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# π
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---
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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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### π₯ Path A β
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If total donations reach **$100**, I plan to begin the training-from-scratch path,
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Planned work:
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**Important:** $100 is a fundraising milestone to help
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### β‘ Path B β Knowledge Distillation
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If training from scratch is not feasible, I may
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| Role | Planned model |
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| Student | Qwen2.5-0.5B |
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| Teacher | Qwen3.8-27B
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The
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This is a planned experiment, not a claim that distillation has already been completed.
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### π―
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- Better conversational response quality.
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- More efficient small
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- Practical training and evaluation workflows.
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- AI experimentation
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- Transparent documentation of development progress.
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---
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##
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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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| Area | Purpose |
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| GPU
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| AI development | Experiments, datasets, and training workflows |
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| Hosting |
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| Infrastructure | Storage, networking, and deployment |
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| Testing |
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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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## π
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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
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---
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##
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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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## β€οΈ
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# π 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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## π 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>π Every contribution helps fund the next experiment.</b>
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</p>
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---
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## π§ 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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### π₯ 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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### β‘ 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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| π Student | `Qwen2.5-0.5B` |
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| π§ 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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### π― What I Want to Explore
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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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## π οΈ Other Development Areas
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| Field | What I'm working toward |
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| π€ AI Models | Model architectures, training, inference, and evaluation |
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| π» Developer Tools | Software tools and useful development workflows |
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| π APIs | Making AI capabilities easier to integrate |
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| π§ͺ Research | Testing ideas, comparing approaches, and learning from failures |
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| π 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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## π Where Your Support Goes
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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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| 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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## π 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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## π Project Roadmap
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| Milestone | Status |
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| Sonexa-1 Hyperion concept | π£ Planned |
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| $100 fundraising milestone | π£ Goal |
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| Training from scratch | π΅ Depends on resources |
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| Knowledge distillation research | π΅ Alternative approach |
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| Evaluation and documentation | π΅ 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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## β€οΈ 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 π by Cartik</b>
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</p>
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