🔍 Aakash Data Mining
No-code LLM dataset orchestration protocol
Built by a 17-year-old innovator with zero programming background, this system transforms LLM outputs into scalable, structured datasets using only workflow tools.
🧠Core Premise
Aakash Data Mining enables anyone to extract deep domain knowledge from large language models without writing a single line of code. It automates question generation, prompt expansion, and response harvesting—all driven by modular orchestration tools like Langflow.
⚙️ System Flow
- **Seed Question Engine:it a small dataset which makes a llm create finite o of questions each on seperate topic but it sorts all of them into categories and saves them
- Expert Expansion Layer: the seed question engine is connected to this one it also a question engine it creates finite branched questions fro the each single question of the intial question(example if sqe gives 100 questions it may generate all finite questions ).it follows algorithms
- Prompt Synthesizer: Continuously explores new subjects by generating fresh question sets.
- Langflow Integration: Routes prompts, collects responses, and manages data flows—no manual coding required.
- and we make an open sourse answer all the questions by usinng numerous devices and save the data . 6.this process can be done and w can extract but the llm we would trainn will onlyy able to give answers for zero shot prompts . but on furthhur training it can generate answers for all other questions 7.its just a way to get data setts for free but we need some hard work to do it. ---
đź’Ž Key Advantages
- Zero-code accessibility for non-coders, students, and founders
- High scalability and easy LLM swap
- Ethically framed and license-compliant
- Iterative dataset expansion with each run
đź“ś Why It Matters
Aakash Data Mining is more than a tool—it’s a template for sovereign knowledge extraction. It lets you:
- Train AI agents with custom datasets
- Prototype emotionally intelligent systems like Venmos.AI and Lushtára
- Democratize AI orchestration for under-resourced builders
👤 About the Author
I'm Aakash—a 17-year-old innovator building sovereign tech systems from free resources. No coding background, but I ritualize every tool into legacy. This repo is part of a larger scroll toward mythic engineering and impact.
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