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Show HN: Atomic Editor – Obsidian-style live preview for CodeMirror 6

https://kenforthewin.github.io/atomic-editor/
31•kenforthewin•6h ago•7 comments

Show HN: Breathe CLI – Paced resonance breathing in the macOS terminal

https://github.com/marekkowalczyk/breathe-cli
97•marekkowalczyk•22h ago•15 comments

Show HN: Deliberate – log what your agent rejected, not just what it ran

https://www.deliberate.dev/
2•garysmith1234•1h ago•0 comments

Show HN: Ouijit, an open-source task and terminal manager for coding agents

https://ouijit.com/
3•pbjerkeseth•2h ago•0 comments

Show HN: xxUTF – SIMD Unicode Normalization

https://github.com/dzfrias/xxUTF
3•dzfrias•2h ago•1 comments

Show HN: 500 years of Joseon court omens as an observability dashboard

https://ajin.im/is/building/omen.ops/
128•poppypetalmask•23h ago•23 comments

Show HN: Entropic — information-driven variable-rate media playback

https://github.com/patrickxia/entropic
4•pxx•3h ago•1 comments

Show HN: FuguUX – science-backed, AI user testing to identify key web UX issues

https://www.fuguux.com
3•sdas7•3h ago•0 comments

Show HN: Agentpack – isolated config layers for Claude Code, Codex, and OpenCode

https://nexo.sh/posts/agentpack/
3•nexo-v1•4h ago•0 comments

Show HN: Komi-learn – continuous memory and self-improvement for coding agents

https://github.com/kurikomi-labs/komi-learn
18•rainxchzed•13h ago•2 comments

Show HN: Helios – what plug-in solar could generate for any address in Britain

https://helios.southlondonscientific.com/
120•ruaraidh•1d ago•43 comments

Show HN: Use Chrome DevTools Protocol to Control WinForm/MFC Apps

https://github.com/AIGCEra/Creator
3•tangramdev•4h ago•0 comments

Show HN: Open Envelope – an open schema for defining AI agent teams

https://openenvelope.org/docs/schema/
45•ashconway•2d ago•7 comments

Show HN: Stable Audio 3 – one-shot sample generator (110gb download)

https://github.com/shiehn/sas-sample-generator
5•stevehiehn•5h ago•3 comments

Show HN: Tiny-vLLM – high performance LLM inference engine in C++ and CUDA

https://github.com/jmaczan/tiny-vllm
194•yu3zhou4•1d ago•17 comments

Show HN: Graph-Based Firebase Alternative with Real-Time Sync

https://linkedrecords.com/getting-started/
3•WolfOliver•5h ago•0 comments

Show HN: Open-source private home security camera system (end-to-end encryption)

https://github.com/secluso/core
123•arrdalan•1d ago•28 comments

Show HN: CPU-only fast OCR for screenshots, images, PDFs, webpages

https://github.com/kouhxp/textsnap
6•mrkn1•10h ago•4 comments

Show HN: TV Explorer. Adding advanced UI to free online TV

https://tvexplorer.live
185•dtagames•2d ago•56 comments

Show HN: Cordium: FOSS sandbox platform that eliminates credential injection

https://github.com/octelium/cordium
3•geoctl•7h ago•0 comments

Show HN: Zot – Yet another coding agent harness

https://www.zot.sh
100•patriceckhart•2d ago•78 comments

Show HN: Live, system-wide USB transfer sniffer in eBPF

https://github.com/yeet-src/usbsnoop
6•r3tr0•14h ago•0 comments

Show HN: Ktx – Open-source executable context layer for data agents

https://github.com/Kaelio/ktx
86•lucamrtl•3d ago•26 comments

Show HN: Continue? Y/N: A 60-second game about AI agent permission fatigue

https://llmgame.scalex.dev
382•Wirbelwind•3d ago•158 comments

Show HN: OWASP Agent Memory Guard – Stop AI Agent Memory Poisoning

https://github.com/OWASP/www-project-agent-memory-guard
3•vgudur297•15h ago•0 comments

Show HN: I built an Android OS in the browser

https://mobilegym.dev/
27•haozaz•1d ago•7 comments

Show HN: Hallucinate – Massively Multiplayer Online Rave

https://hallucinate.site
438•stagas•3d ago•197 comments

Show HN: I made a Gemma 4 Mac app that names screenshots with local AI

https://snapname.app
7•joas_coder•16h ago•6 comments

Show HN: Open-Source AI Racing Harness

https://www.elodin.systems/post/elodin-ai-grand-prix-race-sim-harness
75•danAtElodin•3d ago•22 comments

Show HN: Lite-Harness – Self-Hosted Cursor Agents (Use Claude Code/OpenCode)

https://github.com/LiteLLM-Labs/lite-harness
6•detente18•18h 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•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.