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Show HN: CLI to order groceries via reverse-engineered REWE API (Haskell)

https://github.com/yannick-cw/korb
41•wazHFsRy•2d ago•4 comments

Show HN: 1-Bit Bonsai, the First Commercially Viable 1-Bit LLMs

https://prismml.com/
238•PrismML•11h ago•100 comments

Show HN: A sandboxed AI agent that can watch webpages without constant API calls

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3•grimm8080•17m ago•1 comments

Show HN: Postgres extension for BM25 relevance-ranked full-text search

https://github.com/timescale/pg_textsearch
146•tjgreen•16h ago•44 comments

Show HN: TraceLit – debug LeetCode step by step

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2•eric_z•1h ago•0 comments

Show HN: Forkrun – NUMA-aware shell parallelizer (50×–400× faster than parallel)

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129•jkool702•4d ago•31 comments

Show HN: WordBattle – Daily word game where AI agents compete against humans

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Show HN: Claude Code rewritten as a bash script

https://github.com/jdcodes1/claude-sh
15•rpst•9h ago•1 comments

Show HN: Loreline, narrative language transpiled via Haxe: C++/C#/JS/Java/Py/Lua

https://loreline.app/en/docs/technical-overview/
66•jeremyfa•3d ago•20 comments

Show HN: Sundial – a new way to look at a weather forecast

https://sundial.page/
42•izaidi•17h ago•15 comments

Show HN: EU Leadership – Live API data site comparing Europe to the world

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27•aureljohn•13h ago•8 comments

Show HN: Asciimap – Interactive ASCII world map with live data

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6•limsight•9h ago•0 comments

Show HN: I turned a sketch into a 3D-print pegboard for my kid with an AI agent

https://github.com/virpo/pegboard
64•virpo•1d ago•17 comments

Show HN: Coasts – Containerized Hosts for Agents

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93•jsunderland323•1d ago•38 comments

Show HN: DeepTable – an API that converts messy Excel files into structured data

https://docs.deeptable.com/
7•francisrafal•17h ago•0 comments

Show HN: PhAIL – Real-robot benchmark for AI models

https://phail.ai
20•vertix•16h ago•8 comments

Show HN: Margo – Find the font your brain reads fastest

https://margo.fyi/
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Show HN: Pardus Browser- a browser for AI agents without Chromium

https://github.com/JasonHonKL/PardusBrowser/tree/main
16•JasonHEIN•22h ago•8 comments

Show HN: Hyprmoncfg – Terminal-based monitor config manager for Hyprland

https://paolino.me/hyprmoncfg-monitor-configuration-for-hyprland/
11•earcar•16h ago•4 comments

Show HN: Lazy-tool: reducing prompt bloat in MCP-based agent workflows

https://github.com/rpgeeganage/lazy-tool
20•like-to-code1•16h ago•2 comments

Show HN: Multi-agent autoresearch for ANE inference beats Apple's CoreML by 6×

https://www.ensue-network.ai/lab/ane
4•christinetyip•13h ago•0 comments

Show HN: QuickBEAM – run JavaScript as supervised Erlang/OTP processes

https://github.com/elixir-volt/quickbeam
110•dannote•3d ago•16 comments

Show HN: Rust UEFI UI Lib

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5•supernihil•19h ago•2 comments

Show HN: Sheet Ninja – Google Sheets as a CRUD Back End for Vibe Coders

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84•sxa001•2d ago•75 comments

Show HN: Crazierl – An Erlang Operating System

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72•toast0•2d ago•14 comments

Show HN: BreezePDF – Free, in-browser PDF editor

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96•philjohnson•2d ago•45 comments

Show HN: ClawDesk – Agent orchestration layer on top of OpenClaw

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4•glassrun•16h ago•0 comments

Show HN: I built a self-hosted Fly.io engine using Go and Firecracker

https://github.com/herd-core/herd
4•sankalpnarula•16h ago•1 comments

Show HN: Solitaire – identity layer for AI agents, not just another memory tool

https://github.com/PRDicta/Solitaire-for-Agents
4•dictadev•16h ago•1 comments

Show HN: LogicStamp – A Context Compiler for TypeScript

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3•AmiteK•16h ago•2 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.