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Our position on open-weights models

https://www.anthropic.com/news/position-open-weights-models
654•surprisetalk•7h ago•909 comments

Using an open model feels surprisingly good

https://matthewsaltz.com/blog/using-an-open-model-feels-surprisingly-good/
135•msaltz•2h ago•48 comments

A $500 RL fine-tune of a 9B open model beat frontier models on catalog review

https://fermisense.com/when-machines-take-the-wheel/
77•ilreb•2h ago•23 comments

Benchmarking Opus 5 on SlopCodeBench

https://github.com/humanlayer/advanced-context-engineering-for-coding-agents/blob/main/benchmarki...
205•dhorthy•6h ago•51 comments

RTX 2080 Ti Memory Upgrade to 22 GB

https://gpusolutions.net/rbservices/graphics-card-upgrade/
69•wslh•3d ago•34 comments

Astronauts describe persistent 'observer' sensation after 6 month missions

https://spacedaily.com/sd-v-astronauts-returning-from-six-month-missions-describe-a-persistent-ob...
144•zdw•5h ago•70 comments

Why do we think we understand the world more than we actually do?

https://thedecisionlab.com/biases/the-illusion-of-explanatory-depth
11•rramadass•1h ago•6 comments

Residential Proxies Are a National Security Threat

https://jacob.gold/posts/residential-proxies-are-a-national-security-threat/
47•joshbetz•3h ago•43 comments

EYG: A Programming Language for Humans

https://crowdhailer.me/2026-06-08/a-programming-language-for-humans/
40•crowdhailer•2h ago•16 comments

Watching Go's new garbage collector move through the heap

https://theconsensus.dev/p/2026/07/19/observing-gos-garbage-collector-old-and-new.html
189•matheusmoreira•2d ago•18 comments

DConf 2026 in London

https://dconf.org/2026/index.html
68•teleforce•6h ago•28 comments

C/C++ projects packaged for Zig

https://github.com/allyourcodebase
44•jcbhmr•6h ago•23 comments

Show HN: Yap – OSS on-device voice dictation for macOS with no model to download

https://github.com/FrigadeHQ/yap
37•pancomplex•10h ago•10 comments

The age of token efficiency, the age of libraries

https://golemui.com/blog/the-age-of-token-efficiency/
6•handfuloflight•1h ago•0 comments

Launch HN: Rise Reforming (YC S26) – Turning Waste Gases into Valuable Chemicals

https://www.rise-reforming.com
65•george_rose25•9h ago•30 comments

Why I joined Blacksmith to work on storage again

https://www.blacksmith.sh/blog/why-i-joined-blacksmith-to-work-on-storage-again
9•piobio•3d ago•0 comments

Vehicle Motion Cues

https://support.apple.com/guide/iphone/iphone-comfortably-riding-a-vehicle-iph55564cb22/ios
37•Austin_Conlon•4h ago•18 comments

Three Theses on the Literacy Crisis

https://trevoraleo.substack.com/p/three-theses-on-the-literacy-crisis
33•samclemens•2d ago•27 comments

An Uncomplicated Man

https://www.lrb.co.uk/the-paper/v48/n14/emily-wilson/an-uncomplicated-man
25•andsoitis•2h ago•5 comments

Glue bonds to nonstick surfaces and wipes clean with ethanol

https://cen.acs.org/materials/adhesives/glue-bonds-nonstick-surfaces-wipes-clean/104/web/2026/07
164•gmays•4d ago•93 comments

Self-contained highly-portable Python distributions

https://gregoryszorc.com/docs/python-build-standalone/main/
128•jcbhmr•10h ago•29 comments

Ray tracing massive amounts of animated geometry using tetrahedral cages

https://gpuopen.com/learn/ray-tracing-massive-amounts-animated-geometry/
90•LorenDB•4d ago•11 comments

The Burau representation of the braid group is faithful for n = 4

https://arxiv.org/abs/2607.05283
29•wglb•5h ago•9 comments

Some combinatorial applications of spacefilling curves

https://www2.isye.gatech.edu/~jjb/research/mow/mow.html
31•shraiwi•2d ago•1 comments

A Dying Art: The last of the morticians

https://harpers.org/archive/2026/08/a-dying-art-john-semley-mortuary-sciences-competition/
15•Petiver•4d ago•1 comments

Securing Services with Rootless Containers

https://blog.coderspirit.xyz/blog/2026/07/06/securing-services-with-rootless-containers/
77•speckx•4d ago•25 comments

Netflix employee fired for sharing personal details in retreat trust exercise

https://nypost.com/2026/07/26/us-news/netflix-exec-goes-ballistic-after-being-fired-for-stunning-...
239•softwaredoug•5h ago•188 comments

UpCodes (YC S17) is hiring remote AE's to help make buildings cheaper

https://up.codes/careers?utm_source=HN
1•Old_Thrashbarg•12h ago

Kimi K3 Now Available via Telnyx Inference API

https://telnyx.com/release-notes/kimi-k3-telnyx-inference
35•fionaattelnyx•6h ago•14 comments

A missing underscore sent innocent man to prison for 18 months

https://arstechnica.com/tech-policy/2026/07/police-missed-one-underscore-and-sent-the-wrong-man-t...
222•quantified•7h ago•117 comments
Open in hackernews

A Rust API Inspired by Python, Powered by Serde

https://ohadravid.github.io/posts/2025-05-serde-reflect/
58•lukastyrychtr•1y ago

Comments

ohr•1y ago
(Author here) I needed to do a bit of "reflection" in a Rust crate but didn't want to implement a procedural macro, so I used Serde (which is a (de)serialization crate) instead.

This is also a deep dive into Serde internals - hope you'll like it!

snthpy•1y ago
Yes, great post! Thank you.
dundarious•1y ago
Pardon me, but I prefer the original by 1 million miles.

  let res = raw_api::query("SELECT * FROM Win32_Fan");
  for obj in res {
    if obj.get_attr("ActiveCooling") == Value::Bool(true) {
        if let Value::String(name) = obj.get_attr("Name") {
            if let Value::UI8(speed) = obj.get_attr("DesiredSpeed") {
                println!("Fan `{name}` is running at {speed} RPM");
            }
        }
    }
  }
If actually concerned about the need to know UI8, then create a typedef DesiredSpeedT or similar. This is equivalent to the struct Fan.

Edit: I understand the post is probably more of a playful exercise than anything else, but I really think the original is far far better (smaller, simpler, etc.) and hope that is not lost on people.

ohr•1y ago
That's understandable, but I think it depends on how many different structs like this you have and how many fields you need to work with (for our usecase, we had tens of structs with tens of fields each).

There's also an Alternatives section in the article about other approaches that can achieve similar results, but of course 'do nothing' is also a valid option.

Edit: > If actually concerned about the need to know UI8 ..

Just a small note: even if you don't care about the fact that it's a UI8, you still have to use the correct type. For example, if the field happens to be returned as UI4, this code won't work!

dundarious•1y ago
Right, but isn't the struct definition equivalent in line count and effort compared to some typedefs and perhaps a handful of trivial-to-inspect oneline helper functions?

Regarding the UI8, don't you have to get your version's struct data member type correct to the exact same degree as a typedef in my suggestion?

ohr•1y ago
> don't you have to get your version's struct data member type correct

No, since Serde will happyly fill a `u64` field with any other `u{8,16,32}` value, and even with signed types (as long as the actual value is non-negative) - this is sort of what happens when you deserialize a JSON `[1, 2, 3]` into `[u64]`.

dundarious•1y ago
Yes, but an equivalent to `impl<'de> Deserializer<'de> for ValueDeserializer` handles that. That could be a useful helper.
LtWorf•1y ago
dgacmu•1y ago
This kind of sells the reason not to wrap things behind an object interface, doesn't it?

    for fan in c.query("SELECT * FROM Win32_Fan"):
        if fan.wmi_property("ActiveCooling").value is True:
            print(f"Fan `{fan.wmi_property('Name').value}` is running at {fan.wmi_property('DesiredSpeed').value} RPM")
vs "SELECT Name, DesiredSpeed from Win32_Fan where ActiveCooling"

Obviously, this doesn't matter when you have 5 fans, but in general, you want to push your restrictions as deeply into the query as possible from an optimization standpoint.

ohr•1y ago
In WMI, the fields are lazy loaded when you do a `*` query, but the real crate [does use the same Serde reflection tricks](https://github.com/ohadravid/wmi-rs/blob/main/src/query.rs#L...) to create the correct field list when you query a struct which improves perf a lot!
vlovich123•1y ago
> Obviously, this doesn't matter when you have 5 fans, but in general, you want to push your restrictions as deeply into the query as possible from an optimization standpoint.

Depends where the database lives. If it's an in-process SQLite DB instance, there's no difference & doing this in code is easier to understand than more complicated SQL queries (of course not necessarily in this case but in general). But in all other cases you are correct about efficiency in general (although again other effects can dominate & make it irrelevant).

lnyng•1y ago
Interesting post. We wrote this “below” utility [1] that monitor system metrics similar to atop. We want the ability to collect all metrics into a single object, pass it around and visualize it elsewhere. Naturally we need some way to query into fields or even nested-struct fields. For example, to get the file cache usage of a particular process, we need to go through sample->processes->pid->memory->file cache. To do it ergonomically and also type-safely, we end up using proc macro to generate enums that represent field paths of the structs and then use them to query values of non-struct (leaf) fields. I always wonder if there are simpler ways or existing proc macro derives to safe us the efforts. Maybe I do need to look into serde internals for some inspirations.

[1] https://github.com/facebookincubator/below/blob/main/below/b...

lovasoa•1y ago
In my opinion, the clean way to implement this is with methods instead of attributes for name, desired_speed, etc...
xpe•1y ago
The title is vague in my opinion. What kind of API? What problem does it hope to solve? The article uses querying system data as examples, but after skimming it, I’m not sure why I would care. My comment is also a criticism of the article, since I couldn’t skim in quickly to figure out if I should spend more time on it.
ohr•1y ago
(Author here) Thanks! That's useful feedback.

I also agree - the final article isn't skim-friendly enough, which drives away some readers.

xpe•1y ago
Glad you are open to feedback. My top question is: What kind of people do you want to read this and why?
vlovich123•1y ago
I don't really understand what this offers above diesel.rs which AFAIK is a similar reflection interface except with much more flushed out ORM capabilities (much more complex filtering, joining etc) & support for an assortment of SQL dialects.
VWWHFSfQ•1y ago
> let res: Vec<Fan> = query();

It might feel more natural, and less magical if this used a turbofish instead

    let res = query::<Fan>();

Very neat
throw_a_grenade•1y ago
That's wdat minijinja does internally. As an argument to Template::render() you can give it any struct that implements Deserialize. That's how you can get varying (sic) variables to a single function and even attributes on "objects" processed by tte template.
I wrote typedload in python. Once they show you an API with hundreds of types you appreciate not having to do like that all the time.
dundarious•1y ago
I don't see the issue with just using an equivalent to `impl<'de> Deserializer<'de> for ValueDeserializer` then.
LtWorf•1y ago
There's unions, there's stuff that uses reserved words in the language as field names... You are obviously not familiar with this task.
dundarious•1y ago
The "generic macro over struct definitions" approach is the one that has at least some trouble dealing with these situations, not the "getter function with string argument" approach. I've had to do plenty of json and protocol buffers wrangling (meaningfully different, I know), and versioned packed struct memcpy/reinterpret_cast "parsing" as well.

My point is I don't want to do "this task" at all if "this task" means layering funky auto-generated machinery on top of what is already a perfectly reasonable API.

olalonde•1y ago
Why? It's much more verbose and error prone (e.g. "stringly typed"). Do you never deserialize JSON?
dundarious•1y ago
What's the difference between mistyping in the string here and mistyping in the struct definition? And yes I have.
olalonde•1y ago
You only need to get it right once, and from then on the compiler will catch any mistakes if you use it incorrectly. In contrast, every time you write obj.get_attr("DesiredSpeed"), there's a chance you'll make a typo and the compiler won't warn you about it.