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Show HN: BeVisible.app - Blog that runs itself

https://www.bevisible.app
2•evanyang•49m ago•0 comments

Show HN: OSS Agent I built topped the TerminalBench on Gemini-3-flash-preview

https://github.com/dirac-run/dirac
338•GodelNumbering•19h ago•125 comments

Show HN: Gate – AI workers handle dev tickets in a visual workspace

https://soliddark.net/gate
2•SolidDark•2h ago•0 comments

Show HN: Utilyze – an open source GPU monitoring tool more accurate than nvtop

https://www.systalyze.com/utilyze
97•ManyaGhobadi•18h ago•23 comments

Show HN: Nat-zero – Scale-to-zero NAT instances for AWS (Terraform module)

https://machine.dev/blog/nat-zero-scale-to-zero-nat-instances/
2•leonardosul•2h ago•1 comments

Show HN: Waiting for LLMs Suck – Give your user a game

https://github.com/ftaip/waiting-game
12•dalemhurley•5h ago•12 comments

Show HN: A terminal spreadsheet editor with Vim keybindings

https://github.com/garritfra/cell
93•garritfra•20h ago•45 comments

Show HN: AgentSwift – Open-source iOS builder agent

https://github.com/hpennington/agentswift
37•hpen•7h ago•7 comments

Show HN: Turning a Gaussian Splat into a videogame

https://blog.playcanvas.com/turning-a-gaussian-splat-into-a-videogame/
229•yak32•4d ago•58 comments

Show HN: PrePrompt – rewrites vague prompts before they reach the LLM

https://preprompt.org/
2•yashdeeptehlan•5h ago•1 comments

Show HN: Blotter, a live map of LAPD radio activity

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2•s_e__a___n•7h ago•1 comments

Show HN: Unusual Wikipedia

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10•grilledchickenw•15h ago•0 comments

Show HN: The Unix Magic poster, annotated (updated)

https://github.com/drio/unixmagic
59•drio•1d ago•6 comments

Show HN: Tiao, A two-player turn-based board game

https://playtiao.com
59•trebeljahr•1d ago•28 comments

Show HN: Free textbook on engineering thermodynamics

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173•2DcAf•1d ago•45 comments

Show HN: Startup Equity Adventure Game

https://options-game-polymathrobotics.pythonanywhere.com/
33•iliabara•1d ago•24 comments

Show HN: Vibe-coding video games with Claude (Day 14: Tetris)

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5•pzxc•16h ago•2 comments

Show HN: Git-agecrypt – transparent file-level encryption for Git

https://github.com/bartei/git-agecrypt
4•bartei81•16h ago•0 comments

Show HN: I built a dual crossword puzzle where two crosswords share one grid

https://forkle.co.uk/
19•daveoshawrus•21h ago•15 comments

Show HN: AgentSwarms – free hands-on playground to learn agentic AI, no setup

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24•rohan044•1d ago•9 comments

Show HN: Tera – A Compiler‑Native UI Framework with Shared Runtime/AI Context

https://github.com/terajs/terajs
3•thecodergabe•13h ago•0 comments

Show HN: Honker – Postgres NOTIFY/LISTEN Semantics for SQLite

https://github.com/russellromney/honker
312•russellthehippo•4d ago•80 comments

Show HN: AI memory with biological decay (52% recall)

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94•SachitRafa•1d ago•46 comments

Show HN: I remade my blog into a Windows 3.1 environment

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28•theletterf•1d ago•25 comments

Show HN: I've built a nice home server OS

https://lightwhale.asklandd.dk/
191•Zta77•3d ago•84 comments

Show HN: Browser Harness – Gives LLM freedom to complete any browser task

https://github.com/browser-use/browser-harness
131•gregpr07•3d ago•64 comments

Show HN: A free ESG stock screener that publishes its losses and methodology

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29•irldexter•1d ago•25 comments

Show HN: Gova – The declarative GUI framework for Go

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142•aliezsid•4d ago•29 comments

Show HN: Matrirc – run irssi in 2026, talk to people on Matrix

https://github.com/pawelb0/matrirc
12•pawelb0•1d ago•1 comments

Show HN: 2 weeks of coding, 3 months of OpenAI review, my ChatGPT App is live

4•Aldipower•16h 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•11mo 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•11mo 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•11mo 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•11mo 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•11mo 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•11mo ago
Polars and duckdb interoperate nicely and can enable this flexibility
theanonymousone•11mo ago
Does Polars have a Java library?
mousomashakel•11mo 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•11mo 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•11mo 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•11mo ago
What about Tablesaw, Apache Arrow? How does this compare ...
mousomashakel•11mo 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•11mo ago
Nice!

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

mousomashakel•11mo 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.