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Lightweight and extensible compatibility layer between dataframe libraries

https://narwhals-dev.github.io/narwhals/
1•kermatt•1m ago•0 comments

Haskell for all: Beyond agentic coding

https://haskellforall.com/2026/02/beyond-agentic-coding
2•RebelPotato•4m ago•0 comments

Dorsey's Block cutting up to 10% of staff

https://www.reuters.com/business/dorseys-block-cutting-up-10-staff-bloomberg-news-reports-2026-02...
1•dev_tty01•7m ago•0 comments

Show HN: Freenet Lives – Real-Time Decentralized Apps at Scale [video]

https://www.youtube.com/watch?v=3SxNBz1VTE0
1•sanity•8m ago•1 comments

In the AI age, 'slow and steady' doesn't win

https://www.semafor.com/article/01/30/2026/in-the-ai-age-slow-and-steady-is-on-the-outs
1•mooreds•16m ago•1 comments

Administration won't let student deported to Honduras return

https://www.reuters.com/world/us/trump-administration-wont-let-student-deported-honduras-return-2...
1•petethomas•16m ago•0 comments

How were the NIST ECDSA curve parameters generated? (2023)

https://saweis.net/posts/nist-curve-seed-origins.html
1•mooreds•17m ago•0 comments

AI, networks and Mechanical Turks (2025)

https://www.ben-evans.com/benedictevans/2025/11/23/ai-networks-and-mechanical-turks
1•mooreds•17m ago•0 comments

Goto Considered Awesome [video]

https://www.youtube.com/watch?v=1UKVEUGEk6Y
1•linkdd•19m ago•0 comments

Show HN: I Built a Free AI LinkedIn Carousel Generator

https://carousel-ai.intellisell.ai/
1•troyethaniel•21m ago•0 comments

Implementing Auto Tiling with Just 5 Tiles

https://www.kyledunbar.dev/2026/02/05/Implementing-auto-tiling-with-just-5-tiles.html
1•todsacerdoti•22m ago•0 comments

Open Challange (Get all Universities involved

https://x.com/i/grok/share/3513b9001b8445e49e4795c93bcb1855
1•rwilliamspbgops•23m ago•0 comments

Apple Tried to Tamper Proof AirTag 2 Speakers – I Broke It [video]

https://www.youtube.com/watch?v=QLK6ixQpQsQ
2•gnabgib•25m ago•0 comments

Show HN: Isolating AI-generated code from human code | Vibe as a Code

https://www.npmjs.com/package/@gace/vaac
1•bstrama•26m ago•0 comments

Show HN: More beautiful and usable Hacker News

https://twitter.com/shivamhwp/status/2020125417995436090
3•shivamhwp•26m ago•0 comments

Toledo Derailment Rescue [video]

https://www.youtube.com/watch?v=wPHh5yHxkfU
1•samsolomon•28m ago•0 comments

War Department Cuts Ties with Harvard University

https://www.war.gov/News/News-Stories/Article/Article/4399812/war-department-cuts-ties-with-harva...
7•geox•32m ago•0 comments

Show HN: LocalGPT – A local-first AI assistant in Rust with persistent memory

https://github.com/localgpt-app/localgpt
1•yi_wang•33m ago•0 comments

A Bid-Based NFT Advertising Grid

https://bidsabillion.com/
1•chainbuilder•37m ago•1 comments

AI readability score for your documentation

https://docsalot.dev/tools/docsagent-score
1•fazkan•44m ago•0 comments

NASA Study: Non-Biologic Processes Don't Explain Mars Organics

https://science.nasa.gov/blogs/science-news/2026/02/06/nasa-study-non-biologic-processes-dont-ful...
2•bediger4000•47m ago•2 comments

I inhaled traffic fumes to find out where air pollution goes in my body

https://www.bbc.com/news/articles/c74w48d8epgo
2•dabinat•48m ago•0 comments

X said it would give $1M to a user who had previously shared racist posts

https://www.nbcnews.com/tech/internet/x-pays-1-million-prize-creator-history-racist-posts-rcna257768
6•doener•50m ago•1 comments

155M US land parcel boundaries

https://www.kaggle.com/datasets/landrecordsus/us-parcel-layer
2•tjwebbnorfolk•55m ago•0 comments

Private Inference

https://confer.to/blog/2026/01/private-inference/
2•jbegley•58m ago•1 comments

Font Rendering from First Principles

https://mccloskeybr.com/articles/font_rendering.html
1•krapp•1h ago•0 comments

Show HN: Seedance 2.0 AI video generator for creators and ecommerce

https://seedance-2.net
1•dallen97•1h ago•0 comments

Wally: A fun, reliable voice assistant in the shape of a penguin

https://github.com/JLW-7/Wally
2•PaulHoule•1h ago•0 comments

Rewriting Pycparser with the Help of an LLM

https://eli.thegreenplace.net/2026/rewriting-pycparser-with-the-help-of-an-llm/
2•y1n0•1h ago•0 comments

Lobsters Vibecoding Challenge

https://gist.github.com/MostAwesomeDude/bb8cbfd005a33f5dd262d1f20a63a693
2•tolerance•1h ago•0 comments
Open in hackernews

Show HN: acmsg (automated commit message generator)

https://github.com/quinneden/acmsg
15•qeden•8mo 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•8mo 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•8mo 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•8mo 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•8mo 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•8mo ago
The commit itself is the content diff. Repeating that in the log message is redundant.
owebmaster•8mo ago
no, it is not redundant, a summary makes it easier to search and find the correct commit to read the full diff.
hiatus•8mo ago
Isn't that solved with blame?
InsideOutSanta•8mo 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•8mo 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•8mo 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•8mo 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•8mo 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•8mo 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•8mo ago
Do you need an LLM to create those commit messages?
alzamixer•8mo 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•8mo ago
Don't forget to include committed code in the context when amending.
theknarf•8mo 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•8mo 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•8mo ago
Just click the copilot button in any ide to generate an automated commit message in less than one second. This is effectively useless.