Skip to content
View notsooamit's full-sized avatar
🍀
One is All, All is One.
🍀
One is All, All is One.

Highlights

  • Pro

Block or report notsooamit

Block user

Prevent this user from interacting with your repositories and sending you notifications. Learn more about blocking users.

You must be logged in to block users.

Maximum 250 characters. Please don’t include any personal information such as legal names or email addresses. Markdown is supported. This note will only be visible to you.
Report abuse

Contact GitHub support about this user’s behavior. Learn more about reporting abuse.

Report abuse
notsooamit/README.md

Hi, I'm Amit. I'm a pre-final year CS student at Academy of Technology, building backend systems around LLMs. I work mostly with FastAPI, LangGraph, pgvector, and PyTorch — not just calling APIs, but designing pipelines that don't fall apart when the model gets it wrong.

What I'm building right now:

  • App Compiler (https://github.com/notsooamit/app-compiler) — A 4-stage LLM pipeline that turns natural language into validated SQL schemas, FastAPI routes, SQLAlchemy models, and auth middleware. 7-layer validation with targeted repair instead of blind regeneration.
  • CogniQuote (https://github.com/notsooamit/CogniQuote) — An AI underwriting microservice that processes 50-page insurance PDFs without letting the LLM touch the numbers. LangGraph orchestration, pgvector RAG over 500 policy manuals, and local PII sanitization before anything reaches the cloud.
  • ChloraScan (M3FS-Net) (https://github.com/notsooamit/ChloraScan) — A dual-channel CNN for crop disease detection under real field conditions. 99.81% on Rice, 96.08% on Corn, 97.10% on 10-class Tomato. Custom feature selection block prunes 90% of redundant channels with 97.3% cross-dataset retention.

Stack: Python, FastAPI, LangGraph, LangChain, PyTorch, PostgreSQL/pgvector, Docker, DeepSeek API

LinkedIn (https://linkedin.com/in/notsooamit) · notsooamit@gmail.com

Pinned Loading

  1. CogniQuote CogniQuote Public

    Async AI underwriting microservice — LangGraph, pgvector RAG, PII privacy shield, deterministic premium calculation.

    Python 1

  2. ChloraScan ChloraScan Public

    M3FS-Net: A dual-channel CNN with multi-scale feature extraction and hybrid statistical-attention channel selection for crop disease identification under wild field conditions.

    Jupyter Notebook

  3. app-compiler app-compiler Public

    Multi-stage pipeline that transforms natural language app descriptions into validated, executable configurations using LLMs with 7-layer validation and targeted repair

    Python