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A simple fix for LLM tail latency

https://engineering.myhoai.com/posts/a-simple-fix-for-llm-tail-latency/
1•oskrim•3m ago•0 comments

Why Does Claude.md Keep Growing? Catastrophic Remembering in Agentic Coding

https://arxiv.org/abs/2608.11095
1•oskrim•3m ago•0 comments

Watermarking AI Text Is Fundamentally Flawed

https://negativestarinnovators.com/blog/watermarking-ai-text-is-fundamentally-flawed
1•pizzly•7m ago•0 comments

Homeland Security spied on Minnesotans who spoke out against ICE

https://www.mprnews.org/story/2026/08/13/attorney-says-homeland-security-spied-on-minnesotans-who...
3•_tk_•8m ago•0 comments

I might have solved computer use

https://github.com/lahfir/agent-desktop/releases/tag/v0.8.1
1•lahfir•9m ago•1 comments

A Preview of Roc 0.1.0

https://www.youtube.com/watch?v=a7qEOtkkDb8
1•torrance•10m ago•0 comments

Is HTTPS://status.claude.com loading for you all?

1•soorajsanker•10m ago•0 comments

Cory Doctorow on Why AI Won't Replace Workers, but Will Crash the Economy [video]

https://www.youtube.com/watch?v=rRRmUuxJolY
1•b800h•11m ago•1 comments

Tether Clears First Full Audit from KPMG Without Publishing the Statements

https://thedefiant.io/converge/cefi/tether-clears-first-full-audit-from-kpmg-without-publishing-t...
2•negura•15m ago•0 comments

Oxford Electric Bell

https://en.wikipedia.org/wiki/Oxford_Electric_Bell
1•gurjeet•15m ago•0 comments

Speeding Up (Small) Ruby Hashes

https://byroot.github.io/ruby/performance/2026/08/13/speeding-up-ruby-hashes.html
1•arto•16m ago•0 comments

The Master of Consilience

https://asindu.blog/posts/the-master-of-consilience
1•asxndu•17m ago•1 comments

Framework: The first ePaper design system

https://trmnl.com/blog/framework-design-system
1•goranmoomin•18m ago•0 comments

AI Stock Research Assistant · Streamlit

https://ai-stock-research-kiaan.streamlit.app
1•KiaanKothari•18m ago•0 comments

Movie theatre employee goes viral after hand drawing Spider-Man poster

https://www.cbc.ca/news/canada/british-columbia/prince-george-spiderman-movie-poster-9.7306229
1•geox•19m ago•0 comments

OpenAI slows release of Astra model citing cyber capabilities

https://www.axios.com/2026/08/07/openai-astra-model-delay-cybersecurity-risks
1•Khaine•21m ago•0 comments

Looking for Missed Alarm Bugs in a Formal Verification Tool

https://blog.regehr.org/archives/2124
1•luu•24m ago•0 comments

AI-driven surge in bond yields could be next risk for markets and growth

https://www.reuters.com/world/asia-pacific/ai-driven-surge-bond-yields-could-be-next-risk-markets...
1•petethomas•28m ago•0 comments

A desktop AI copilot for interview questions and coding screenshots

https://skillcopilotai.com
1•candyindex999•30m ago•0 comments

What's New in SuperMemo 20?

https://help.supermemo.org/wiki/What%27s_new_in_SuperMemo_20%3F
1•Tomte•33m ago•1 comments

The Natural Hierarchy of Money (2018)

https://sites.bu.edu/perry/lectures/mb-lectures/section-1/2-the-natural-hierarchy-of-money/
1•lostnfound8778•36m ago•0 comments

GLM-5.3: Frontier Coding with Emergent Cyber Capabilities

https://z.ai/blog/glm-5.3
127•pella•41m ago•31 comments

GitHub has another tough day

https://surfingcomplexity.blog/2026/08/13/github-has-another-tough-day/
1•azhenley•45m ago•0 comments

Do Apple's green text bubbles have an accessibility problem?

https://colorschemer.com/color-theory-course/utilizing-wcag-to-improve-text-readability-and-contrast
3•maxsavin•48m ago•0 comments

A Walkable ASCII Cyberpunk City in One HTML File [video]

https://www.youtube.com/watch?v=3YtygAx_C6A
2•reader9274•49m ago•0 comments

German Tank Problem

https://en.wikipedia.org/wiki/German_tank_problem
1•jxmorris12•49m ago•0 comments

Show HN: Control Claude Code, Codex, Pi and Gemini CLI from Telegram

https://github.com/choiyounggi/cliclaw
2•dch0202•54m ago•0 comments

A digestion of the proof of Sendov's conjecture

https://terrytao.wordpress.com/2026/08/12/a-digestion-of-the-proof-of-sendovs-conjecture/
2•surprisetalk•58m ago•0 comments

An Infinite Waltz – A Must Read (Docu-Video Audio/ Visual Adaptation Included)

https://iamwisdom.substack.com/p/an-infinite-waltz-the-dance-beyond
1•I_Am_Wisdom•1h ago•0 comments

The great silence: why haven't we found any aliens yet?

https://www.theguardian.com/news/2026/aug/11/the-great-silence-why-havent-we-found-any-aliens-yet
1•thm•1h ago•0 comments
Open in hackernews

Show HN: JavaFactory – IntelliJ plugin to generate Java code

https://github.com/JavaFactoryPluginDev/javafactory-plugin
44•javafactory•1y ago
Hi HN,

I built a code generator plugin for IntelliJ that uses LLMs to create repetitive Java code like implementations, tests, and fixtures — based on custom natural-language patterns and annotation-based references.

Most tools like Copilot or Cursor aim to be general, but fail to produce code that actually fits a project structure or passes tests.

So I made something more explicit: define patterns + reference scope, and generate code consistently.

In this demo, 400 lines of Java were generated in 20 seconds — and all tests passed: https://www.youtube.com/watch?v=ReBCXKOpW3M

GitHub: https://github.com/JavaFactoryPluginDev/javafactory-plugin

Comments

geodel•1y ago
Feels very Java like. Factories, repositories, utils, patterns etc. Good stuff.
asdffdasy•1y ago
yoDawgMemesFactory
javafactory•1y ago
thank you. i think this tool have really room to grow, but still concept of manipulate each task is quite usefule
cess11•1y ago
The guide is a 404.

"404 - page not found The

master branch of

javafactory-plugin does not contain the path

docs/how-to-use.md."

How do I hook it into local models? Does it support Ollama, Continue, that kind of thing? Do you collect telemetry?

javafactory•1y ago
1. Im sorry. i it was typo on path, i fixed it so you can see now.

2. from now, i only allow to use gpt-4o, because the requests involve relatively long context windows, which require high-quality reasoning. Only recent high-performance models like GPT-4o or Claude Sonnet are capable of reducing the manual workload for this kind of task.

___

but still, if user want to use other models , i can make adapter features for various models

cess11•1y ago
Thanks.

Right, so it can't be used on proprietary code or in settings where personal data might occur.

javafactory•1y ago
That's right. Unfortunately, the system currently forces the use of GPT-4o.

To be honest, I didn’t realize that model selection would be such an important point for users. I believed that choosing a high-quality model with strong reasoning capabilities was part of the service’s value proposition.

But lately, more users — including yourself — have been asking for support for other models like Claude Sonnet or LLaMA.

I’m now seriously considering adding an adapter feature. Thank you for your feedback — I really appreciate it.

cess11•1y ago
likis•1y ago
What LLM is it using? Is it something local? Or does it call out? It wasn't obvious from the docs, and I didn't want to dig through all of the code to figure it out. Should probably be clearly stated on the front page.

But the project looks interesting, I have been looking for something similar.

trollied•1y ago
It uses openai.
javafactory•1y ago
This uses OpenAI's GPT-4o model.

The requests involve relatively long context windows, which require high-quality reasoning. Only recent high-performance models like GPT-4o or Claude Sonnet are capable of reducing the manual workload for this kind of task.

simpaticoder•1y ago
If the trend continues a program will look like "JavaFactory("<prompt>").compile().run();".
winrid•1y ago
I've always wondered how long until we reach this. If every pc can run models locally, with a given seed and prompt it could be the ultimate compression. It's also hilarious.
imhoguy•1y ago
Although very lossy compression, each invocation will be different, so that will inevitably circle back to "strong-static-LLM" prompts. What? wait..!
woodrowbarlow•1y ago
LLMs at their core do produce reproducible results with a given seed. it's all the workflow stuff people do on top that tends to break reproducibility.
dibujaron•1y ago
This is not the case for LLMs running on GPUs (which is most of them); GPUs are non-deterministic for this use-case due to the floating point math involved. there is no way to get perfectly deterministic output from OpenAI despite the presence of seed and temperature parameters.
javafactory•1y ago
Thank you — I’ll consider adding that feature.

Actually, I'm currently thinking about creating a small community for sharing pattern definitions.

AugustoCAS•1y ago
A side comment, I have found that configuring a few live templates in IntelliJ helps me to write a lot of the repetitive code just a handful of keystrokes regardless of the language.

Structural refactoring is another amazing feature that is worth knowing.

javafactory•1y ago
I think IntelliJ is a great tool on its own. Recently, they even added a feature that auto-injects dependencies when you declare them as private final — super convenient.

I can’t help but wonder if the folks at JetBrains are starting to feel a bit of pressure from tools like Cursor or Windsurf

zikani_03•1y ago
I've also got some mileage from live templates for repetitive code. However, at some point I built[0] an IntelliJ IDEA plugin to help me generate setters and field assignments that I felt live templates weren't a good solution for (for my case). I don't know if JavaFactory solves this kind of problem, keen to try it out.

[0]: https://github.com/nndi-oss/intellij-gensett

p0w3n3d•1y ago
As a programmer I feel bad if tests don't fail at the first run... It might show that they are not testing...
javafactory•1y ago
Your point is valid. In real-world work, tests should focus on parts that are difficult to verify, and if everything passes on the first try, it's often a sign that something deserves a closer look.

That said, what I wanted to highlight in the example was a contrast — tools like Cursor and other general-purpose models often fail to even generate simple tests correctly, or can't produce tests that pass. So the goal was to show the difference in reliability.

diggernet•1y ago
Related to this, consider that when an LLM writes tests for code, it's writing them based on what the code actually does, not what it's supposed to do. This is equally true when the code itself was written by the LLM. Sure the tests pass, but that doesn't prove the code is correct.
I can't speak for other people but I regularly work with code that is not owned by my organisation and getting approval to send it out to some remote, largely unaccountable, corporation is likely to be impossible under the conditions which we operate.

Together with the CEO I've also decided that we do not do this with our own code, it stays on machines we control until someone pays for some artifact we'd like to license.

I'm well aware that many other organisations take a different position and push out basically everything they work on to SaaS LLM:s, in my experience defending it with something about so called productivity and something about some contract clause about the SaaS pinky promising to not straight up take the code. But nothing stops them from running hidden queries against it with their in-house models parallel with providing their main service, and sift out a lot of trade secrets and other goodies from it.

It's also likely these SaaS corporations can benchmark and otherwise profile individual developers, information that would be very valuable to e.g. recruiting agencies.

diggernet•1y ago
And I work for an organization that does everything they can think of to make it virtually impossible for anyone to leak code outside, but is now mandating Copilot use to the point of including it in personal performance goals.
redditor98654•1y ago
Do you already have some common templates ready to be used somewhere?