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Show HN: PicoClaw – lightweight OpenClaw-style AI bot in one Go binary

https://github.com/mosaxiv/picoclaw
1•mosaxiv•2m ago•0 comments

Flood Fill vs. The Magic Circle

https://www.robinsloan.com/winter-garden/magic-circle/
1•gyomu•6m ago•0 comments

Show HN: A CLI tool to automate Git workflows using AI agents

https://github.com/leochiu-a/git-pr-ai
1•leochiu-a•10m ago•0 comments

Use AI to find movies and TV shows on your streaming services

https://pickalready.com
1•hudgeon•11m ago•0 comments

Spec driven development doesn't work if you're too confused to write the spec

https://publish.obsidian.md/deontologician/Posts/Spec-driven+development+doesn%27t+work+if+you%27...
1•habitue•13m ago•0 comments

GenAI Go SDK for AI

https://50984e11.maruel-ca.pages.dev/post/genai-v0.1.0/
1•cpeterso•15m ago•0 comments

Show HN: I built an AI-powered late-night call-in radio show from my RV

https://lukeattheroost.com
1•lukemacneil•17m ago•0 comments

HeartMuLa: Open-source music foundation model achieving commercial-grade quality

https://heart-mula.com
1•hanruezz•18m ago•1 comments

An emotional app to figure out your next step

https://www.heyecho.app/
1•samxkoh•18m ago•0 comments

Show HN: I built a macOS tool for network engineers – it's called NetViews

https://www.bedpage.com/
2•n1sni•19m ago•0 comments

We chose a pipeline over speech-to-speech for evaluative voice AI

https://productfit.substack.com/p/why-speech-to-speech-apis-fail-when
1•niraj_kothawade•20m ago•0 comments

Show HN: BlazeMQ – 52KB Kafka-compatible broker in C++20, zero dependencies

https://github.com/awneesh123/Blaze-mq
1•awneeshtiwari•20m ago•0 comments

LLMs Refuse High-Cost Attacks but Stay Vulnerable to Cheap, Real-World Harm

https://expectedharm.github.io/
2•blackcat201•20m ago•0 comments

AI Doesn't Reduce Work–It Intensifies It

https://simonwillison.net/2026/Feb/9/ai-intensifies-work/
1•walterbell•21m ago•0 comments

Show HN: Decision Guardian – Surface past architectural decisions on GitHub PRs

https://decision-guardian.decispher.com/
1•iamalizaidi•24m ago•0 comments

Show HN: Open-source civic toolkit – 48 policies, 12 interactive tools, forkable

1•david_mchale•31m ago•0 comments

Can You Fly That Thing?

https://tomtunguz.com/can-you-fly-that-thing/
1•walterbell•32m ago•0 comments

Making a working intercom system from some old phone [video]

https://www.youtube.com/watch?v=mkJmT9kiu30
2•Refreeze5224•33m ago•0 comments

Trump says new US-Canada bridge won't open without Canadian concessions

https://www.freep.com/story/news/politics/2026/02/09/trump-says-gordie-howe-bridge-wont-open-with...
5•SilverElfin•33m ago•1 comments

Show HN: Multi-attribute decision frameworks for tech purchases

1•boundedreason•38m ago•0 comments

KiraStudio 1.0.0 – a lightweight, cross-platform music studio

https://kirastudio.org
4•ksymph•46m ago•0 comments

Can my SPARC server host a website?

https://rup12.net/posts/can-my-sparc-server-host-my-website/
4•pabs3•46m ago•0 comments

Report on the subject of Manufacturers (1791) [pdf]

https://constitution.org/2-Authors/ah/rpt_manufactures.pdf
4•pilingual•47m ago•0 comments

Explaining the PeV neutrino fluxes with quasiextremal primordial black holes

https://journals.aps.org/prl/accepted/10.1103/r793-p7ct
1•dataflow•47m ago•0 comments

Internet Background Noise

https://en.wikipedia.org/wiki/Internet_background_noise
2•tripdout•47m ago•0 comments

Show HN: Secure managed hosting for OpenClaw (free and BYOK)

https://openclaw-setup.me/
1•Gregoryy•51m ago•0 comments

Ask HN: How do you interpret P99 latency without being misled?

1•danelrfoster•54m ago•0 comments

Trapped Between Pitch, Disclaimer, and Confession

https://gilpignol.substack.com/p/trapped-between-pitch-disclaimer
1•light_triad•54m ago•0 comments

The Vocabulary Priming Confound in LLM Evaluation [pdf]

https://github.com/Palmerschallon/Dharma_Code/blob/main/paper/vocab_priming_confound.pdf
1•palmerschallon•56m ago•0 comments

The committee problem: why B2B demos die after the form

https://blog.skipup.ai/buying-committee-demo-scheduling-problem/
1•bushido•58m ago•0 comments
Open in hackernews

Show HN: acmsg (automated commit message generator)

https://github.com/quinneden/acmsg
15•qeden•9mo 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•9mo 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•9mo 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•9mo 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•9mo 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•9mo ago
The commit itself is the content diff. Repeating that in the log message is redundant.
owebmaster•9mo ago
no, it is not redundant, a summary makes it easier to search and find the correct commit to read the full diff.
hiatus•9mo ago
Isn't that solved with blame?
InsideOutSanta•9mo 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•9mo 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•9mo 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•9mo 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•9mo 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•9mo 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•9mo ago
Do you need an LLM to create those commit messages?
alzamixer•9mo 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•9mo ago
Don't forget to include committed code in the context when amending.
theknarf•9mo 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•9mo 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...

maxcomperatore•9mo ago
Just click the copilot button in any ide to generate an automated commit message in less than one second. This is effectively useless.