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Show HN: Yap – OSS on-device voice dictation for macOS with no model to download

https://github.com/FrigadeHQ/yap
48•pancomplex•11h ago•12 comments

Show HN: A 6M-token movable window on a single 46GB GPU

https://arxiv.org/abs/2607.23806
4•Wetime•2h ago•1 comments

Show HN: Drever – AI-first MDX presentations with expressive motion

https://github.com/Zhangdroid/drever
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Show HN: FeyNoBg – Automatic background removal model and training library

https://usefeyn.com/blog/feynobg/
101•snyy•13h ago•22 comments

Show HN: My First OSS as a Teen

https://openotp.app
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Show HN: Orchard – Let AI agents set up your app's back end with one prompt

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Show HN: Trylle – The Next-Gen Git Platform for Modern Teams

https://trylle.com/home
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Show HN: Etymology Database from Wiktionary

https://etymologue.com/
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Show HN: SeaTicket – AI agent that resolve GitHub and Discord issues

5•Daniel-Pan•3h ago•2 comments

Show HN: A macOS Port of Ventoy2disk

https://github.com/fcjr/ventoy-mac
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Show HN: Let's Seal – Let's Encrypt for document signing, free and self-hosted

https://github.com/letsseal/letsseal
83•nsokin•14h ago•29 comments

Show HN: Coast – Turn an iPhone into a control surface for a Mac

https://coast.masn.studio
2•MasonChen•3h ago•0 comments

Show HN: Physically accurate black hole you can put in your room

https://blackhole.plav.in
469•aplavin•4d ago•180 comments

Show HN: Edge Drop – The clipboard manager Windows 11 should have shipped with

https://github.com/Deepender25/Edge-Drop
3•Deepender25•4h ago•1 comments

Show HN: Gemma 4 26B A4B running on an iPhone 17 Pro via model paging

https://noemaai.com/
2•armin976•4h ago•0 comments

Show HN: RL bandits pick coding agent's context,Grok 4.5 out-fixes Fable 5

https://github.com/VinvAI/VinvAI
3•sohamac•4h ago•0 comments

Show HN: Call Me, your AI agents ring you with no extra carrier costs

https://github.com/radres/call-me
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Show HN: _done – Expanding AI Capabilities

https://underscoredone.com/
2•onescales•4h ago•1 comments

Show HN: Building a new game everyday with AI. Day #106 Zombie Survival Training

https://gamevibe.us/106-zombie-survival-training
3•pzxc•5h ago•1 comments

Show HN: PromptTrace – Free hands-on labs to practice hacking LLMs

https://prompttrace.airedlab.com
3•k4r1it0•6h ago•0 comments

Show HN: A 538-style dashboard for upcoming Knesset elections

https://theelectiondashboard.com/
4•AzariaK•11h ago•0 comments

Show HN: multiaes – hardware-accelerated, constant-time AES, two-file drop-in

https://github.com/ttarvis/multiaes
9•lemaudit•15h ago•2 comments

Show HN: Infrawrench – A tool to manage cloud and svcs with workflows and chat

https://infrawrench.com
19•astrid__•13h ago•0 comments

Show HN: AlgoDeploy – Python algo trading you run yourself (Alpaca and IBKR)

https://algo-deploy.com/
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https://theinstant.cc/ride
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Show HN: Heddle- ATC for Your Subagents

https://github.com/zyads/heddle
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Show HN: ViewKit – Interactive dataset viewer in the browser, no upload

https://viewkit.app/
2•ayu05•7h ago•1 comments

Show HN: FileForge Finder: Local file search with AI-optimized export

2•FileForge•7h ago•0 comments

Show HN: I mapped every US golf course

https://golfcoursebrowser.com/
216•rickmf•2d ago•166 comments

Show HN: Aidress – Coordination layer for autonomous AI agents

https://github.com/Aidress-ai/Aidress
4•mehulv24•7h ago•0 comments
Open in hackernews

Show HN: Fahmatrix – A Lightweight, Pandas-Like DataFrame Library for Java

https://github.com/moustafa-nasr/fahmatrix
46•mousomashakel•1y ago
Hey HN, I’ve built Fahmatrix, a minimal, fast Java library for working with tabular data — inspired by Python’s pandas, but designed for performance and simplicity on the JVM.

After working extensively with Python’s data stack, I often ran into limitations related to speed, especially in larger or long-running data workflows. So I built Fahmatrix from scratch to offer similar APIs for manipulating CSVs, performing summary statistics, slicing rows/columns, and more — but all in Java.

Features:

Lightweight and dependency-free

CSV/TSV import with auto-headers

Series/DataFrame structures (like pandas)

describe(), mean(), stdDev(), percentile() and more

Fast parallel operations on numeric columns

Java 17+ support

Docs: https://moustafa-nasr.github.io/Fahmatrix/ GitHub: https://github.com/moustafa-nasr/fahmatrix

I’d love feedback from the Java and data communities — especially if you’ve ever wanted a simple dataframe utility in Java without needing full-scale ML libraries.

Happy to answer any questions!

Comments

rickette•1y ago
Congrats on putting this out there. There isn't a de facto pandas-like library in Java like you said. But for Kotlin there is: https://github.com/Kotlin/dataframe
mousomashakel•1y ago
Thanks so much! Yep, I’ve seen the Kotlin DataFrame lib — very elegant. Fahmatrix is meant for plain Java users who want similar capabilities without switching ecosystems. Appreciate the support!
uwemaurer•1y ago
Always great to see efforts to make working with data frames easier. Here are some similar data frame libraries for Java:

https://github.com/jtablesaw/tablesaw

https://github.com/dflib/dflib

My preferred way is just use duckdb java API. I didn't see anything better in performance/efficiency. Also a SQL query is often easier to write

theanonymousone•1y ago
Yes. It has bothered me for a long time too. Maybe the best mix is a dataframe library with basic operations (column select, non-null etc), which also allows SQL for more complex stuff?
radus•1y ago
Polars and duckdb interoperate nicely and can enable this flexibility
theanonymousone•1y ago
Does Polars have a Java library?
mousomashakel•1y ago
Totally agree that SQL can be the best tool for many jobs. My goal with Fahmatrix is to serve the opposite niche: where devs want something that's Java-native, procedural, and simple without reaching for an external engine. SQL support or DSL might come later though — I see the appeal.
skanga•1y ago
What about Tablesaw, Apache Arrow? How does this compare ...
mousomashakel•1y ago
Good question. I’ll publish benchmarks soon, but the core difference is that Fahmatrix is fully Java, no JNI, and minimalistic — ideal for small projects or environments like Android. Tablesaw and Arrow are more powerful, but heavier. Fahmatrix aims to be the “just enough” middle ground.
owlstuffing•1y ago
Nice!

I’m currently using manifold-sql with duckdb for this.

mousomashakel•1y ago
Thanks! That’s a great combo — manifold-sql + duckdb gives you strong typing with powerful SQL under the hood. Fahmatrix is aiming to complement that approach for cases where you want quick, native Java code without SQL — e.g., when building data flows or custom logic inline. Would love to hear if you’ve hit any pain points that a Java-native approach could help with.
theanonymousone
•
1y ago
Sure. So maybe notehr comment would be to make it (particularly the Series class), as compatible with Java Streams as possible.

Next step would likely be compatibility with popular libraries such as Apache Commons Math: https://commons.apache.org/proper/commons-math/userguide/sta...

mousomashakel•1y ago
Thanks! I'm aware of those great projects. Fahmatrix aims to offer a lightweight, dependency-free alternative that’s easy to embed in any Java app. DuckDB is super impressive, especially for SQL-heavy tasks — but my goal is more about a native, fluent API for those who prefer direct Java code over SQL.