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Ruff v0.16.0 – Significant new updates – 413 default rules up from 59

https://astral.sh/blog/ruff-v0.16.0
122•vismit2000•3h ago•60 comments

A shell colon does nothing. Use it anyway

https://refp.se/articles/your-shell-and-the-magic-colon
252•olexsmir•22h ago•101 comments

German Peasants' War

https://en.wikipedia.org/wiki/German_Peasants%27_War
23•constantius•3d ago•13 comments

GrapheneOS protections against data extraction from locked devices

https://discuss.grapheneos.org/d/40700-grapheneos-protections-against-data-extraction-from-locked...
137•Cider9986•6h ago•72 comments

Systemd Linger

https://etbe.coker.com.au/2026/07/24/systemd-linger/
17•edward•2h ago•2 comments

An ESP32 based plane radar for my desk

https://blog.ktz.me/esp32-plane-radar/
178•alexktz•9h ago•37 comments

The new rules of context engineering for Claude 5 generation models

https://claude.com/blog/the-new-rules-of-context-engineering-for-claude-5-generation-models
363•mellosouls•15h ago•260 comments

DeepSeek pause fundraise after comments on compute gap to US leaked (transcript) [pdf]

https://github.com/demo-zexuan/liang-wenfeng-investor-meeting-2026-7-22/blob/master/%E6%A2%81%E6%...
183•oliculipolicula•12h ago•132 comments

Show HN: I mapped every US golf course

https://golfcoursebrowser.com/
153•rickmf•10h ago•91 comments

Inflect-Micro-v2: complete voice in 9.36M parameters

https://huggingface.co/owensong/Inflect-Micro-v2
151•nateb2022•11h ago•11 comments

Alien World Chemistry Found Inside Meteorite That Struck New Jersey Home

https://www.seti.org/news/alien-world-chemistry-found-inside-meteorite/
90•spzx•10h ago•26 comments

Stinkpot: SQLite-backed shell history

https://tangled.org/oppi.li/stinkpot
80•nerdypepper•1d ago•23 comments

Cloudflare's new AI traffic options for customers

https://blog.cloudflare.com/content-independence-day-ai-options/
136•alphabetatango•13h ago•117 comments

Running a 28.9M parameter LLM on an $8 microcontroller

https://github.com/slvDev/esp32-ai
212•boveyking•17h ago•50 comments

Overloaded Overloading

https://powerfulpython.com/blog/overloaded-overloading/
21•redsymbol•4d ago•6 comments

Some more things about Django I've been enjoying

https://jvns.ca/blog/2026/07/21/more-nice-django-things/
64•surprisetalk•4d ago•32 comments

Git rebase -I is not that scary

https://cachebag.sh/journal/interactive-rebasing/
81•vinhnx•11h ago•98 comments

What is happening to jobs? Separating AI hype from reality

https://siepr.stanford.edu/publications/policy-brief/what-really-happening-jobs-separating-ai-hyp...
118•pod_krad•13h ago•155 comments

Rethinking Legal Education in the AI Era

https://www.law.uchicago.edu/news/ai-strategy-statement
88•jjwiseman•2d ago•53 comments

I wouldn't say Pangram is broken, but I would say that it's brittle

https://freddiedeboer.substack.com/p/i-wouldnt-say-pangram-is-broken-but
10•antigizmo•2d ago•1 comments

DskDitto: Ultra-fast, parallel duplicate-file detector

https://github.com/jdefrancesco/dskDitto
30•ingve•4d ago•5 comments

LLM Usage in Debian: Three Proposals

https://www.debian.org/vote/2026/vote_002
175•zdw•16h ago•157 comments

Elevated Errors for Opus 5

https://status.claude.com/incidents/zftg3gqkmv18
46•TimCTRL•3h ago•45 comments

JetZero

https://www.jetzero.aero
210•lisper•9h ago•191 comments

Clinical failure rates over the decades: yikes

https://www.science.org/content/blog-post/clinical-failure-rates-over-decades-yikes
109•EA-3167•13h ago•90 comments

An OpenAI model left notes about how to evade containment; we need more details

https://www.lesswrong.com/posts/jMEAG5c5HiDfdAGpa/an-openai-model-left-notes-about-how-to-evade-c...
14•joozio•1h ago•9 comments

SIMD for Collision

https://box2d.org/posts/2026/07/simd-for-collision/
108•birdculture•3d ago•29 comments

Systems and Delays

https://martin.janiczek.cz/2026/07/24/systems-and-delays.html
67•vinhnx•11h ago•14 comments

Pip install Postgres – no Docker/Brew/apt

https://github.com/leontrolski/postgresql-testing
12•leontrolski•2d ago•3 comments

No Stack Overflow, No Autocomplete: What Coding Felt Like in the 80s

https://comuniq.xyz/post?t=1439
27•01-_-•2h ago•22 comments
Open in hackernews

Fixrleak: Fixing Java Resource Leaks with GenAI

https://www.uber.com/en-IL/blog/fixrleak-fixing-java-resource-leaks-with-genai/
22•benocodes•1y ago

Comments

leosanchez•1y ago
C# has Roslyn analyzers for this. Doesn't java have something similar ? Is AI appropriate technology for static analysis ?
jillesvangurp•1y ago
There were static code analyzers like findbugs able to do stuff like this 20 years ago. These days, your IDE should tell you off as well. And hopefully teams configure their builds to catch stuff like this using any of the available plugins for this.

LLMs seems overkill for this. But of course letting it do general code reviews is not a bad idea. And static code analyzers aren't perfect. Doing this at scale might be a bit tricky though; you'd have to go file by file. I assume Uber might have many millions of lines of code to screen. And maybe their developers aren't that concerned with addressing warnings.

But going file by file might be simple enough. And you can probably screen for important stuff with some decent system prompt and instruct it to check for potential resource leaks and similar issues and produce detailed bug reports with some priority if it finds them and a diff that addresses the issue. Could be a nice use case for agentic AIs to screen code like this.

TYMorningCoffee•1y ago
These existing tools (spotbugs, findings, sonarqube, null away, checker framework, pmd, etc) provide detection but not resolution. Resolution thru LLM is what Uber proposes.
nradov•1y ago
Resolution of the kind of resource leaks that SonarQube finds is usually the work of a few seconds. And it should be integrated into the developer workflow in such a way that those bugs are found and fixed before the code even gets checked in. In other words, if that code is even making it into a repo where GenAI can find and fix it then you have deeper engineering process problems. Fix the root cause rather than patching around them with more tools.

And once SonarQube flags a resource leak to a developer, a competent developer would learn from that and never make the same mistake again.

TYMorningCoffee•1y ago
It's not identifying the leaks. In their architecture they use Sonar qube for the detecting. The LLM provides the fix.
kmarc•1y ago
I'm working in the developer productivity space.

I think you'd be surprised, how many people do production code WITHOUT automated formatting / linting / static analysis.

Now these people and their managers are staring at the shiny new thing, the LLMs. They missing googling skills are fixed by LLMs ont heir everyday life, so they think a magic "code quality tool" (AI) would help them in they work.

To answer your question, obviously there are many linters/analyzers for Java (and for other languages too), both for static and dynamic code analysis, formatters, everything.

nitinreddy88•1y ago
Is this open sourced? It would be super useful if we can run against open source community projects to see the accuracy
TYMorningCoffee•1y ago
This architecture is promising. Large legacy code bases can have static analysis violations in the 1000s which devs never have the time to address. I've seen sonar tube reports that require man years to resolve everything.
time4tea•1y ago
This could be interesting, but all the example code is so poor, and the extent of the fix so limited that it feels like this is 'AI' for the sake of it.

Stringly-typed, catch-log-ignore, generates warnings in IDE anyway...

Fixed 90 of 125 errors that were found by a different technology... probably.could have been fixed by one developer in 1-2 days anyway - how long did this take?

daxfohl•1y ago
Mostly agree with these points, but it does say that it automates some of the fixes in complex cases that the non-AI tool couldn't handle.

Besides, gotta start somewhere. It's probably a PoC, for a platform that will eventually handle all sorts of things.

johnbender•1y ago
> Besides, gotta start somewhere. It's probably a PoC, for a platform that will eventually handle all sorts of things.

I agree and I think we should give folks leeway to make progress but this seems to be the qualifier for nearly every GenAI demo I’ve seen

tuyguntn•1y ago
> all the example code is so poor, and the extent of the fix so limited

I agree about the limitations, but look from another perspective, is it good use of time asking experienced engineers who get paid 300-500k/year to go and fix these issues? Probably no.

Would it bring them a joy finding simple leaks and fixing them? Probably no again.

Then this tool is a nice addition to the engineers

fjwufjfa•1y ago
> try (BufferedReader reader = new BufferedReader (new FileReader (filePath) )){

won't FileReader leak if the BufferedReader constructor throws?

nick__m•1y ago
That BufferedReader constructors is not supposed to throw, unless the reader is null or you're out of memory. If your out of memory you should probably abort the program execution because the difficulty of correctly recovering from an OOM exception is between hard and impossible.

Edit: Disregard the above, it was too naive.

It cannot leak because of a stronger warranty. In the JLS, it is specified that the try-with-resources track successfull initialisation of AutoClosable resources, not successful assignation. So one try with resources can desugar into the logical equivalent of multiple nested try-catch-finally !

delusional•1y ago
> difficulty of correctly recovering from an OOM exception is between hard and impossible.

In Java out of memory is signaled with an OutOfMemoryError which is a throwable (and can be caught) but is not technically an exception. Errors should generally never be caught and cannot be recovered from, which is how they differ from exceptions.

nick__m•1y ago
It's possible to recover enough to cleanly save the user work and shutdown. You have to mesure of much memory you need for a clean shutdown and allocate a byte[sizeForShutdown] at the start of the application in the top level exception handler (the only one that should catch that error) and free that byte array before doing anything else.

Now you can argue that this is not truly recovering from exception but it is a lot better than what you can do with most of the other Error subclasses. I said most because there are easy to recover from Error like the StackOverflowError where you just have to fail the operation or request that caused the error.

kburman•1y ago
I'm not sure I fully understand the purpose of this tool. Modern IDEs are quite good at detecting these types of issues. And if they don't catch something, I often just copy and paste the method with some context-into an LLM and ask it to find the problem. It usually handles all the necessary changes for me.
microflash•1y ago
Can we not solve this by an OpenRewrite recipe?

https://docs.openrewrite.org

nradov•1y ago
Does the JLS actually guarantee that if you free that byte array then the extra memory will be immediately available? I thought there could potentially be some lag. The safer approach would be to create all of the objects you need for a clean shutdown during program launch and keep them around. Then you won't need to allocate any memory in the exception handler.
nick__m•1y ago
Your approach is safer for sure and doesn't require me the read the JLS before going to see my mother for mother's day, so it's doubly better !
adra•1y ago
It's not great, but you can always catch and retry if your belief is that the GC will free enough memory to allow the attempt to continue after the memory pressure subsides.

Let's say you get 1/100 requests that are randomly sent to your process. That 1 takes 100x the average memory usage of the others. You could spin it out to different services to better handle the weird one-off, but that doesn't always make sense. Sometimes you just need to be ok with working the 100x job and let the other 99 get progressive falloff retry. Different solutions are always possible.

Quekid5•1y ago
> It's not great, but you can always catch and retry if your belief is that the GC will free enough memory to allow the attempt to continue after the memory pressure subsides.

No, you cannot. Catching, for example, StackOverflowError (which inherits from Error) can lead to very strange deadlocks and such (if locking is relying on try-finally discipline, as it should), even if you do "almost nothing" before re-throwing.

It's a huge hornet's nest of weirdness to even attempt to catch anything which derives directly from Error. (Rather than RuntimeException/Exception.)

EDIT: There are some really strange subclasses of Error now that I think about it. E.g. VirtualMachineError ... I don't think I've ever seen that in any logs, thankfully, but what exactly is the program (running on the failing VM) supposed to do if that is thrown? It'd be like trying to carry on or log an error if suddenly 1==2 turned out to be true.

delusional•1y ago
> There are some really strange subclasses of Error now that I think about it. E.g. VirtualMachineError

An OutOfMemoryError is a VirtualMachineError. The Java runtime doesn't technically contain the idea of "finite memory". The language sort of assumes there's an infinite amount of memory. When there isn't and the VM is forced to throw an OutOfMemoryError it's technically a breach of the abstraction of the language and the VM is unable to continue working.