 enterprise respondents explains why the room was full. More than half,

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Multi-turn attacks broke AI models 88% of the time — single-turn testing missed it, Cisco AI security lead warns at VB Transform 2026
The Verge

Tesla’s robotaxi promises are clashing with reality

In an earnings call yesterday, Tesla CEO Elon Musk did his best to paint a positive portrait of the company's robotaxi program. New cities are being added, more miles are being driven, and more people are experiencing Tesla's unsupervised vehicles. But Musk's typical bullishness seemed to be absent from the call, as the occasional trillionaire […]

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Tesla’s robotaxi promises are clashing with reality
VentureBeat

The AI compute gap: Enterprises are buying infrastructure faster than they can measure what it costs

Across 107 enterprises, AI infrastructure spending is accelerating well ahead of the ability to see or steer its economics. Most organizations run their AI on a familiar base of hyperscalers and model-provider APIs, yet the next dollar is aimed at specialized compute almost none of them use today; a majority intend to switch or add providers within the year, many within a quarter. Buying decisions turn on integration and total cost of ownership rather than headline token price — which is fortuna

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The AI compute gap: Enterprises are buying infrastructure faster than they can measure what it costs
The DecoderBusiness

One tampered ChatGPT link could spawn a rogue AI agent that took orders from an attacker every five minutes

Zenity Labs uncovered "AgentForger," a vulnerability in OpenAI's Agent Builder that let a single manipulated ChatGPT link create an autonomous agent on an employee's behalf. The agent inherited the victim's identity and access rights, bypassed approval requirements through the malicious prompt, and pulled new instructions from the attacker's inbox every five minutes. The article One tampered ChatGPT link could spawn a rogue AI agent that took orders from an attacker every five minutes appeared f

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One tampered ChatGPT link could spawn a rogue AI agent that took orders from an attacker every five minutes