suntoshaqula - Invidious

suntoshaqula

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𝙼𝚢 𝚝𝚛𝚊𝚟𝚎𝚕 𝚓𝚘𝚞𝚛𝚗𝚎𝚢, 𝙼𝚢 𝙵𝚛𝚒𝚎𝚗𝚍 💕 𝚊𝚕𝚠𝚊𝚢𝚜 𝚖𝚢 𝚒𝚗𝚜𝚙𝚒𝚛𝚊𝚝𝚒𝚘𝚗 ⱼₐₙ'ₛ

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suntoshaqula

Just built a Text Generator App — and it was a great learning experience.

I explored how to shape LLM behavior without touching model weights, focusing on smart prompting.

Key techniques I applied include:
- Few-shot prompting to guide the model with curated examples
- Preamble engineering to set tone, persona, and constraints upfront
- REST API integration to connect the LLM backend
- Building with Python and Streamlit for a clean, interactive UI

The biggest insight? You don't need fine-tuning to achieve consistent, reliable outputs — prompt structure alone can take you really far.

There is still much to explore, but this project felt like a significant step forward in understanding how to work with LLMs, rather than just calling them.

Since most people are busy professionals, the idea is to provide high-level topics involved in building AI apps. Allez Allez!!

#LLM #PromptEngineering #Python #Streamlit #GenerativeAI #MachineLearnin