Show HN: Kastor – Terraform-style specs for AI agents
Article URL: https://github.com/weirdGuy/kastor Comments URL: https://news.ycombinator.com/item?id=48833183 Points: 10 # Comments: 8
Article URL: https://github.com/weirdGuy/kastor Comments URL: https://news.ycombinator.com/item?id=48833183 Points: 10 # Comments: 8
Article URL: https://github.com/southwind-ai/soup Comments URL: https://news.ycombinator.com/item?id=48833179 Points: 2 # Comments: 0
FIFA is investigating alleged racist abuse directed at iShowSpeed during a World Cup livestream at Argentina vs. Cape Verde.

Article URL: https://isyoursitereadyforai.com Comments URL: https://news.ycombinator.com/item?id=48833113 Points: 1 # Comments: 0
My company's Github Copilot plans have much higher usage limits than Claude Code. Wondering how to leverage Claude Code's harness and copilot's cheap tokens. Any idea? Comments URL: https://news.ycombinator.com/item?id=48832989 Points: 1 # Comments: 0
Gmail's AI failed at a nuanced research task, but Claude Cowork found the right pitches, quotes, and permissions, proving connected AI assistants may finally help tackle some aspects of email overload.
AI coding assistants have a habit of making things up. Ask one to fetch a popular tool, and it will sometimes hand back a real-sounding name for a project that does not exist. New research, which its authors call HalluSquatting, turns that habit into an attack: work out the fake names an AI reliably invents, register them first, and wait for the assistant to fetch your trap on a user's

<pre style='white-space:pre-wrap;width:81ex'>fix(skills): correct invalid install kinds in xurl and github [AI] (#102158) * fix(xurl): use install kind "node" instead of invalid "npm" [AI] The xurl skill's second installer declares kind "npm", which is not a valid install kind. The installer switches on spec.kind with cases for brew/node/go/uv/download and a default of "unsupported installer", so the entry is dropped -- `openclaw skills info xurl` only offers the brew option, leaving no install
<p>The coding agents got good at layout. Ask Cursor, Claude Code, or Lovable for a pricing card and you get a recognisable, mostly-correct row of features with a button on the bottom — in about three seconds. The thing they're not good at is the part underneath: which blue, how much spacing, which grey for borders, what radius pairs with what shadow. They pick from an infinite palette and they pick badly.</p> <p>A constrained token set is the cheapest, most reliable guardrail you can put in fron
Article URL: https://www.cnbc.com/2026/07/08/chinese-ai-models-probe-us-lawmakers.html Comments URL: https://news.ycombinator.com/item?id=48832939 Points: 1 # Comments: 0
Finds patterns in your coding sessions for things that should go into the context and suggests what you should add to the context (AGENTS.md and other in-repo docs). Has human in the loop so you can review before changes are made. Comments URL: https://news.ycombinator.com/item?id=48832901 Points: 1 # Comments: 0
<div class="ltag__link--embedded"> <div class="crayons-story "> <a href="https://dev.to/link2twenty/a-pragmatic-look-at-ai-in-2030-3n6h" class="crayons-story__hidden-navigation-link">A Pragmatic Look at AI in 2030</a> <div class="crayons-story__body crayons-story__body-full_post"> <div class="crayons-story__top"> <div class="crayons-story__meta"> <div class="crayons-story__author-pic"> <a href="/link2twenty" class="crayons-avatar crayons-avatar--l "> <img src="https://media2.dev.to/dynamic/image
ENCY Software and Stäubli Robotics have signed a global agreement to make robot programming more intuitive, faster, and more accessible. The post ENCY Software and Stäubli Robotics partner to simplify robot programming appeared first on The Robot Report .

<p>Google has released Gemma 2, the next version of its open model family, in 9B and 27B parameter sizes. While the performance improvements are notable, with the 27B model offering a competitive alternative to models more than twice its size, the more interesting story for builders is the set of architectural changes under the hood. These modifications directly impact inference efficiency and change the calculus for fine-tuning on custom tasks.</p> <h2> what is gemma 2? </h2> <p>Gemma 2 is a fa
<p>WordPress 7.0, codenamed <strong>"Armstrong,"</strong> was officially released on <strong>May 20, 2026</strong>. This release focuses on improving publishing workflows, enhancing the editing experience, expanding AI infrastructure, and providing new tools for developers while maintaining WordPress's commitment to performance, accessibility, and extensibility.</p> <h2> AI Infrastructure in WordPress Core </h2> <p>One of the biggest additions in WordPress 7.0 is the introduction of foundational
<p>I am in no way an AI researcher or a machine learning expert. I am, however, a full stack web developer working on the practical side of shipping code and maintaining infrastructure. From that perspective, this is where I suspect the industry is heading over the next few years.</p> <p>Much of the recent progress in AI has been driven by raw scale: massive clusters, ballooning parameter counts and a race toward artificial general intelligence. But if we look past the marketing hype and venture
<pre style='white-space:pre-wrap;width:81ex'>feat(release): preflight all extended-stable npm packages (#101757) * feat(release): preflight all extended-stable npm packages * fix(release): install packed ai runtime in smoke * fix(release): install sibling tarballs before core * fix(release): verify unpublished tarballs locally * fix(release): declare local preflight dependencies * fix(release): pack workspace dependencies for smoke * fix(release): accept pnpm pack artifact path * fix(release): s
<p>They suck up energy and water, and blast out heat. Just who is better off from all this investment – aside from tech bros?</p><p>The two great existential threats of our time – the climate crisis and AI – come hurtling together in the explosion of datacentres across Australia and around the world.</p><p>You can hardly avoid hearing about them these days, either with awed reverence of the promised benefits to humankind or with fear and anger given the implications for the climate, inflation, j

NVIDIA Nemotron 3 Ultra is offering leading performance at lower cost than top closed models with the largest and most widely adopted AI agent orchestration platform. LangChain tuned its Deep Agents harness for NVIDIA Nemotron 3 Ultra, achieving the highest accuracy among open models, while completing more tasks at higher throughput and running at 10x […]

<p><em>This is the meta post — the one that ties together everything from this series into a single, copy-pasteable setup guide. Each tool has install commands, each step says why it matters.</em></p> <p>I wrote this because I'm lazy. Turns out that's a quality in a developer. I want to bookmark this, point an agent at it on a new system, and have it set everything up. I'll spend a day debugging things that will save me ten minutes every day from then on. Fix and forget. Automate myself out of t
Vermilion Cliffs Ventures announced Wednesday the close of a $25 million Fund II.
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What if you had a drone that wasn't a buzzy, annoying fly people wanted to swat - but rather a cute dog that runs and jumps? What if it could do tricks on command, and film your tricks as well? What if it could get right back up after a nasty-looking crash, dozens of times […]

Map AI value, design workflows, redefine talent, upgrade the executive team, and measure the business impact. The post Redesign Work Before You Add More AI Agents appeared first on Towards Data Science .
Agentic systems often face a trade-off between accuracy and cost. The highest-performing proprietary frontier models and harnesses provide top accuracy but are...

Article URL: https://abralo.com/ Comments URL: https://news.ycombinator.com/item?id=48832797 Points: 1 # Comments: 1
Article URL: https://github.com/tibzejoker/brAIn Comments URL: https://news.ycombinator.com/item?id=48832740 Points: 1 # Comments: 0
Roborock took its flagship robot vacuum and really improved it, while keeping the same price. Here's how.
Google Deepmind is adding four new features to Managed Agents in the Gemini API. Agents can now run asynchronously in the background, connect directly to remote MCP servers, use custom functions alongside sandbox tools, and refresh credentials without losing state. The article Google Deepmind adds background execution and MCP support to Gemini API managed agents appeared first on The Decoder .
Article URL: https://github.com/mpashka/llm-wiki-tags Comments URL: https://news.ycombinator.com/item?id=48832670 Points: 1 # Comments: 0
Discord accidentally banned several thousand users who posted totally innocuous images, thanks to AI moderation.

As of July 8, get the Dreame L60 Ultra robot vacuum and mop for $130 off at Amazon.

Your identity stack was built for two kinds of actor. Agents are a third. An engineer ships an agent to production this week. It needs to call an internal API, so it uses the key already sitting in the engineer’s environment. The agent runs. It also now holds every permission that engineer holds. That is... The post Your identity stack was built for two kinds of actor. Agents are a third. appeared first on DataRobot .

Article URL: https://parchmint.app Comments URL: https://news.ycombinator.com/item?id=48832387 Points: 1 # Comments: 0
I’ve recently been doing a lot of reading about provenance tracking, content authenticity, and AI model training policy enforcement and started working on PACT in an attempt to address some of the issues I saw. PACT is an open-source toolkit for signing content claims, attaching machine-readable policy metadata to files, and verifying those claims against a hosted trust registry. The initial use case is AI-training policy/provenance: for example, letting a content creator publish a signed “no co
Article URL: https://github.com/engramma-ai/engramma-memory Comments URL: https://news.ycombinator.com/item?id=48832313 Points: 1 # Comments: 0
GAAIA is the best federal frontier AI safety framework yet proposed, but its sweeping preemption of state AI laws makes it net-negative as written.
Article URL: https://clinicsflows.com Comments URL: https://news.ycombinator.com/item?id=48832231 Points: 1 # Comments: 0
Hi I’m Marco, co-founder of Exmergo. Me and my team created Dex to help Analytics Engineers do real work with Claude Code (and any other coding agent). We’ve found that Data and Analytics teams are stuck between a rock and a hard place cost-wise: - On one side, they are using some of the most expensive consumption-billed software on the planet (Snowflake, Databricks etc.). - On the other side, Anthropic and Open AI want you to tokenmax (and with data analytics it’s very easy to burn your context