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How We Scale PgBouncer

https://clickhouse.com/blog/pgbouncer-clickhouse-managed-postgres
1•samaysharma•6m ago•0 comments

Distorted Reality

https://blog.grandimam.com/posts/distorted-reality/
1•grandimam•9m ago•0 comments

Meta's Submission Re: State AGs Disgorgement Charts and Supporting Materials [pdf]

https://storage.courtlistener.com/recap/gov.uscourts.cand.419868/gov.uscourts.cand.419868.455.0_1...
1•1vuio0pswjnm7•9m ago•0 comments

Metis by Arm: open-source agentic security harness

https://github.com/arm/metis
1•handfuloflight•13m ago•0 comments

Arthur Clarke in 1940s predicted satellites and the internet of 2000s [video]

https://www.youtube.com/watch?v=D1vQ_cB0f4w
1•simonebrunozzi•14m ago•0 comments

ProductSpec: Open standard for software intent before implementation

https://github.com/gokulrajaram/ProductSpec
1•handfuloflight•17m ago•0 comments

Can We Understand How Large Language Models Reason?

https://cacm.acm.org/news/can-we-understand-how-large-language-models-reason/
2•visha1v•18m ago•0 comments

Show HN: FlareDB – Apache Beam native streaming database for realtime analytics

2•ganeshsivakumar•20m ago•0 comments

The Atari Jaguar Runs Linux

https://hackaday.com/2026/07/07/the-atari-jaguar-runs-linux/
2•methuselah_in•23m ago•0 comments

Shotgun – Opensource Cofounder Framework for Claudecode

https://github.com/Krishnatejavepa/Shotgun
2•krishnatejavepa•30m ago•0 comments

Generative AI might end up being worthless

https://theconversation.com/generative-ai-might-end-up-being-worthless-and-that-could-be-a-good-t...
3•wannabeetle•32m ago•1 comments

The Toyota Prius Is the Best Apocalypse Vehicle (2020)

https://www.roadandtrack.com/car-culture/entertainment/a31820423/the-toyota-prius-is-the-best-apo...
2•TMWNN•39m ago•0 comments

Oregon approves PGE's 29.7% rate hike for data centers under landmark law

https://www.opb.org/article/2026/07/07/oregon-data-center-general-electric-rate-hikes/
2•Exoristos•39m ago•1 comments

Researchers Reveal the Power of 'Quantum Proofs'

https://www.quantamagazine.org/researchers-reveal-the-power-of-quantum-proofs-20260706/
2•anujbans•42m ago•0 comments

Review Board: Between Then and Now

https://chipx86.blog/2024/04/04/review-board-between-then-and-now/
3•ankitg12•46m ago•0 comments

Skill Retriever semantic skill discovery for AI agents via 10K-category taxonomy

https://github.com/ChonSong/skill-retriever
1•chonsong•46m ago•0 comments

Self-Hosting My Own LLMs

https://davidbarnhart.com/llm/local-llm-setup.html
3•dbator•51m ago•0 comments

NPM Agent Audit

https://www.npmjs.com/package/agent-security-scanner-mcp
2•dchitimalla1•55m ago•0 comments

Nemotron post training prompt atlas

https://huggingface.co/spaces/nvidia/nemotron-post-training-v3-prompt-atlas
1•kristianpaul•56m ago•0 comments

Selling my adtech startup for $1 no reserve

https://flippa.com/13420990-patent-backed-commerce-attribution-saas-with-identity-graph-ai-custom...
1•aaronatedge•57m ago•1 comments

GitLost: We Tricked GitHub's AI Agent into Leaking Private Repos

https://noma.security/blog/gitlost-how-we-tricked-githubs-ai-agent-into-leaking-private-repos/
4•ColinEberhardt•57m ago•0 comments

Quilt: Replaces Docker and Kubernetes

https://www.quilt.sh/
2•handfuloflight•1h ago•0 comments

Wazuh Pain Points

https://zaferbalkan.com/2023/08/08/wazuh-pain-points.html
1•Grimburger•1h ago•0 comments

The Lindy Effect in Software

https://www.clemsau.com/posts/the-lindy-effect-in-software/
1•ankitg12•1h ago•0 comments

Gallery of Soft Matter 2026

https://engage.aps.org/dsoft/gallery/gallery/mm26-gallery
1•jml7c5•1h ago•1 comments

The Lindy Effect

https://lawsofsoftwareengineering.com/laws/lindy-effect/
1•ankitg12•1h ago•0 comments

Instagui: Turn any CLI into a web GUI with one command

https://github.com/Soutar97/instagui
1•maxloh•1h ago•0 comments

I Met with China's Top AI Experts. They're Freaking Out, Too

https://www.wired.com/story/ai-arms-race-china-us-cooperation/
1•TMWNN•1h ago•0 comments

Meshdesk-The Private community sharing. free

https://meshdesk.pages.dev/
1•rrrpro123•1h ago•0 comments

Switzerland bolted 5,000 solar panels onto a dam wall 8,000 feet up in the Alps

https://www.ecoportal.net/en/switzerland-5000-alpine-solar-muttsee-dam-winter-power/28487/
3•thunderbong•1h ago•0 comments
Open in hackernews

Show HN: acmsg (automated commit message generator)

https://github.com/quinneden/acmsg
15•qeden•1y ago
A cli tool written in python for generating commit messages based on the staged changes in a repository using AI models through the OpenRouter API.

Comments

infocollector•1y ago
Looks like openrouter api can be self-hosted, which means you should be able to run this locally. If anyone is able to run this with ollama, please do post how you did that? :)
theblazehen•1y ago
The openrouter api is the same as the openai api, so you should be able to use the openai api compatibility built into ollama after updating the url in /src/acmsg/constants.py
pvdebbe•1y ago
Maybe I am a bit old-fashioned but I think the commit message should convey intent and not content of the diffs. Perhaps the real utility of this is to describe existing commits in a repository.
owebmaster•1y ago
I'm also old-fashioned but I always thought it made much more sense to give a content diff, it makes it easier to find changes.
JimDabell•1y ago
The commit itself is the content diff. Repeating that in the log message is redundant.
owebmaster•1y ago
no, it is not redundant, a summary makes it easier to search and find the correct commit to read the full diff.
hiatus•1y ago
Isn't that solved with blame?
InsideOutSanta•1y ago
I don't understand the reasoning for persisting LLM output that can be generated at any point. If I want to use an LLM to understand someone else's commits, I can use the LLM best suited for that task at the time I need the information, which will likely be more accurate than what was available at the time of the commit and will have access to more context.

I also believe that commit messages should focus on information the code doesn't already convey. Whatever the LLM can generate from looking at your code is likely not the info I'll seek when I read your commit message.

bee_rider•1y ago
It looks like it just is based on the git diff and status, at least as far as I can tell in a quick skim…

Hypothetically, a tool like this could ingest the bug report you were fixing, some emails, etc etc. It could also read the whole project (to get more context than just the diff). In principle there’s no reason it couldn’t relay more info than just the diff, in some extreme form…

Also, it could be seen as producing a starting point. When a person picks which AI generated text to keep, that is enough to add a bit of human spark into the system, right?

nickcw•1y ago
When you are looking through commit messages, "Why?", Is the question you want answered. The diff contains "What?" and "How?".

Assuming that the commits in this repo were generated by this tool it is missing the "Why?".

myrmidon•1y ago
Fully agree. Also, using LLMs for things like this can have bad side-effects, too, simply because it raises the noise-floor:

By spelling out things that are not noteworthy enough for a human, you make it more difficult to find comments that are (and were). Injecting a lot of irrelevant information can hamper understanding even if it is technically completely correct.

flysand7•1y ago
You are talking about the commit message body, right, not just the header? Because for me it's something similar, but:

Header: Contains "What" and the scope of the changes, as short as possible Body: Contains "Why" and the full explanation of the change

trallnag•1y ago
So what kind of commit subject do you expect for fixing a single typo? Or bumping the patch version of a random dependency?
Xiol32•1y ago
Do you need an LLM to create those commit messages?
alzamixer•1y ago
I use the following script to allow copilot vim plugin to help me.

```plaintext name=../../bin/assisted-commit

#!/bin/bash

# Run git commit with --verbose --dry-run and save the output git commit --verbose --dry-run > ./commit.message

# Prepend # to every line and add "conventional commit message:" at the end sed -i 's/^/# /' ./commit.message echo "# uncommented conventional commit message using feat, fix or doc flags. !beakingchange iff change breaks backward compatibility:" >> ./commit.message echo "" >> ./commit.message

# Open the file in vim for editing, with cursor on a new line at the end and in insert mode vim +':normal Go' +startinsert ./commit.message

# Filter out commented lines and save to a temporary file grep -v '^#' ./commit.message > ./commit.message.filtered

# Commit using the filtered file git commit -F ./commit.message.filtered

# Delete the files rm ./commit.message ./commit.message.filtered

```

esafak•1y ago
Don't forget to include committed code in the context when amending.
theknarf•1y ago
This is worse than useless.

The commit message is supposed to contain the details that you can't just glance from the code. Why a certain decision was made, or the pro's and con's of a decision, a link to a relevant Github / Jira issue, etc.

jasonjmcghee•1y ago
> a link to a relevant Github / Jira issue, etc.

So important!

Makes all devs lives so much easier.

Though you know someone is going to tweak the lint rules at some point and have the top commit on nearly every line at a certain point in time.

Is there a "non-functional change commit" dictionary for git blame to ignore these? I would use that feature...

cylinderthought•1y ago
Just click the copilot button in any ide to generate an automated commit message in less than one second. This is effectively useless.