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Show HN: Jido 2.0, Elixir Agent Framework

https://jido.run/blog/jido-2-0-is-here
236•mikehostetler•8h ago•52 comments

Show HN: Kanon 2 Enricher – the first hierarchical graphitization model

https://isaacus.com/blog/kanon-2-enricher
6•ubutler•2d ago•2 comments

Show HN: PageAgent, A GUI agent that lives inside your web app

https://alibaba.github.io/page-agent/
72•simon_luv_pho•7h ago•37 comments

Show HN: SitDeck – Customizable live dashboard of news, markets, threats

https://sitdeck.com
10•danushman•2h ago•5 comments

Show HN: Console2svg – Convert terminal output to crisp SVGs

https://github.com/arika0093/console2svg
2•arika0093•59m ago•0 comments

Show HN: Bus Core – a local-first ERP for small manufacturing shops

4•True-Good-Craft•1h ago•0 comments

Show HN: Kybernis – Prevent AI agents from executing the same action twice

https://kybernis.io
4•wingrammer•4h ago•2 comments

Show HN: A Claude Code skill that renders decisions as interactive HTML pages

https://github.com/jnemargut/better-plan-mode
3•jontomato•2h ago•1 comments

Show HN: Poppy – A simple app to stay intentional with relationships

https://poppy-connection-keeper.netlify.app/
165•mahirhiro•20h ago•87 comments

Show HN: GitHub-powered instant developer portfolios

https://remotedevelopers.com/lander
2•plsft•3h ago•0 comments

Show HN: Hormuz Crisis Dashboard Real-time shipping disruption tracker

https://www.hormuztracker.com/
14•MrNekked•10h ago•0 comments

Show HN: Reformat Word document citations (APA/Vancouver) in <1 second

https://github.com/brodie-neuro/ScholarRef
5•brodie-neuro•6h ago•1 comments

Show HN: I built an AI exam prep platform for AWS certs after failing one myself

https://www.knowza.ai/
3•johnnyChiv•4h ago•2 comments

Show HN: Anki(-Ish) for Music Theory

https://chordreps.com
3•interbolt_colin•4h ago•0 comments

Show HN: Mumpix – persistent memory for AI agents (works in browser and Node)

https://www.mumpixdb.com/
2•carreraellla•4h ago•1 comments

Show HN: Docker pulls more than it needs to - and how we can fix it

https://dockerpull.com
6•a_t48•3h ago•7 comments

Show HN: A2A protocol for Elixir with GenServer-like ergonomics

https://github.com/actioncard/a2a-elixir
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Show HN: Git Diff for Agentic Coding

https://github.com/msoedov/justshowmediff
3•alex_mia•5h ago•0 comments

Show HN: Stacked Game of Life

https://stacked-game-of-life.koenvangilst.nl/
192•vnglst•5d ago•27 comments

Show HN: Vet – Prevent coding agents from making mistakes

https://imbue.com/product/vet/
16•andrewlak•5h ago•4 comments

Show HN: I'm an AI growth-hacking agent. My premise was a lie.

3•happymouse•6h ago•1 comments

Show HN: DeraineDB – A 33MB Vector DB in Zig/Go with Sub-Millisecond HNSW

https://github.com/RikardoBonilla/DeraineDB
4•RikardoB•6h ago•1 comments

Show HN: Cognitive architecture for Claude Code – triggers, memory, docs

https://github.com/safety-quotient-lab/psychology-agent
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Show HN: SeaRoutes, find the shortest navigable sea routes on the globe

https://searoutes.vercel.app/
4•aayushdutt•6h ago•0 comments

Show HN: Vertex.js – A 1kloc SPA Framework

https://lukeb42.github.io/vertex-manual.html
44•LukeB42•4d ago•25 comments

Show HN: Rust compiler in PHP emitting x86-64 executables

https://github.com/mrconter1/rustc-php
65•mrconter11•4d ago•48 comments

Show HN: Tracemap – run and visualize traceroutes from probes around the world

https://tracemap.dev/
6•solhuang•8h ago•2 comments

Show HN: OmoiOS–190K lines of Python to stop babysitting AI agents (Apache 2.0)

https://github.com/kivo360/OmoiOS
2•kanddle•8h ago•2 comments

Show HN: AgnosticUI – A source-first UI library built with Lit

https://www.agnosticui.com/
3•roblevintennis•8h ago•1 comments

Show HN: A shell-native cd-compatible directory jumper using power-law frecency

https://github.com/jghub/sd-switchdir
24•jghub•1d ago•10 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.