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Ask HN: What's the most secure way to run a local model?

1•smithcoin•29s ago•0 comments

From a Raspberry Pi to a DGX Spark: the state of local models in 2026

https://hoja-solutions.github.io/blog/state-of-local-models/
1•pebeto•54s ago•0 comments

Comhad: A ranger-style terminal file browser for S3

https://github.com/Eoin-McMahon/comhad/tree/master
1•emcmahon478•1m ago•0 comments

Onipin nuevo protocolo un chat Para la AI inscribe la tuya

https://onnivers.store/
1•davis1224•1m ago•0 comments

Modern Computer Architecture and Organization (3rd Edition)

https://github.com/PacktPublishing/Modern-Computer-Architecture-and-Organization-Third-Edition
2•teleforce•2m ago•0 comments

Xteink X3 is the little e-reader the world's not quite ready for

https://sixcolors.com/post/2026/07/review-xteink-x3-is-the-little-e-reader-the-worlds-not-quite-r...
1•subset•2m ago•0 comments

Electric aviation is taking off

https://economist.com/science-and-technology/2026/07/22/electric-aviation-is-taking-off
2•andsoitis•3m ago•0 comments

The Economics of Recursive Self-Improvement

https://metr.org/notes/2026-07-22-economics-of-recursive-self-improvement/
1•ai2027•5m ago•0 comments

How powerful is your passport? What's your mobility score?

https://www.theguardian.com/world/ng-interactive/2026/jul/23/most-powerful-passports-ranked
2•robaato•6m ago•0 comments

Show HN: VHS Playback Physics Simulator

https://blog.opengbh.net/posts/0017-vhs-playback-simulator/
1•Krutonium•7m ago•1 comments

Show HN: Ego lite – A Chromium browser where you and AI agents work in parallel

https://lite.ego.app
1•howardlun7•7m ago•1 comments

Show HN: NeedFeed – Turn Reddit noise into a feed of needs

https://needfeed.io/
2•niliu123•9m ago•0 comments

Does SpaceX's plan for a data centre in space add up?

https://economist.com/science-and-technology/2026/07/22/does-spacexs-plan-for-a-data-centre-in-sp...
1•andsoitis•10m ago•0 comments

The Future Was Here the Commodore Amiga

https://mitpress.mit.edu/9780262535694/the-future-was-here/
2•doener•20m ago•1 comments

Show HN: Elpis – a Rust TUI for LLM agents with context pruning

https://github.com/MasihMoafi/Elpis
1•masihmoafi•21m ago•0 comments

Everybody Wants to Be a Dev

https://theturingmachine.net/everybody-wants-to-be-a-dev
2•andychiare•23m ago•0 comments

New quantum gravity theory links entropy, dark energy, and life

https://www.sciencedaily.com/releases/2026/07/260719035947.htm
2•aard•23m ago•0 comments

The Incumbent Bias: How Big Tech and VCs Devalue Independent Deep Tech

https://rentry.co/9cv6ev48
1•davidingalls•28m ago•0 comments

What I got wrong about ClickHouse as a Kafka Person

https://aiven.io/blog/what-i-got-wrong-about-clickhouse-as-a-kafka-person
2•oskari•28m ago•0 comments

Don't Contribute Anything Relevant in Web Forums Like Reddit (2020)

https://karl-voit.at/2020/10/23/avoid-web-forums/
3•downbad_•32m ago•0 comments

OpenAI Models Spent Hours on Hack That Usually Takes Weeks

https://www.bloomberg.com/news/articles/2026-07-23/openai-models-lurked-in-hugging-face-system-fo...
1•sbulaev•34m ago•0 comments

Apache SeaTunnel CDC: How the System Works

https://medium.com/codex/inside-apache-seatunnel-cdc-how-the-system-really-works-f5b224d22a4c
1•SeaTunnel•37m ago•0 comments

Automated Discovery Has No Universally Superior Harness

https://arxiv.org/abs/2607.18235
1•matt_d•38m ago•0 comments

Robotaxi law could ban Tesla in N.J

https://www.nj.com/news/2026/07/robotaxi-law-could-ban-tesla-in-nj.html
2•helsinkiandrew•39m ago•0 comments

The White House Is Trying to Figure Out What to Do About Chinese AI

https://www.wired.com/story/the-white-house-is-trying-to-figure-out-what-to-do-about-chinese-ai/
1•joozio•39m ago•0 comments

Show HN: Ours.network – give your AI agents a direct line to each other

https://ours.network
2•shakhvit•40m ago•0 comments

The world’s first hands-free touchpad

https://www.augmental.tech/
2•dsr12•40m ago•0 comments

RFC 9457 Problem Details for HTTP APIs

https://httpstatuses.net/guides/rfc-9457-problem-details/
1•hboon•41m ago•0 comments

Show HN: Hanesu – An experimental workflow layer for AI coding agents

https://github.com/jezmn/hanesu
1•jezmn•42m ago•0 comments

Weight loss drugs 'linked to hair loss' – study

https://www.rte.ie/news/2026/0723/1584712-health-mounjaro-hair-loss/
1•austinallegro•45m 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.