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Show HN: Ami – A local, open-source agent that does your busywork across apps

https://github.com/NanoNets/ami

Hey everybody, sharing Ami on HN today.Ami is an open source, local-first agent harness that acts as your shadow worker and copilot chat. It ships with a graph memory.Here's what Ami does on its own -- connects to apps, data, repositories, tools with your personal tokens- Learns how you do tasks (execution style, decisions, anti-patterns)- Learns how you communicate (external and internal)-...

( Read More... | 1 comment | 5 points | on HN )
thanks a lot, much appreciated
Re:It's weird to have a skull full of poison on Wednesday March 11, 2026 @12:03PM (#47337368)
Yeah, pretty accurate description of how depression looks.

I'm reminded of Lars von Trier's Melancholia. I don't recommend it to anyone but it's the best, most visceral portrayal of the condition I have found in any medium. Watching it was strangely cathartic.

Re:Nano-vLLM: How a vLLM-style inference engine works on Monday February 02, 2026 @02:36PM (#46860227)
Shameless plug for my structured LLM outputs handbook which is written in a similar spirit: https://nanonets.com/cookbooks/structured-llm-outputs/
Re:Ask HN: Best device for reading and light writing? on Sunday February 01, 2026 @12:22PM (#46847669)
Thanks for sharing, appreciate it.

Would you say it is convenient to use it for writing, say, 500 words at a go?

Ask HN: Best device for reading and light writing?

I want an e-ink display to read books and write my random musings, journal entries, notes.I'll be able to make good use of it, so I am willing to pay for quality.Audiobooks support and a browser for reading HN/blogs would be nice to have, but they aren't strict requirements at all.People seem to like the display on Kobo Libra Color, but I am not sure about the writing experience.Any...

( Read More... | 4 comments | on HN )
Re:The Film Students Who Can No Longer Sit Through Films on Saturday January 31, 2026 @07:09PM (#46842234)
> And really, really boring and slow a lot of the time

If you only watch the story-driven scenes in Lawrence of Arabia, and skip the prolonged shots of the desert, you would miss out feeling the same vastness and heat Lawrence is feeling.

There is a limit to how much a film can make you think or feel. Films that reach the highest limits need "boring" voids in-between the primary scenes. These voids are not to ingest more, but to help digest what has been ingested in previous scenes, with subliminal scenes and silence that let the right thoughts and feelings grow.

Re:The Film Students Who Can No Longer Sit Through Films on Saturday January 31, 2026 @12:55PM (#46838906)
The word you are looking for, if you are looking for one, is declinism.
Re:The Film Students Who Can No Longer Sit Through Films on Saturday January 31, 2026 @12:28PM (#46838657)
We traded books for films, and now films for short videos, always moving towards what is easier to enjoy.

Quite a while ago, books became a taste that needs to be patiently acquired. Someone starting to read today is more likely to develop the taste by gradually easing into books that demand more and more. Say maybe Huxley -> Camus -> Wilde -> Dostoevsky.

Now that short clips are here, the same has happened to films. The uninitiated need to sit through Scorsese, Hitchcock, Wilder, Kubrick, Altman before attempting Fellini, Antonioni, Tarkovsky, Ozu, Resnais.

And by the way, someone who is naturally inclined to love films (or books) won't be affected, even today. Am I wrong? The way they are described here, I would crush these film students.

Re:Calculus by L.V. Tarasov: A Socratic Dialogue (1982) [pdf] on Tuesday January 20, 2026 @04:16PM (#46697857)
This is my all-time favorite mathematics book. You learn calculus through a series of fictional conversations between a teacher and a student.

It is easy to read, yet I remember it gave me an odd visceral sense of what calculus is (or maybe I just thought it did).

I am reading it again.

Re:Dead Internet Theory on Monday January 19, 2026 @10:13AM (#46679878)
You are absolutely right — Let me know if you want to read my personal anecdote on "Dead Internet Theory"...

Yeah, I especially hate how paranoid everyone is (but rightly so). I am constantly suspicious of others' perfectly original work being AI, and others are constantly suspicious of my work being AI.

Re:LLM Structured Outputs Handbook on Saturday January 17, 2026 @03:01PM (#46661494)
There's no advantage wrt output quality, but it can be more economical in some high-error regimes, with less LLM calls used in resampling (max 2 for most errors).
Re:LLM Structured Outputs Handbook on Saturday January 17, 2026 @10:27AM (#46658785)
We used Docusaurus.
Re:LLM Structured Outputs Handbook on Saturday January 17, 2026 @06:43AM (#46657256)
One of the authors here. I've read the paper. Brilliant work, especially the slicing implementation for denser token masks.
Re:LLM Structured Outputs Handbook on Saturday January 17, 2026 @06:08AM (#46657079)
> Increasing context length by complaining about schema errors is almost always worse from an end quality perspective than just retrying till the schema passes.

Another way to do this is to use a hybrid approach. You perform unconstrained generation first, and then constrained generation on the failures.

Aaron Swartz died 13 years ago today

Context for the uninitiated or younger HN audience:Aaron Swartz was a programmer and an internet freedom activist. He co-authored the RSS spec at age 14, and helped build Reddit, Creative Commons, Markdown syntax, Open Library, and more. But he was much more than the sum of his outstanding code contributions. He believed public information hidden behind unreasonable paywalls should be free, and...

( Read More... | 6 comments | 41 points | on HN )

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