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Show HN: The Mog Programming Language

https://moglang.org
66•belisarius222•2h ago•26 comments

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Show HN: DopaLoop – Habit tracker for ADHD brains, local-first, no streaks

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Show HN: VS Code Agent Kanban: Task Management for the AI-Assisted Developer

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Show HN: I gave my robot physical memory – it stopped repeating mistakes

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Show HN: Zenòdot – Find if a book has been translated into your language

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Show HN: Colchis Log – cryptographic audit trail for AI systems (Python)

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3•GhurtSky•2h ago•0 comments

Show HN: Ratschn – A local Mac dictation app built with Rust, Tauri and CoreML

https://ratschn.com
3•Edos8877•2h ago•2 comments

Show HN: Time as the 4th Dimension – What if it emerges from rotational motion?

2•lisajguo•2h ago•0 comments

Show HN: We help engineers understand codebases with interactive missions

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Show HN: TinyChart. Paste CSV, get shareable chart. No accounts

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4•jordanf•3h ago•1 comments

Show HN: I built a real-time OSINT dashboard pulling 15 live global feeds

https://github.com/BigBodyCobain/Shadowbroker
292•vancecookcobxin•1d ago•111 comments

Show HN: Skir – like Protocol Buffer but better

https://skir.build/
103•gepheum•1d ago•55 comments

Show HN: Caloriva – A calorie tracker that actually understands

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Show HN: Locode, a local first CLI that routes tasks to local LLMs or Claude

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35•thepaulthomson•22h ago•20 comments

Show HN: Husky hook that blocks Git push until you do your pushups

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10•zimboy•12h ago•2 comments

Show HN: Run autoresearch on a gaming PC (Windows and RTX GPUs fork)

https://github.com/jsegov/autoresearch-win-rtx
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Show HN: Bring your own prompts to remote shells

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Show HN: Mcp2cli – One CLI for every API, 96-99% fewer tokens than native MCP

https://github.com/knowsuchagency/mcp2cli
138•knowsuchagency•15h ago•98 comments

Show HN: Reviving a 20-year-old puzzle game Chromatron with Ghidra and AI

https://quesma.com/blog/chromatron-recompiled/
23•stared•2d ago•8 comments

Show HN: Eyot, A programming language where the GPU is just another thread

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75•steeleduncan•1d ago•16 comments

Show HN: Run 500B+ Parameter LLMs Locally on a Mac Mini

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Show HN: WolfStack – Proxmox-like server management in a single Rust binary

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30•wolfsoftware•1d ago•2 comments

Show HN: Curiosity – DIY 6" Newtonian Reflector Telescope

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80•big_Brain69•1d ago•22 comments

Show HN: OpenMeters – A fast and free audio metering/visualization suite

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Show HN: Engram – open-source persistent memory for AI agents (Bun and SQLite)

https://github.com/zanfiel/engram
2•zanfiel•9h ago•1 comments

Show HN: OxiMedia – Pure Rust Reconstruction of FFmpeg and OpenCV

https://github.com/cool-japan/oximedia
11•kitasan•21h ago•9 comments

Show HN: ANSI-Saver – A macOS Screensaver

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102•lardissone•2d ago•37 comments
Open in hackernews

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

https://github.com/moustafa-nasr/fahmatrix
46•mousomashakel•9mo 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•9mo 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•9mo 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•9mo 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•9mo 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•9mo ago
Polars and duckdb interoperate nicely and can enable this flexibility
theanonymousone•9mo ago
Does Polars have a Java library?
mousomashakel•9mo 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•9mo 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•9mo 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•9mo ago
What about Tablesaw, Apache Arrow? How does this compare ...
mousomashakel•9mo 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•9mo ago
Nice!

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

mousomashakel•9mo 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.