After a brief slump, iRobot announced 5 new Roombas and a wet dry vacuum. Is it redemption arc time?
No, iRobot didn't go out of business after bankruptcy. On July 7, iRobot announced five new Roomba robot vacuums and a cordless mop.

No, iRobot didn't go out of business after bankruptcy. On July 7, iRobot announced five new Roomba robot vacuums and a cordless mop.

Article URL: https://fenzo.ai/ Comments URL: https://news.ycombinator.com/item?id=48821776 Points: 1 # Comments: 0
The Y Combinator-backed company started a vibe-coding platform and later built an agent-creation product.
Article URL: https://blog.zksecurity.xyz/posts/circl-bugs/ Comments URL: https://news.ycombinator.com/item?id=48821749 Points: 42 # Comments: 5
I am building a website and want to connect it with its subdomains so that when one user login to main domain he is automatically logged in to all subdomains and when some user logsout it happens in all websites. I tried using Auth0 but after all the efforts I put in it, it still doesn't do what I wants like I tried creating acount on main domain so it should have created on subdomain but no it is not then I tried asking gpt and it is as dumb as a donkey so I need professional advices. Comments
Microsoft is replacing AI models from OpenAI and Anthropic with its own MAI models in products like Excel and Outlook. Tens of thousands of queries per week already run through them. AI chief Mustafa Suleyman wants to "ultimately eliminate" the cost of external models. For Copilot customers, that could mean less performance for the same price. The article Copilot goes cheap as Microsoft phases out OpenAI and Anthropic models to cut costs appeared first on The Decoder .

Looks like we are at the end of the Fable-level model at subscription pricing. It will be double the cost at paid-per-token usage. I’m counting on the other models to compete now at the subscription level and I need my harness to be agnostic. What do you use? Comments URL: https://news.ycombinator.com/item?id=48821642 Points: 2 # Comments: 0
With ChatGPT Finances, I can see all my money, investments, and debts in one place - and I can ask AI what it all means.
Article URL: https://github.com/kklimuk/docx-cli Comments URL: https://news.ycombinator.com/item?id=48821500 Points: 2 # Comments: 1
Made sure that agents particularly enjoy using it. Skills, installation wizard, everything included. Comments URL: https://news.ycombinator.com/item?id=48821418 Points: 1 # Comments: 0
See https://support.claude.com/en/articles/15424964-claude-fable-5-promotional-access Comments URL: https://news.ycombinator.com/item?id=48821307 Points: 13 # Comments: 2
Hi HN, Earlier this year we decided to replace a number of our internal systems with agent-first alternatives. We couldn't find anything that worked well as a CRM. After several unsuccessful attempts to model the problem with markdown files and SQLite databases, we realised there was more to it than putting an agent on top of a database. We didn't want to build another dashboard, pipeline view, or data-entry tool. Instead, we wanted the CRM to be something agents can operate directly to create l
RNGD accelerators land in Equinix's Lisbon DCs
Cohere has released Transcribe Arabic, an open-source model for Arabic speech recognition that the company says outperforms Whisper and OmniASR on dialects, code-switching, and bilingual Arabic-English speech. The 2-billion-parameter model is available on Hugging Face under the Apache 2.0 license. The article Cohere Transcribe Arabic is an open-source model built for Arabic's toughest transcription problems appeared first on The Decoder .
While the auto industry wrings its hands over the electric vehicle market, sweating details like aerodynamic efficiency and range anxiety, a new EV startup based in Lisbon, Portugal, is zagging in a different direction. Amble's new electric buggy won't impress anyone with its 0-60 time or its self-driving features (it has none). Instead, it takes […]

<pre style='white-space:pre-wrap;width:81ex'>fix(gateway): bound all-agent usage cache concurrency (#101589) * fix(gateway): bound all-agent usage.cost concurrency to prevent SQLite starvation Replace raw Promise.all in loadAllAgentCostUsageSummary with runTasksWithConcurrency (limit=12), matching the sibling sessions.usage pattern. Unbounded concurrent usage-cost cache reads saturated the SQLite connection pool for deployments with 100+ agents, causing SQLITE_BUSY timeouts or gateway memory cra
Starting Tuesday, Anthropic's Claude Cowork AI platform will be available on mobile and web for the first time. The expanded access is rolling out first to Max subscribers and coming to Claude users on other plans "in the coming weeks." Claude Cowork was previously only accessible through the Claude desktop app for macOS and Windows, […]

https://xcancel.com/claudeai/status/2074548242386178258 Comments URL: https://news.ycombinator.com/item?id=48821102 Points: 152 # Comments: 163
I found that AI tools are generating excellent HTML documents nowadays, yet there's no easy way to show them to others. Yes, there's GitHub pages - but I don't know if it is user-friendly for non-technical people. This app allows you to keep your HTML file in your Google Drive and serve it from there. Feedback is most welcome. Comments URL: https://news.ycombinator.com/item?id=48821052 Points: 3 # Comments: 0
Hi everyone, I'm Andrios, founder of hoop.dev (YC W21). 2 weeks ago, I told our eng team they could spend 20% of their week on side projects. The result: They came out with 3 open source projects. Tools we're using ourselves. Fence is the first one. It prevents an agent, confused or poorly prompted, to execute a catastrophic command before it happens. This could be 'rm -rf~’, ‘rm -fr~’ or even ‘sudo rm -rf $HOME’. It’s different from a denylist, because it reads the intention, not only the strin
The market where nobody finds each other, the hottest market for AI-related positions, tough for engineering leaders, and more. Based on details from 50+ hiring managers & job seekers

A USAF cadet and a Lincoln Laboratory researcher found AI chatbots can help nontechnical service members produce viable software applications for their unique problems.

Educational tool for understanding AI agents. Code: https://github.com/douvy/how-agents-think Comments URL: https://news.ycombinator.com/item?id=48820732 Points: 1 # Comments: 0
Article URL: https://www.devashish.me/p/owning-inference-qwen36-on-dgx-spark Comments URL: https://news.ycombinator.com/item?id=48820677 Points: 1 # Comments: 1
Your traces already know how your agent fails. traceval turns them into the test suite you never wrote. Comments URL: https://news.ycombinator.com/item?id=48820618 Points: 2 # Comments: 0
In this post, we walk through how multi-dataset Topics work, explain how the chat agent uses defined relationships to generate cross-dataset queries, and demonstrate an end-to-end implementation using a retail analytics scenario in Quick Sight.
As more teams move from humanoid robot bring-up to task-specific skill development, the need for repeatable development workflows is growing. Building humanoids...

Article URL: https://aidekin.com/ Comments URL: https://news.ycombinator.com/item?id=48820583 Points: 1 # Comments: 0
As of July 7, save $500 on the iRobot Roomba 505X robot vacuum and mop at Amazon.

Tools execute code.

Anthropic is rolling out its AI agent Claude Cowork to mobile and web. Until now, the feature was limited to the desktop app. The agent keeps working in the background even when the laptop is closed and pings users on their phone when it needs a decision. The move blurs the line between Chat and Cowork even further. The article Anthropic's Claude Cowork AI agent is now available on mobile and web appeared first on The Decoder .
I thought humanizing AI writing was straightforward. Just delete the em dashes, adjust the tone, and remove a few obvious words. However, as I "delved" into research on AI versus human writing, I discovered there was way more to it! Factors like sentence rhythm, repetition, hedge words, paragraph structure, punctuation habits, synonym cycling, and the "helpful assistant" voice reveal distinct patterns. If you use AI for writing, I’d love your take! The project is open source. Feedback, issues, i
I tested the best robot vacuums from brands like Ecovacs, Roborock, Mova, and more in lab and home settings - here are the top ones.
Industrial machinery generates more alarms than technicians can triage. For each important alarm requiring follow-up, the technician pulls historical context,...

Spectrum is one of the most valuable assets in wireless communications. Over the last 30 years, telecom operators in the US have spent more than $240B to...

Most token-saving tools focus on input tokens, but output tokens are usually priced higher, and edit-heavy agent sessions waste a lot of them on a specific pattern: to safely edit a file, the agent has to output the old code block plus the new code block, just so the harness can match and swap it in. That's safe (content-based matching means line drift doesn't cause a bad edit), but it means half the tokens going out are just the agent restating content it already read. Plain line-range edits ("
This post walks through building a serverless image editor where users upload a photo, describe an edit in plain English, and receive the result in seconds. The agent runs on AgentCore harness without custom orchestration code. We deploy the full solution, including authentication, encrypted storage, three image editing tools, and a React frontend, with a single deployment command. The infrastructure is defined using AWS Cloud Development Kit (AWS CDK).
Implementing a data and model monitoring solution is necessary to maintain prediction accuracy and help achieve the best outcome for your machine learning use case. This post shows how you can use open source Evidently together with Amazon SageMaker AI to generate monitoring reports, organize and compare the results in MLflow, scale through pipelines, and trigger drift notifications.
In this post, you build an AWS Support Companion using Amazon Bedrock AgentCore. The agent uses Strands Agents as the orchestration framework and connects to AWS services through the Model Context Protocol (MCP). By the end, you have a working agent that can analyze CloudWatch logs, search AWS documentation, query community knowledge from AWS re:Post, and create support cases, all from a single conversational interface. The solution deploys with a single script using AWS CloudFormation and inclu