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- # πŸ’œ Support Cartik
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- ### Independent AI Development Β· Open Experiments Β· Ambitious Ideas
 
 
 
 
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- **Building AI from the ground up. One experiment at a time.**
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-
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- [![Support Cartik](https://img.shields.io/badge/SUPPORT-CARTIK-ec4899?style=for-the-badge&logo=heart&logoColor=white)](https://www.donationalerts.com/r/cartridge1)
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-
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- ![Independent AI](https://img.shields.io/badge/Independent-AI-8b5cf6?style=for-the-badge)
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  ---
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- ## πŸ’œ About Me
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-
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- I'm **Cartik**, an independent developer working on artificial intelligence, language models, developer tools, APIs, and experimental software projects.
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- My mission is to explore what's possible with AI, develop useful technologies, and make powerful tools more accessible to developers and everyday users.
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- ---
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- ## 🎁 Support Independent AI Development
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- Donations can help cover computing resources, model training, hosting, infrastructure, and other development expenses.
 
 
 
 
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- ### πŸ’– Support my work
 
 
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- **DonationAlerts:** https://www.donationalerts.com/r/cartridge1
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- [![Donate Now](https://img.shields.io/badge/Donate_Now-Support_Cartik-ec4899?style=for-the-badge&logo=heart&logoColor=white)](https://www.donationalerts.com/r/cartridge1)
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- ---
 
 
 
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- ## 🧠 Upcoming AI Project: Sonexa-1 Hyperion
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- **Sonexa-1 Hyperion** is a planned experimental language model project focused on independent training, evaluation, and AI research.
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- ### πŸ”₯ Path A β€” Training from Scratch
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- ![Fundraising goal](https://img.shields.io/badge/Fundraising_Goal-%24100-8b5cf6?style=flat-square)
 
 
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- If total donations reach **$100**, I plan to begin the training-from-scratch path, subject to available computing resources and a realistic training budget.
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- Planned work:
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- - Design the model architecture.
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- - Prepare and process training datasets.
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- - Develop a tokenizer and data pipeline where needed.
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- - Train using available GPU resources.
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- - Evaluate generation quality and identify weaknesses.
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- - Improve the model and document the results.
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- **Important:** $100 is a fundraising milestone to help initiate development. It does not guarantee that all training, hosting, and deployment costs will be covered.
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  ### ⚑ Path B β€” Knowledge Distillation
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- If training from scratch is not feasible, I may experiment with knowledge distillation.
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  | Role | Planned model |
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  |---|---|
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- | Student | Qwen2.5-0.5B |
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- | Teacher | Qwen3.8-27B, subject to availability and verification |
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- The goal is to investigate whether a smaller model can learn useful response patterns from a larger teacher model while remaining easier to run on limited hardware.
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- This is a planned experiment, not a claim that distillation has already been completed.
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- ### 🎯 Project Goals
 
 
 
 
 
 
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  - Better conversational response quality.
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- - More efficient small-model inference.
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  - Practical training and evaluation workflows.
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- - AI experimentation on limited hardware.
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  - Transparent documentation of development progress.
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  ---
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- ## πŸš€ Other Development Areas
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- ![AI Models](https://img.shields.io/badge/AI-Models-6366f1?style=flat-square)
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- ![Developer Tools](https://img.shields.io/badge/Developer-Tools-8b5cf6?style=flat-square)
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- ![APIs](https://img.shields.io/badge/APIs-Development-ec4899?style=flat-square)
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- ![Research](https://img.shields.io/badge/Research-Experiments-0ea5e9?style=flat-square)
 
 
 
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- - **AI models:** Language models, architectures, inference, training, and evaluation.
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- - **Developer tools and APIs:** Software tools and web applications that make AI easier to access and integrate.
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- - **Research and experimentation:** Testing ideas, comparing approaches, and documenting findings.
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- - **Accessible technology:** Exploring ways to make AI more accessible to developers with limited hardware.
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  ---
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- ## πŸ’° Where Donations May Go
 
 
 
 
 
 
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  | Area | Purpose |
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  |---|---|
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- | GPU compute | Training, fine-tuning, and evaluation |
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  | AI development | Experiments, datasets, and training workflows |
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- | Hosting | Demos, APIs, and development services |
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  | Infrastructure | Storage, networking, and deployment |
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- | Testing | Model comparisons and reliability improvements |
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  Donations are voluntary contributions toward development. They are **not investments** and do not guarantee financial returns, a specific release date, or particular model performance.
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  ---
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- ## 🌍 International Donations
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  DonationAlerts is a Russian donation platform. People outside Russia may also be able to contribute using international bank cards.
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- Payment availability depends on the donor's country, card issuer, payment provider, and the methods supported by the platform.
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- **[Check available payment options on DonationAlerts](https://www.donationalerts.com/r/cartridge1)**
 
 
 
 
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  ---
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- ## πŸ“Œ Project Status
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- ![Sonexa-1 Hyperion](https://img.shields.io/badge/Sonexa--1_Hyperion-Planned-8b5cf6?style=flat-square)
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- ![Training](https://img.shields.io/badge/From_Scratch-Target_%24100-ec4899?style=flat-square)
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- ![Research](https://img.shields.io/badge/Knowledge_Distillation-Experimental-6366f1?style=flat-square)
 
 
 
 
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- - **Sonexa-1 Hyperion:** Planned experimental language model.
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- - **Training from scratch:** $100 fundraising milestone to help initiate development.
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- - **Knowledge distillation:** Alternative research path.
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- - **Other AI projects:** Ongoing independent development and experimentation.
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  ---
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- ## ❀️ Thank You for Supporting Cartik
 
 
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- Every contribution, shared project, and piece of constructive feedback is appreciated.
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- **Dream. Build. Experiment. Improve.**
 
 
 
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- **Created with ❀️ by Cartik**
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- [![Support Sonexa and Cartik](https://img.shields.io/badge/Support-Sonexa_%26_Cartik-8b5cf6?style=for-the-badge&logo=heart&logoColor=white)](https://www.donationalerts.com/r/cartridge1).
 
 
 
 
 
 
 
 
 
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+ # πŸ’œ Cartik β€” Independent AI Development
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+ <p align="center">
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+ <img src="https://img.shields.io/static/v1?label=CREATOR&message=CARTIK&color=8b5cf6&style=for-the-badge" alt="Creator: Cartik">
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+ <img src="https://img.shields.io/static/v1?label=FOCUS&message=ARTIFICIAL%20INTELLIGENCE&color=6366f1&style=for-the-badge" alt="Focus: Artificial Intelligence">
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+ <img src="https://img.shields.io/static/v1?label=SUPPORT&message=OPEN%20TO%20DONATIONS&color=ec4899&style=for-the-badge" alt="Open to donations">
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+ </p>
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+ <p align="center">
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+ <b>Dream bigger. Build independently. Make AI accessible.</b>
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+ <br>
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+ <i>One experiment at a time.</i>
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+ </p>
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  ---
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+ ## 🌌 Welcome to My Project
 
 
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+ I'm **Cartik**, an independent developer exploring artificial intelligence, language models, developer tools, APIs, and experimental software.
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+ My goal is to build useful AI technology, experiment with training language models, and make powerful tools more accessible to developers.
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+ Your support helps turn ambitious ideas into real experiments.
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+ <p align="center">
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+ <a href="https://www.donationalerts.com/r/cartridge1">
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+ <img src="https://img.shields.io/static/v1?label=%E2%9D%A4&message=SUPPORT%20CARTIK&color=ec4899&style=for-the-badge&logo=heart&logoColor=white" alt="Support Cartik">
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+ </a>
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+ </p>
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+ <p align="center">
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+ <b>πŸ’œ Every contribution helps fund the next experiment.</b>
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+ </p>
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+ ---
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+ ## 🧠 Featured Project β€” Sonexa-1 Hyperion
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+ <p align="center">
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+ <img src="https://img.shields.io/static/v1?label=PROJECT&message=SONEXA-1%20HYPERION&color=8b5cf6&style=for-the-badge" alt="Sonexa-1 Hyperion">
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+ <img src="https://img.shields.io/static/v1?label=STATUS&message=PLANNED&color=6366f1&style=for-the-badge" alt="Planned project">
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+ </p>
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+ **Sonexa-1 Hyperion** is a planned experimental language model project focused on model training, evaluation, and independent AI research.
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+ There are two possible development paths.
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+ ### πŸ”₯ Path A β€” Train From Scratch
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+ <p>
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+ <img src="https://img.shields.io/static/v1?label=FUNDRAISING%20MILESTONE&message=%24100&color=ec4899&style=for-the-badge" alt="100 dollar fundraising milestone">
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+ </p>
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+ If total donations reach **$100**, I plan to begin the training-from-scratch path, depending on available computing resources and the practical training budget.
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+ Planned work includes:
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+ - Designing the model architecture.
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+ - Preparing and processing training data.
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+ - Building a tokenizer and data pipeline where needed.
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+ - Training with available GPU resources.
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+ - Evaluating model quality and identifying weaknesses.
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+ - Improving the model and documenting the results.
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+ > **Important:** $100 is a fundraising milestone intended to help start development. It is not a guarantee that the entire training, hosting, and deployment process will be funded.
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  ### ⚑ Path B β€” Knowledge Distillation
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+ If training from scratch is not feasible, I may investigate knowledge distillation.
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  | Role | Planned model |
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  |---|---|
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+ | πŸŽ“ Student | `Qwen2.5-0.5B` |
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+ | 🧠 Teacher | `Qwen3.8-27B` β€” subject to availability and verification |
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+ The objective is to explore whether a smaller model can learn useful response patterns from a larger teacher model while remaining easier to run on limited hardware.
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+ The exact method will depend on model availability, licensing, technical compatibility, and compute resources. This is a planned experiment, not a claim that distillation has already been completed.
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+ ### 🎯 What I Want to Explore
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+
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+ <p>
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+ <img src="https://img.shields.io/static/v1?label=GOAL&message=BETTER%20RESPONSES&color=6366f1&style=flat-square" alt="Better responses">
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+ <img src="https://img.shields.io/static/v1?label=GOAL&message=EFFICIENT%20INFERENCE&color=8b5cf6&style=flat-square" alt="Efficient inference">
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+ <img src="https://img.shields.io/static/v1?label=GOAL&message=OPEN%20EXPERIMENTS&color=ec4899&style=flat-square" alt="Open experiments">
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+ </p>
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  - Better conversational response quality.
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+ - More efficient inference on small models.
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  - Practical training and evaluation workflows.
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+ - AI experimentation with limited hardware.
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  - Transparent documentation of development progress.
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+ The final model size, capabilities, performance, and release format will depend on actual results.
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+
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  ---
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+ ## πŸ› οΈ Other Development Areas
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+ | Field | What I'm working toward |
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+ |---|---|
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+ | πŸ€– AI Models | Model architectures, training, inference, and evaluation |
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+ | πŸ’» Developer Tools | Software tools and useful development workflows |
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+ | πŸ”Œ APIs | Making AI capabilities easier to integrate |
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+ | πŸ§ͺ Research | Testing ideas, comparing approaches, and learning from failures |
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+ | 🌐 Accessibility | Exploring AI tools for developers with limited hardware |
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+ Project priorities may evolve as technical results and available resources become clearer.
 
 
 
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  ---
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+ ## πŸ’Ž Where Your Support Goes
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+
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+ <p>
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+ <img src="https://img.shields.io/static/v1?label=GPU&message=COMPUTE&color=8b5cf6&style=flat-square" alt="GPU compute">
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+ <img src="https://img.shields.io/static/v1?label=MODEL&message=TRAINING&color=6366f1&style=flat-square" alt="Model training">
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+ <img src="https://img.shields.io/static/v1?label=WEB&message=HOSTING&color=ec4899&style=flat-square" alt="Web hosting">
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+ </p>
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  | Area | Purpose |
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  |---|---|
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+ | GPU resources | Training, fine-tuning, and evaluation |
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  | AI development | Experiments, datasets, and training workflows |
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+ | Hosting | Running demos, APIs, and development services |
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  | Infrastructure | Storage, networking, and deployment |
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+ | Testing | Comparing models and improving reliability |
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  Donations are voluntary contributions toward development. They are **not investments** and do not guarantee financial returns, a specific release date, or particular model performance.
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  ---
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+ ## 🌍 Supporting From Other Countries
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  DonationAlerts is a Russian donation platform. People outside Russia may also be able to contribute using international bank cards.
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+ Payment availability depends on your country, card issuer, payment provider, and the options currently supported by the platform.
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+ <p align="center">
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+ <a href="https://www.donationalerts.com/r/cartridge1">
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+ <img src="https://img.shields.io/static/v1?label=DONATE%20VIA&message=DONATIONALERTS&color=ec4899&style=for-the-badge&logo=heart&logoColor=white" alt="Donate via DonationAlerts">
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+ </a>
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+ </p>
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  ---
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+ ## πŸ“ Project Roadmap
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+ | Milestone | Status |
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+ |---|---|
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+ | Sonexa-1 Hyperion concept | 🟣 Planned |
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+ | $100 fundraising milestone | 🟣 Goal |
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+ | Training from scratch | πŸ”΅ Depends on resources |
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+ | Knowledge distillation research | πŸ”΅ Alternative approach |
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+ | Evaluation and documentation | πŸ”΅ Planned |
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+ *Status: October 2026. Plans may change as resources and technical constraints become clearer. Future updates will reflect actual progress.*
 
 
 
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  ---
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+ ## ❀️ Join the Journey
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+ You don't have to donate to support independent development.
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+ You can also help by:
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+ - Sharing my projects.
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+ - Trying publicly available tools.
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+ - Providing constructive feedback.
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+ - Following development progress.
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+ Every contribution and every bit of feedback is appreciated.
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+ <p align="center">
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+ <b>Dream. Build. Experiment. Improve.</b>
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+ <br><br>
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+ <a href="https://www.donationalerts.com/r/cartridge1">
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+ <img src="https://img.shields.io/static/v1?label=HELP%20BUILD&message=THE%20NEXT%20EXPERIMENT&color=8b5cf6&style=for-the-badge&logo=heart&logoColor=white" alt="Help build the next experiment">
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+ </a>
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+ <br><br>
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+ <b>Created with πŸ’œ by Cartik</b>
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+ </p>