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DYNOSuprovo/README.md
header typing

  trophies

NEURAL DOSSIER

  cyber gif
> whoami
Suprovo Mallick

> class
AI / ML Developer

> specialization
GenAI systems • RAG pipelines • agentic workflows • ML deployment

> mission
Build useful, deployable, and visually cool AI systems instead of dead notebook demos.

> current_focus
- retrieval engineering
- grounded generation
- runtime verification
- FastAPI + LLM backends
- scalable AI product workflows

> location
West Bengal, India


SIGNAL BOARD

Signal                Value                                 
🎓 Education          B.Tech CSE, KIIT (2023–2027)           
💼 Current Direction GenAI apps, RAG, agents, production AI
⚡ Strength            Turning ideas into deployable systems 
🧠 Problem Solving    280+ DSA problems solved               
🏅 Recognition        HackerRank 5-Star Python               
🎯 Vibe              Hacker energy + AI builder mindset     

FEATURED SYSTEMS

🌾 Wheat Guardian

system: AI wheat disease detection
stack: [TensorFlow, EfficientNetV2, FastAPI, Docker]
accuracy: 93%+
status: deployed
  • Multi-class wheat disease classification
  • End-to-end inference pipeline
  • Deployable API + container workflow

LIVE NODE: https://wheat-analysis-app.vercel.app

🥗 Aahar

system: AI diet + wellness companion
stack: [LangChain, Gemini API, ChromaDB, FastAPI]
type: RAG assistant
status: live
  • Context-aware nutrition guidance
  • Calorie estimation + wellness assistance
  • Retrieval-backed conversation flow

LIVE NODE: https://aahar-react.vercel.app

🧠 Intent Compiler

system: multi-agent architecture generator
stack: [LangGraph, Groq LLaMA, Streamlit]
mode: orchestration
status: deployed
  • Product idea → structured architecture
  • Generates schema, requirements, pseudo-code
  • Agentic planning workflow

LIVE NODE: https://intent-compiler-bydyno.streamlit.app SOURCE: https://github.com/DYNOSuprovo/intent-compiler

🌍 Translate-V2

system: multilingual translation engine
stack: [Transformers, PyTorch, FastAPI]
model: NLLB-200
latency_gain: 38%
  • Low-resource language translation
  • Optimized inference batching
  • Hugging Face deployment

LIVE NODE: https://huggingface.co/spaces/Dyno1307/Translate-V2


PROJECT MATRIX

+ Add dedicated public repos for Wheat Guardian, Aahar, and Pluto
+ Then this section can become a full 4-card showcase grid

AI SYSTEM MAP

flowchart LR
    A[User Query] --> B[Semantic Retrieval]
    B --> C[Vector / Context Search]
    C --> D[Agentic Reasoning]
    D --> E[Grounding + Verification]
    E --> F[FastAPI / UI Delivery]
Loading
flowchart TD
    A[Problem Idea] --> B[Design]
    B --> C[Prototype]
    C --> D[Model Integration]
    D --> E[Backend API]
    E --> F[Deployment]
    F --> G[Iteration]
Loading

WEAPON STACK

Languages

Python Java C++ C

AI / ML

TensorFlow PyTorch Scikit Learn Transformers Pandas

GenAI / RAG

LangChain LangGraph ChromaDB FAISS Gemini API HuggingFace

Backend / Tools / Deployment

FastAPI Docker Git REST APIs Streamlit Jupyter


POWER LEVELS


GITHUB ANALYTICS CORE

  stats   streak
  langs   productive time
  profile details

METRICS EXPANSION

  repos per language   most commit language
  stats summary   productive time duplicate

CONTRIBUTION MATRIX

  activity graph

LIVE ANIMATIONS

  snake animation
  alt snake

CYBER LAB

+ Experimenting with retrieval optimization
+ Building RAG-backed assistants
+ Designing agentic system flows
+ Improving grounding and verification
+ Shipping AI through APIs and frontends
lab_focus:
  - semantic retrieval
  - vector search
  - LLM orchestration
  - FastAPI deployment
  - inference optimization
  - production-minded AI systems

DEV PERSONALITY PATCH

[system_profile]
alias = DYNO
mode = cyberpunk_ai_builder
favorite_stack = Python + FastAPI + GenAI
energy_source = curiosity + problem solving + cool demos
preferred_output = systems_that_actually_work

SIDE CHANNELS

  quote
  joke
  spotify
 

NETWORK LINKS


FINAL TRANSMISSION

+ I don't build dead demos.
+ I build AI systems with movement.
+ I build pipelines that deploy.
+ I build products that feel alive.
+ I build cool things because boring is illegal.
  footer

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