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Show HN: Three new Kitten TTS models – smallest less than 25MB

https://github.com/KittenML/KittenTTS
294•rohan_joshi•8h ago•97 comments

Show HN: I built a P2P network where AI agents publish formally verified science

32•FranciscoAngulo•4h ago•9 comments

Show HN: Duplicate 3 layers in a 24B LLM, logical deduction .22→.76. No training

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Show HN: Dumped Wix for an AI Edge agent so I never have to hire junior staff

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Show HN: Browser grand strategy game for hundreds of players on huge maps

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51•sgolem•3d ago•22 comments

Show HN: React terminal renderer, cell level diff, no alt screen

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Show HN: Playing LongTurn FreeCiv with Friends

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Show HN: I built 48 lightweight SVG backgrounds you can copy/paste

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375•visiwig•1d ago•67 comments

Show HN: Ripl – A unified 2D/3D engine for Canvas, SVG, WebGPU, and the Terminal

https://www.ripl.rocks
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Show HN: Mavera – Predict audience response with GANs, not LLM sentiment

https://docs.mavera.io/introduction
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Show HN: Local Document Parsing for Agents

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Show HN: Will my flight have Starlink?

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Show HN: Oku – One tab to filter out noise from feeds and content sources

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Show HN: BamBuddy – a self-hosted print archive for Bambu Lab 3D printers

https://bambuddy.cool
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Show HN: Tmux-IDE, OSS agent-first terminal IDE

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Show HN: Anchor any file to Bitcoin to prove it existed at a specific time

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Show HN: PearlOS: we gave AI a talking desktop environment instead of a text box

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Show HN: Pgit – A Git-like CLI backed by PostgreSQL

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Show HN: 3 AI agent trust systems cross-verified each other's delegation chains

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Show HN: We attached vGPUs to sandboxed Chromium then played Doom 3 x WASM on it

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Show HN: Claude Code skills that build complete Godot games

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334•htdt•3d ago•203 comments

Show HN: Dear Aliens (Writing Contest)

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Show HN: Horizon – GPU-accelerated infinite-canvas terminal in Rust

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78•petersunde•2d ago•31 comments
Open in hackernews

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

https://github.com/moustafa-nasr/fahmatrix
46•mousomashakel•10mo 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•10mo 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•10mo 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•10mo 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•10mo 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•10mo ago
Polars and duckdb interoperate nicely and can enable this flexibility
theanonymousone•10mo ago
Does Polars have a Java library?
mousomashakel•10mo 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.
theanonymousone•10mo 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•10mo 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.
skanga•10mo ago
What about Tablesaw, Apache Arrow? How does this compare ...
mousomashakel•10mo 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•10mo ago
Nice!

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

mousomashakel•10mo 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.