Foundational LLM

Hi Guys,

I have about $7500 USD of credits in Lambda AI, do you think I would be able to create a very very small foundational model with these credits? I just want to raise some funds using this foundational model from a VC I have connection with. Also ofcouse would love to Open Source the model.

Best,
Akhil

https://redd.it/1nmiv8g
@r_opensource

duvc-ctl Windows library for UVC camera control and Property control
https://github.com/allanhanan/duvc-ctl

https://redd.it/1nmiaa7
@r_opensource

How to use code from MIT github project?

Hi, I'm building a plugin, that use parts of code from another MIT project. How I must approach this situation?
\- I don't want to fork and than `cherry pick` because i don't need sync with upstream and I don't need 90% of an upstream project
\- If i just copy I kinda lose all contributors info. Is it ok?

If losing contributors data is not ok, is there any way to obtain contributors list in necessary format? Because contributions are scattered around project and it is time consuming to determine, who have worked on specific parts of code i gonna use

https://redd.it/1nmlu2v
@r_opensource

What is DriveLite architecture

## Introduction

DriveLite is an open-source, self-hostable file storage system designed with privacy-first principles. Unlike traditional cloud storage, DriveLite ensures your files are encrypted end-to-end by default, so even your server cannot see your data.

At the same time, DriveLite is flexible advanced users can opt into server-trusted mode to enable features like previews, AI tagging, and semantic search.

This post explains DriveLite’s architecture and how it balances maximum privacy with optional convenience.

---
## 1. Core Principles

- Privacy by default → End-to-end encryption (E2EE) + zero-trust.
- Flexible control → Users can choose server-trusted mode for enhanced features.
- Modular architecture → Storage, backend, and AI/search services are separate and scalable.

---
## 2. How DriveLite Handles Security

### E2EE + Zero Trust (Default)

- Files are encrypted in the browser before upload.
- Server only stores ciphertext, cannot read user files.
- Protects against server compromises, rogue admins, or cloud breaches.
- Ideal for privacy-conscious users and sensitive data.
- Use on device AI models

### Server-Trusted Mode (Optional)

- Admins can opt-in for server-trusted mode per deployment
- Enables advanced features:
- File previews
- Semantic search
- AI tagging and AI-assisted file organization

---
## 3. Components Breakdown
### Frontend Web (React + Tailwind)

- Handles encryption/decryption for E2EE by default.
- Offers clear privacy vs. convenience toggle for users or admins.
- On-device ML (in case of E2EE + Zero trust)

### Backend (Go + Echo)

- Serves APIs for file upload, metadata, sharing, and search.
- Detects if server-trusted mode is enabled and handles decrypted files accordingly.

### Storage (MinIo (S3-compatible ) / File system)

- Stores encrypted blobs in default mode.
- Can store decrypted content when server-trusted mode is active.

### Database Layer (SQLite / PostgreSQL)

- Stores metadata and encryption keys securely.
- Supports pluggable backends for scalability.

### AI + Semantic Search (Python + Qdrant + gRPC)

- Only has access to file content in server-trusted mode.
- Enables semantic search, tagging, and AI features when opted-in.

---
## 4. Why This Architecture?
- Privacy-first by default → E2EE ensures maximum data security.
- Feature-flexible → Users can opt-in for richer functionality.
- Modular & Scalable → Each component can be independently maintained, scaled, or replaced.
- Clear tradeoff → Users control their own security vs. convenience balance.

---
## 5. Roadmap & Vision

- Mobile clients (Flutter)
- Collaborative features with optional server-trusted mode
- AI-assisted file management
- Community plugins and extensions

---
## Conclusion

DriveLite’s architecture is privacy-first, flexible, and future-proof. By default, your data is encrypted and zero-trust, but if you want enhanced features like previews and AI search, you can opt-in to server-trusted mode.

This approach makes DriveLite stand out in the self-hosting ecosystem, offering both security-conscious users and feature-hungry users exactly what they need.

Explore DriveLite and take control of your data: Github


https://redd.it/1nmpnbs
@r_opensource

ZHCL — A Natural Language Compiler That Lets You Code in Your Own Words

## 🧠 ZHCL — 自然語言程式編譯器（Natural Language Compiler）

This is not a translator. This is not a prompt.
**This is a real compiler that takes traditional Chinese sentences as source code and generates valid, executable programs.**

---

### 🧩 What is ZHCL?

> A multi-target natural language compiler:
> You write code like this 👇

```zh
主函式 開始
輸出("你好世界")
結束

結束
Then it gets compiled to .c, .class, or .exe.

🚀 Key Features
Write programs in natural language (Traditional Chinese or English)

Output to C, JVM Bytecode (.class), or native executable

Works with math models, I/O, type resolution, _Generic

Self-contained CLI with --show-c, --emit-class, --strict flags

Built-in examples:

stonehenge.zh simulates Stonehenge solar alignment

kukulcan.zh simulates the serpent shadow of the Mayan pyramid

Fully open source (MIT)

📂 GitHub
👉https://github.com/Retryixagi/ZHCL
Contains:

Compiled binaries (CLI ready to use)

Examples written in .zh

Scientific simulations powered by natural language

🧪 Demo Example: Stonehenge
請輸入時間（年、月、日、時、分）
如果太陽仰角 ≈ 巨石陣對準角度，輸出「對準成功」


Yes, this is fully executable logic written in Chinese.

❤️ Why I made this?

Because programming should not be limited by syntax.
Because not everyone thinks in English.
Because language is the most powerful interface humans have — and compilers should honor that.

Let me know what you think.
If you want to help expand to other languages (like Japanese, French, etc.), feel free to PR or fork it.

🧠 I'm actively looking for collaborators, testers, and language contributors.

https://redd.it/1nmr864
@r_opensource

NotNow - Issue tracker backed by vanilla Github repo.

Transform your GitHub issues into a powerful task tracking system with a Quake-style dropdown terminal -- https://notnowboss.com/

https://redd.it/1nmr122
@r_opensource

Enfyra – Auto-generated REST & GraphQL APIs from your database

**Enfyra** is an open-source platform that automatically creates REST and GraphQL APIs from your database schema, with a visual admin interface.

**Key features:**

* Visual table/relationship builder – no SQL required
* Automatic REST + GraphQL endpoints with filtering, sorting, and pagination
* Add custom logic in JS/TS handlers
* Install and use any NPM package directly from the admin UI
* Admin interface updates instantly when the schema changes

**Use cases:** e-commerce backends, CMS, CRM, API modernization, and more.

The project is currently in beta with core API generation, admin UI, custom handlers, and runtime package installation already working.

Source:

* FE: [https://github.com/dothinh115/enfyra-app](https://github.com/dothinh115/enfyra-app)
* BE: [https://github.com/dothinh115/enfyra-be](https://github.com/dothinh115/enfyra-be)

docs: [https://github.com/dothinh115/enfyra-docs](https://github.com/dothinh115/enfyra-docs)
Live demo: [https://demo.enfyra.io](https://demo.enfyra.io)

**Enfyra is open-source; feedback, ideas, and contributions are welcome!**

https://redd.it/1nmuh37
@r_opensource

What is the best license for dual licensing (free + paid)?

I want to release my source code under a free license that requires attribution, but also offer a paid license where attribution is not required.

Which open source license should I choose as the base for this kind of dual licensing?

GPL v3 seem like a good fit for the free license. But I want your suggestions.

https://redd.it/1nmur6j
@r_opensource

Built Echo Music – an open-source music streaming app (Spotify-like, but lightweight and adfree)

I built Echo Music, a free and open-source music streaming app.

Features:
• Local + online playback
• Minimal UI
• Playlists and queue support
• Cross-platform

Repo: https://github.com/iad1tya/Echo-Music

Feedback and contributions welcome.


https://redd.it/1nmuf8o
@r_opensource

I just became a maintainer of a very popular project. What are the first things you think I should do?

Hello all,

My name is Nariman (verification: GitHub), and I just became one of the maintainers of a very popular project, http-server. If you're a JavaScript developer, you may already have used this module in your projects; if not, the goal of http-server is to give you a dead-simple static HTTP server, mostly used for local development.

I'm determined to improve this gem of the OSS community as best as I can. If you've been in a situation like this before, please let me know what some of the first things you would do. If you also have any feedback, feature requests, bugs, ... they are super welcome as well! Anything to help me make this project the best in the world :)

https://redd.it/1nmy4z1
@r_opensource

Help please

Does anyone know a split screen app that opens a instance of two seperate apps within itself like (phone(app im looking for(youtube+notes app))) Hopefully the result im looking for is to use the normal split screen function with this new app to have three apps open on my phone at once. Thank you for youre help or is this even possible?

https://redd.it/1nmyxcu
@r_opensource

Traffic Monitor flagged as Trojan (WinNT/Winring0.G) – Safe to keep or uninstall?

I’m running into a security warning with Traffic Monitor

https://github.com/zhongyang219/TrafficMonitor

and I’m not sure how to handle it.

Windows Security Alert:

VulnerableDriver:WinNT/Winring0.G  
Alert level: Severe  
Status: Active  
Date: Sun 21-Sep-25 06:51 PM  
Category: Trojan  
Details: This program is dangerous and executes commands from an attacker.  

Affected item:  
C:\TrafficMonitor_V1.85_x64\TrafficMonitor\TrafficMonitor.sys

I also noticed the CPU temperature readings stopped working about 3 days ago, which seems to line up with an issue mentioned in the GitHub repo:
https://github.com/zhongyang219/TrafficMonitor/issues

Now I’m stuck-should I uninstall Traffic Monitor completely?

The tough part is I’ve relied on it for years to monitor:

Upload/Download speeds
Memory usage
Total network speed
CPU usage
GPU usage
CPU/GPU temperature

And I really need the taskbar window display it provides.

Is there a safe alternative that gives the same features?

https://redd.it/1nmuazj
@r_opensource

Opensource alternative to Guideflow / Arcade / Storylane

Creating those interactive guide are quite nice and I see the value they add.
I was wondering if there is an open source alternative to guideflow/arcade/storylane.



https://redd.it/1nn37dw
@r_opensource

My First Open Source Contribution

I have started the journey of Java and Spring Boot like 10 months ago.

I am really interested in the idea of OSC to boost my experiences and skills as well as my CV

But the idea still overwhelming for me with 0 real life experiences

How can I start or in another words , How to pick my first project to contribute in , also what skills/tools I should have before engaging in any real-time project so I can actual leave my mark there

As well as I am interested in the idea , although it's very important for me at this state as I am looking for my first step in my career

Thanks in Advance

https://redd.it/1nn33xw
@r_opensource

HelixDB - An open-source graph-vector database built in Rust

Hey r/opensource wanted to show off a project a college friend and I have been working on for the past 9 months

https://github.com/helixdb/helix-db

Why hybrid?
Vector DBs are great for semantic search (e.g., embeddings), while graph DBs are needed for representing relationships (e.g., people → projects → organisations). Certain RAG systems need both, but combining two separate databases can be a nightmare and hard-to-maintain.

HelixDB treats vectors as first-class types within a property graph model. Think of vector nodes connected to other nodes like in any graph DB, which allows you to traverse from a person to their documents to a semantically similar report in one query.

Currently we are on par with Pinecone and Qdrant for vector search and between 2 and 3 orders of magnitude faster than Neo4j.
As Rust developers, we were tired of the type ambiguity in most query languages. So we also built HelixQL, a type-safe query language that compiles into Rust code and runs as native endpoints. Traversals are functional (like Gremlin), the language is imperative, and the syntax is modelled after Rust with influences from Cypher and SQL. It’s schema-based, so everything’s type-checked up front.

Would love your feedback – especially from anyone who's worked on databases :)

BTW, GitHub stars are always appreciated :) https://github.com/helixdb/helix-db



https://redd.it/1nn5r3u
@r_opensource

Any open source alternative for Articulate?

Hello all,
I'm looking for a course/onboarding app for my job that I can set up and self-host.

https://redd.it/1nn5yvj
@r_opensource

How do you get traction for an open source i18n project?

I built an open source internationalization (i18n) tool that I think solves i18n way better than what’s out there. It’s free, will always stay free, and I honestly believe most devs who try it will prefer it.

The “business” side isn’t aimed at devs at all, the plan is to monetize through a CMS for marketers/designers/content people. Basically, devs never pay, and the whole point is to get translation work off our plate so we can focus on shipping features.

The problem: nobody really knows about it yet. I’m not looking to spam, but I’d like to get it in front of more developers so they can try it out and (hopefully) spread the word if they like it. So for anyone who’s grown an open source project before:

How did you get your first wave of users? Any good places to share this kind of project where people actually care? Any tips on making sure devs understand the monetization isn’t aimed at them? Curious to hear what worked (or didn’t work) for you.

https://redd.it/1nna2sb
@r_opensource

I built my own color-scheme for VS Code

I’ve been messing around with color palettes for a while, and I finally put together something I’m proud of: Eclipse Dawn (softer dark) and Eclipse Midnight (deeper dark).

The idea was to take some inspiration from Eclipse’s vibe but modernize it — better contrast, softer on the eyes, and consistent syntax highlighting that feels balanced for long "starring" sessions.

If anyone wants to give it a shot it's **here**, and as the time goes I'm adding more themes to the stuff I use.

https://redd.it/1nn2jyz
@r_opensource

CS student & open source contributor – seeking advice and connections

Hi everyone,

I’m Aniket, a third year CS student with a focus on AI/ML, and I love working on open source.
I’ve contributed to projects such as :)

Pandas

Python

JAX-ml

TensorFlow Quantum

Statsmodels

Academic Software Foundation

GitHub: https://github.com/Aniketsy

While I’ve gained valuable experience, I’m looking forward to connecting with seasoned contributors to learn and grow :-

Understand how to make more impactful contributions.

Seek advice on career growth through open source.

Learn how open source involvement can align with industry roles (internships, research, or full-time).

If you've been on this journey, I'd appreciate your insights. I'm also open to connecting with other students and contributors exploring similar paths.

Thanks for reading, and I look forward to hearing from you!

https://redd.it/1nnfowk
@r_opensource

CodeRabbit Commits 1 Million to Open Source Software Sponsorships.
https://www.coderabbit.ai/blog/coderabbit-commits-1-million-to-open-source

https://redd.it/1nnglco
@r_opensource

Looking for testers: Self-Hosted File Converter, OCR, Transcriber, TTS

Hey, I've been spending the last few days building a self-hosted file converter with some added support for ocr, tts, and stt. This is not revolutionary, since it just wraps many tools into a webui but I couldn't find any alternatives (ConvertX is nice but fails a lot and has clunky ui).
It comes with OIDC support and pre-built Docker images!

https://github.com/LoredCast/filewizard
https://hub.docker.com/r/loredcast/filewizard

Please check it out, it's still early development and I need people testing functionality since there are A LOT of formats to potentially test out.




https://redd.it/1nnitni
@r_opensource