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Article URL: https://www.universetoday.com/articles/astronomers-using-meerkat-spot-a-cosmic-laser-halfway-across-the-universe

Comments URL: https://news.ycombinator.com/item?id=47284689

Points: 2

# Comments: 0

Article URL: https://www.nbcnews.com/politics/white-house/trump-privately-shown-serious-interest-us-ground-troops-iran-rcna262176

Comments URL: https://news.ycombinator.com/item?id=47284678

Points: 4

# Comments: 2

Article URL: https://arxiv.org/abs/2603.01896

Comments URL: https://news.ycombinator.com/item?id=47284670

Points: 1

# Comments: 0

Hi HN,

I’ve been experimenting with running small language models directly on mobile devices and built a small Android app called EdgeDox.

The idea was to make document AI usable without sending files to a cloud service. Many existing tools require uploading PDFs or documents to a server, which can be a privacy concern.

EdgeDox runs a lightweight language model (Qwen3.5-0.8B) locally on the device so documents stay on the phone.

Current features:

• Ask questions about PDFs • Document summarization • Extract key points from long documents • Works completely offline • No accounts or server processing

The model runs locally using mobile inference (MNN). I'm experimenting with quantized models and other optimizations to keep memory usage and latency reasonable on mid-range Android devices.

Some challenges so far:

• balancing context size with mobile memory limits • improving response latency on CPU-only devices • reducing model load time

The project is still in early beta, and I’m mainly looking for feedback from people experimenting with on-device AI or mobile inference.

Play Store: https://play.google.com/store/apps/details?id=io.cyberfly.ed...

Comments URL: https://news.ycombinator.com/item?id=47284668

Points: 1

# Comments: 0

Article URL: https://www.gamingonlinux.com/2026/03/ea-javelin-anticheat-job-listing-mentions-future-support-for-linux-and-proton/

Comments URL: https://news.ycombinator.com/item?id=47284621

Points: 2

# Comments: 1

AI agents are increasingly performing automated web research — browsing pages, following links, and sometimes clicking results as part of information gathering.

There's a small but potentially significant side effect: these systems can end up clicking paid advertisements.

Most online advertising runs on a pay-per-click (PPC) model. When a human clicks an ad, there's at least some level of commercial intent. When an AI agent clicks an ad during automated research, there's zero purchase intent — but the advertiser may still be charged.

At the individual level this is negligible. But AI agents are beginning to operate at scale — millions of automated queries. The cumulative effect on advertisers, particularly small businesses with tight budgets, could become meaningful.

This raises a few questions:

1. Should AI agents avoid clicking sponsored/promoted results by default? 2. Should browsers and agent frameworks detect labels like "Sponsored," "Promoted," or "Ad" and skip those results unless explicitly opted in?

Secondary effects worth considering: unintended ad spend for advertisers, distortion of click-through analytics, and reduced research quality (ad placement reflects budget more than relevance).

The web's ad-funded model depends on clicks having some commercial signal. If AI agents start generating ad clicks at scale with no purchase intent, it could quietly distort that ecosystem.

Curious how engineers and AI developers here think about this — both from an agent design standpoint and from the web economics angle.

Comments URL: https://news.ycombinator.com/item?id=47284593

Points: 2

# Comments: 2

Article URL: https://serd.es/2026/03/06/TCXO-failure-analysis.html

Comments URL: https://news.ycombinator.com/item?id=47284587

Points: 1

# Comments: 0

Article URL: https://readeck.org/en/blog/202602-readeck-22/

Comments URL: https://news.ycombinator.com/item?id=47284497

Points: 1

# Comments: 0

Article URL: https://lambdaland.org/posts/2024-07-15_type_tailoring/

Comments URL: https://news.ycombinator.com/item?id=47284493

Points: 1

# Comments: 0

Article URL: https://www.theverge.com/ai-artificial-intelligence/890921/grammarly-ai-expert-reviews

Comments URL: https://news.ycombinator.com/item?id=47284492

Points: 2

# Comments: 0

Article URL: https://old.reddit.com/r/cpp/comments/1rjld1s/i_compiled_a_list_of_6_reasons_why_you_should_be/

Comments URL: https://news.ycombinator.com/item?id=47284486

Points: 1

# Comments: 0

Article URL: https://mars.nfiles.top/

Comments URL: https://news.ycombinator.com/item?id=47284476

Points: 1

# Comments: 0

Been thinking about this question more and more in the context of AI automation. A lot of SWE (apart from design and org politics) is just chaining calls to APIs.

Analysis is just calling APIs to get data. We use that to drive a decision and then we write code and use APIs to deploy it. We close the loops with the same data/metric APIs to verify our code achieved an outcome.

I wonder if this is why SWE seems so susceptible to automation - LLMs are great at chaining together calls to APIs.

Just a thought - I know there's a lot of diversity in SWE and this may not apply everywhere. I can think of holes in this line of reasoning (ex. we make decisions about the product during this process) but want to hear others' opinions.

Comments URL: https://news.ycombinator.com/item?id=47284463

Points: 1

# Comments: 3

Article URL: https://arobenko.github.io/bare_metal_cpp/#_abstract_classes

Comments URL: https://news.ycombinator.com/item?id=47284461

Points: 1

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Article URL: https://westbayberry.com/

Comments URL: https://news.ycombinator.com/item?id=47284458

Points: 1

# Comments: 1

Am I the only one not able to access my Claude.ai account for the past few days because their email sending provider is no longer working for certain email domains?

Comments URL: https://news.ycombinator.com/item?id=47284453

Points: 1

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Article URL: https://huggingface.co/sarvamai/sarvam-105b

Comments URL: https://news.ycombinator.com/item?id=47284442

Points: 1

# Comments: 0

Article URL: https://www.youtube.com/watch?v=hDn8-fK3XaU

Comments URL: https://news.ycombinator.com/item?id=47284441

Points: 1

# Comments: 0

Article URL: https://github.com/fugue-labs/gollem

Comments URL: https://news.ycombinator.com/item?id=47284396

Points: 1

# Comments: 2

Article URL: https://www.ktvu.com/news/man-stabbed-back-sfs-chinatown-suspect-arrested

Comments URL: https://news.ycombinator.com/item?id=47284375

Points: 1

# Comments: 0