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Show HN: AI codebase analyser and auto-fixer

https://www.getdebug.dev/blog/python-ai-app-prefilters
1•nutifafa•39s ago•0 comments

Supergun affair

https://en.wikipedia.org/wiki/Supergun_affair
1•networked•1m ago•0 comments

Data-Parallel Thinking (2024) [pdf]

https://gfxcourses.stanford.edu/cs149/fall24content/media/dataparallel/08_dataparallel_uvO76Qr.pdf
1•tosh•3m ago•0 comments

Ask HN: Is neuromorphic computing going to replace traditional AI?

1•lennart-rth•3m ago•0 comments

EU grants US request to restrict satellite images of Iran War region

https://arstechnica.com/space/2026/07/european-union-grants-us-request-to-restrict-satellite-imag...
2•mdp2021•7m ago•0 comments

Ask HN: How to use agents via API cheaply?

1•thih9•10m ago•2 comments

TiRex-2: Generalizing TiRex to Multivariate Data and Streaming

https://arxiv.org/abs/2607.01204
1•tosh•11m ago•0 comments

I built a non-physical GPU that does 194,396 yottaflops on one CPU core

https://github.com/pluscoder30-cpu/Omega_Field_GPU_Ultimate
1•soul-vector•14m ago•0 comments

Hardest engineering challenge in post-quantum Bitcoin?

https://github.com/chipcoin-protocol/chipcoin
1•chipcoinchc•14m ago•0 comments

A Natural Experiment in Economics

https://marginalrevolution.com/marginalrevolution/2026/07/a-natural-experiment-in-economics.html
1•smitty1e•15m ago•0 comments

Show HN: Hwatu – verification browser for coding agents (WebKit, one binary)

https://github.com/hongnoul/hwatu
1•hongnoul_•20m ago•0 comments

Show HN: SimTelemetry – SIM Racing Telemetry and Analysis

https://simtelemetry.site
1•ryanxsim•21m ago•0 comments

Case Study: AI Trainer Platform and Job Board [Months 1-6]

https://www.indiehackers.com/post/case-study-ai-trainer-platform-and-job-board-months-1-6-fcb5f25d54
1•interceptor666•25m ago•0 comments

Show HN: Nostalgia – A shareable Windows 98 desktop builder

https://nostalgia-stilloo.zocomputer.io/
1•tsachin•26m ago•0 comments

Stop screeching about immigration, and get smart about it

https://www.noahpinion.blog/p/stop-screeching-about-immigration
1•squirrel•26m ago•0 comments

Show HN: AI Toolbox supports Claude Opus 5

https://www.ai-toolbox.co
1•superduper5551•26m ago•0 comments

Ask HN: Good Data Classification Software?

1•ChrisRun•29m ago•0 comments

New Tariffs Cover 99.4% of U.S. Imports. Your Plan Doesn't

https://medium.com/@alanscottencinas/new-tariffs-cover-99-4-of-u-s-imports-your-plan-doesnt-cb3a7...
1•encinas88•34m ago•0 comments

Code mode can help smaller LLM models

https://instavm.io/blog/how-code-mode-can-help-smaller-llm-models
1•mkagenius•38m ago•0 comments

Show HN: The TERSE state language and protocol

https://github.com/terse-lang/terse
1•infiniteAdmin•38m ago•1 comments

WICG Proposal Draft: Web Smart Card API

https://wicg.github.io/web-smart-card/
1•ubavic•40m ago•0 comments

Geometric Median

https://en.wikipedia.org/wiki/Geometric_median
1•rzk•40m ago•0 comments

SIMD within a bignum in pure Python

https://www.da.vidbuchanan.co.uk/blog/python-swar.html
1•fanf2•42m ago•0 comments

Click to Pray, Click to Leak: The Pope's Official App Exposes 700K+ User Emails

https://bobdahacker.com/blog/click-to-pray
3•OuterVale•45m ago•0 comments

Sharecoin – GPU fork of Bitcoin with a randomness beacon

https://github.com/TVHeroes/Sharecoin
2•TVHeroes•53m ago•0 comments

I'm Running a Programming Contest

https://eieio.games/blog/im-running-the-icfp-programming-contest/
1•signa11•55m ago•0 comments

The interesting part of an Agent Harness is what you add on top

https://www.martinrichards.me/post/whats_inside_the_harness/
1•3uler•55m ago•1 comments

Why a philosopher turned down Anthropic (AI industry asking the wrong questions)

https://www.ft.com/content/bdb3b820-905b-431e-82c0-386535755af1
2•bishopsmother•56m ago•1 comments

Memory Safety's Hardest Problem

https://matklad.github.io/2026/07/20/memory-safety-hardest-problem.html
1•miniBill•59m ago•0 comments

Continuation-Centric Computing with Arca

https://www.usenix.org/conference/osdi26/presentation/srivatsan
1•matt_d•1h ago•0 comments
Open in hackernews

Show HN: Stack Error – ergonomic error handling for Rust

https://github.com/gmcgoldr/stackerror
27•garrinm•1y ago
Stack Error reduces the up-front cost of designing an error handling solution for your project, so that you focus on writing great libraries and applications.

Stack Error has three goals:

1. Provide ergonomics similar to anyhow.

2. Create informative error messages that facilitate debugging.

3. Provide typed data that facilitates runtime error handling.

Comments

tevon•1y ago
This is awesome! Will give it a try in my next project.

How does it keep track of filename and line number in a compiled binary? I'm fairly new to rust libraries and this doesn't quite make sense to me. I know in JS you need a source-map for minification, how does this work for a compiled language?

fpoling•1y ago
Rust provides file!, line! and column! macros that expands into a compile-time constants that the compiler embeds then into the executable. This way no source map at runtime is necessary as the relevant errors are constructed from those constants.

Presumably StackError just uses those macros.

But for debugging a source map is still necessary and is a part of various debug formats.

rhabarba•1y ago
I still prefer the Anyhow solution, but I like the approach here.
IshKebab•1y ago
Isn't this strictly superior to Anyhow? What do you like more about Anyhow?
rhabarba•1y ago
I prefer Anyhow's non-intrusiveness: "Result" is still "Result" and all I need is a "?". I agree with Stack Error's documentation that Anyhow can't help with debugging that well, but it's "good enough" in my opinion.
IshKebab•1y ago
Result in `anyhow::Result` though. It's still a different type. Or do you literally mean you like that it is still spelt the same?

And I think you can still use `?` with this if you don't want to add any context... Not 100% sure on that though.

rhabarba•1y ago
Might as well be my limited understanding from what I can read behind the link, to be fair.
garrinm•1y ago
Anyhow still makes things easier for application development. The main drawback is that the resulting error type doesn't implement std::error::Error, so it's not suitable for library development (as pointed out in the anyhow documentation). Stack Error is a bit less ergonomic, but suitable for library development.
shepmaster•1y ago
I hope to read through your crate and examples later, but if you have a chance, I’d be curious to hear your take on how Stack Error differs from my library, SNAFU [1]!

[1]: https://docs.rs/snafu/latest/snafu/index.html

garrinm•1y ago
I played around a bit with SNAFU a couple of years ago, but I'm haven't worked deeply with the library so there might well be some features I'm not aware of.

I think SNAFU is more like a combination of anyhow and thiserror into a single crate, rather than Stack Error which leans more heavily into the "turnkey" error struct. Using the Whatever struct, you get some overlap with Stack Error features:

- Error message are co-located.

- Error type implement std::error::Error (suitable for library development).

- External errors can be wrapped and context can easily be added.

Where Stack Error differs:

- Error codes (and URIs) offer ability for runtime error handling without having to compare strings.

- Provides pseudo-stack by stacking messages.

Underlying this is an opinion I baked into Stack Error: error messages are for debugging, not for runtime error handling. Otherwise all your error strings effectively become part of your public interface since a downstream library can rely on them for error handling.

lilyball•1y ago
If the macros only exist to get file and line information, you could do the same thing by using `#[track_caller]` functions combined with `std::panic::Location` to get that same info. For example, `stack_err!` could be replaced with

  impl StackError {
      #[track_caller]
      fn new_location(msg: impl Display) -> Self {
          let loc = std::panic::Location::caller();
          Self::new(format!("{}:{} {msg}", loc.file(), loc.line()))
      }
  }
such that you call `.map_err(StackError::new_location("data is not a list of strings"))`. A macro is nice if you need to process format strings with arguments (though someone can call `StackError::new_location(format_args!(…))` if they want), but all of your examples show static strings so it's nice to avoid the error in that case.

The use of `std::panic::Location` also means instead of baking that into a format string you could also just have that be an extra field on the error, which would let you expose accessors for it, and you can then print them in your Debug/Display impls.

Speaking of, the Display impl really should not include its source. Standard handling for errors expects that an error prints just itself with Display because it's very common to recurse through sources and print those, so if Display prints the source too then you're duplicating output. Go ahead and print it on Debug though, that's nice for errors returned from `main()`.

garrinm•1y ago
Thanks for the insight, I wasn't aware of `track_caller`. I'll definitely be looking into this. I was scratching my head trying to figure out how to make file and line number usage consistent and customizable, this looks like the answer!

You're also right that this will pretty much eliminate the need for macros.

That's also a very key insight about Display vs. Debug printing. I'll be looking into that as well.

Thank you for the thoughtful reply.

DavidWilkinson•1y ago
Dei here, from the team behind Error Stack [1] (a similarly named existing, context-aware error-handling library for Rust that supports arbitrary attachments). How does Stack Error, here, compare?

[1]: https://crates.io/crates/error-stack