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Show HN: Opening lines of famous literary works

https://www.verbaprima.com/
135•plicerin•7h ago•78 comments

Show HN: Juggler – an open-source GUI coding agent, by the creator of JUCE

https://github.com/juggler-ai/juggler
155•julesrms•2d ago•77 comments

Show HN: I RL-trained an agent that trains models with RL (for ~$1.3k)

https://github.com/Danau5tin/ai-trains-ai
92•Danau5tin•10h ago•39 comments

Show HN: Self-hosted voice AI agent for Asterisk/FreePBX

https://github.com/hkjarral/AVA-AI-Voice-Agent-for-Asterisk
23•hkjarral•1d ago•10 comments

Show HN: A Free RSS reader with a configurable recommendation engine

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11•sammy0910•3h ago•7 comments

Show HN: Beautiful Type Erasure with C++26 Reflection

https://ryanjk5.github.io/posts/rjk-duck/
109•RyanJK5•10h ago•45 comments

Show HN: Flashbang – DuckDuckGo bangs resolved locally with a Service Worker

https://flashbang-dyr.pages.dev
6•t3ntxcles•3h ago•0 comments

Show HN: DevQuest – live GitHub profile cards and a daily repository battle

https://github.com/yiaany/devquest
3•hizyyo•50m ago•1 comments

Show HN: Tilion – Stealth Browser Infrastructure for Agents

https://twitter.com/tiliondev/status/2077162199739752933
6•arhamshahrier•13m ago•2 comments

Show HN: Voidfall – Space looter shooter in the browser

https://github.com/nickyvanurk/voidfall
2•nickyvanurk•1h ago•0 comments

Show HN: An Interactive Guide for Castlevania II: Simon's Quest

https://theultimatesimonsquestguide.com/
4•baclap•3h ago•2 comments

Show HN: A dashboard for tracking SK Hynix price gaps across exchanges

https://jaxzxu.com/skhynix
2•jaxzxu•2h ago•0 comments

Show HN: Clawk – Give coding agents a disposable Linux VM, not your laptop

https://github.com/clawkwork/clawk
215•celrenheit•1d ago•156 comments

Show HN: Iodd Viewer a free IODD viewer that runs in the browser

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2•bitchanic•3h ago•0 comments

Show HN: Rejourney – Open-source revenue leak prediction for web and mobile apps

https://github.com/rejourneyco/rejourney
30•mrr7337•12h ago•6 comments

Show HN: Alluvia – mine your Claude Code/Cursor/ChatGPT history, locally

https://github.com/dylanp12/alluvia
3•dp12•3h ago•0 comments

Show HN: I Built OpenClaw for Stocks

https://fn2.ai/
3•oceanplexian•3h ago•0 comments

Show HN: I implemented a neural network in SQL

https://github.com/xqlsystems/xarray-sql/blob/claude/xarray-sql-mnist-demo/benchmarks/nn.py
111•alxmrs•1d ago•19 comments

Show HN: Oodle.ai – $10 per million agent traces

https://www.oodle.ai/product/agent-observability
26•kirankgollu•8h ago•7 comments

Show HN: A device for never missing the surf turned into something more

https://theliveframe.com/blog/a-device-for-never-missing-the-surf
2•dylkane98•3h ago•2 comments

Show HN: Jacquard, a programming language for AI-written, human-reviewed code

https://github.com/jbwinters/jacquard-lang
96•jbwinters•1d ago•57 comments

Show HN: DOM-docx – HTML to native, editable Word docs (MIT)

https://github.com/floodtide/dom-docx
150•fishbone•1d ago•40 comments

Show HN: Hackney – Compare Uber, Lyft, Waymo, and Robotaxi Prices

https://hackney.app/
57•griffinli•1d ago•46 comments

Show HN: Sx 2.0 – Share AI skills with your team through a Dropbox folder

https://sleuth-io.github.io/sx/2026/07/10/your-dropbox-is-now-a-skill-server.html
43•detkin•23h ago•33 comments

Show HN: YouTube Guitar Tab Parser

https://github.com/marcelpanse/youtube-guitar-tab-parser
107•neogenix•1d ago•65 comments

Show HN: ADS-B Receiver for the Terminal

https://github.com/encse/adsb-tui
3•encse•5h ago•6 comments

show hn: 1d data to 3D topology, AI deepfakes to protien folding

https://github.com/bitofabluetit/knotreel
3•bitofabluetit•5h ago•6 comments

Show HN: Nobie – an Excel-compatible runtime for agents and humans

https://nobie.com
88•matthewgapp•1d ago•61 comments

Show HN: Pullrun – Run One OCI Image as a Container, Firecracker, or Apple VM

https://github.com/pullrun/pullrun
7•pullrun•5h ago•0 comments

Show HN: OpenClawMachines – Extending OpenClaw to the Enterprise

https://github.com/mathaix/OpenClawMachines
40•mathaix•1d ago•30 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.