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AIPycoder2311/README.md

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📍 Bangalore, India  ·  🌐 Open to Remote Opportunities  ·  ⚡ ~6 Years Experience


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👨‍💻 About Me

I am a Senior Software Engineer specialising in AI and Machine Learning with around 6 years of hands-on experience designing and shipping production-grade AI systems from the ground up.

My work spans Agentic AI, RAG pipelines, LLM integration, Generative AI, Multi-Agent Systems and Multi-Database Intelligence — built to solve real enterprise problems, not just demos.

I own every project end-to-end — architecture decisions, safety design, backend engineering and delivery. I care about business value as much as technical quality. Every system I build is designed to save time, reduce human effort and deliver measurable, quantified impact.


class AniketKapadnis:

    name            = "Aniket Kapadnis"
    role            = "Senior Software Engineer — AI / ML"
    experience      = "~6 Years"
    location        = "Bangalore, India"

    current_focus   = [
        "Agentic AI Systems",
        "RAG Pipelines & LLM Integration",
        "Multi-Agent Orchestration",
        "GenAI Automation & n8n Workflows",
    ]

    open_to         = [
        "AI / GenAI Engineer",
        "Machine Learning Engineer",
        "Senior Software Engineer — AI/ML",
        "Remote · Hybrid · Bangalore",
    ]

    philosophy      = "I don't just build AI features — I build AI systems businesses depend on."

🛠️ Tech Stack

🤖 Generative AI & LLMs

OpenAI Claude Gemini Azure OpenAI Hugging Face ChatGPT

🔗 Frameworks & Agentic Tools

LangChain LlamaIndex LangGraph CrewAI FastMCP n8n Langflow OpenAI SDK Anthropic SDK Google SDK MCP Protocol

🧠 Machine Learning & Deep Learning

Scikit-Learn TensorFlow PyTorch Keras XGBoost LightGBM Pandas NumPy Matplotlib Seaborn spaCy NLTK Gensim Transformers

⚡ Backend & APIs

Python SQL FastAPI Flask Streamlit

🗄️ Databases & Vector Stores

MySQL PostgreSQL SQL Server MongoDB FAISS ChromaDB

☁️ Cloud & Tools

Azure AI Foundry AWS Git VS Code Cursor Jupyter Google Colab Replit

🚀 Featured Projects

🧠 AI Test Case Generation

RAG · GPT-4.1 Vision · LangChain · FAISS · Azure OpenAI

End-to-end AI pipeline that reads requirement documents — Word, PDF, text — and automatically generates structured, coverage-verified test cases, replacing days of manual QA effort.

✦ Key Highlights

  • GPT-4.1 Vision for scanned & complex PDF extraction
  • Full Document Mode + Query Mode with Re-Ranker
  • Coverage Analyzer for requirement traceability
  • Excel-based targeted feedback regeneration loop
  • Async FastAPI backend with Job ID tracking

📊 Measurable Impact

Metric Result
Time reduction 85–90%
Test cases generated 100–150 in < 30 min
Requirement coverage 95%+
Rework reduction 60%
QA cost saved 40–50%

View Project

🔗 Data Mining Agent

Agentic AI · FastMCP · GPT-4.1 · asyncio · Voice I/O

Natural language to multi-database intelligence — concurrent AI agents across MySQL, PostgreSQL and SQL Server with real-time streaming narration, voice input/output and a two-layer safety gate.

✦ Key Highlights

  • Concurrent agents per DBMS via asyncio tasks
  • 21 MCP tools per database server (3 servers)
  • 3-phase Narrator LLM — Thinking → Working → Results
  • Voice input + speech queue output pipeline
  • Two-layer safety: Regex + LLM intent classifier
  • Session memory with 5-turn sliding window

📊 Measurable Impact

Metric Result
Query turnaround 95%+ faster
Data coverage 57K+ rows, 40+ tables
CSV export scale 1M+ rows
Destructive queries 100% blocked
Developer effort saved 60–70%

View Project

⚙️ JIRA TC → SQL Generator

Dual-Model Pipeline · GPT-4o · MySQL · Schema Grounding

A dual-model AI pipeline that transforms JIRA test case Excel exports into production-ready MySQL verification queries. Zero SQL knowledge required from QA engineers.

✦ Key Highlights

  • Model 1 — Requirement Analyst (intent understanding)
  • Model 2 — SQL Generator (schema-grounded SQL)
  • Structured JSON contract between both models
  • Live 5-step pipeline with per-JIRA sub-progress
  • Downloadable .sql + requirements .json
  • HTTP polling for corporate proxy compatibility

📊 Measurable Impact

Metric Result
Time per SQL query 95% reduction
50 test cases pipeline < 10 minutes
Developer dependency Zero
QA prep time saved 70–80%

View Project

💡 What I Bring to Every Project

Engineering Philosophy

  • 🏗️ End-to-end ownership — architecture to delivery
  • 🚀 Production mindset — real systems, not prototypes
  • 📊 Business first — every decision tied to measurable ROI
  • 🔒 Safety by design — never an afterthought
  • ⚡ Async architecture — built for speed and scale
  • 🤖 Multi-LLM expertise — GPT-4.1, Claude, Gemini and more

What Makes Me Different

  • I design the full system — not just the model call
  • I quantify impact with real numbers on every project
  • I handle edge cases, safety and production constraints
  • I communicate technical decisions in business language

"I don't just build AI features — I build AI systems that businesses actually depend on."

📊 Core Competency Levels

Generative AI & LLMs       ████████████████████  ● Expert
RAG Pipeline Design        ████████████████████  ● Expert
Agentic AI Systems         ███████████████████░  ● Advanced
LLM Integration            ████████████████████  ● Expert
Multi-Agent Orchestration  ██████████████████░░  ● Advanced
Machine Learning           ██████████████████░░  ● Advanced
Deep Learning & NLP        █████████████████░░░  ● Advanced
Backend Engineering        ███████████████████░  ● Advanced
Cloud (Azure & AWS)        ████████████████░░░░  ● Proficient
GenAI Automation (n8n)     ██████████████████░░  ● Advanced

🎯 Currently Looking For

I am actively open to new opportunities —

Role Type Location
🤖 AI / GenAI Engineer Full-time Remote · Hybrid · Bangalore
🧠 Machine Learning Engineer Full-time Remote · Hybrid · Bangalore
⚙️ Senior Software Engineer — AI/ML Full-time Remote · Hybrid · Bangalore

If you are building something in the AI/GenAI space and need someone who can own the full technical picture from architecture to delivery — let's talk.

📈 GitHub Stats

  

📬 Let's Connect

aniketkapadnis13@gmail.com  ·  +91 77578 52172


LinkedIn   Portfolio   GitHub   Email


Open to opportunities · Bangalore, India · Remote Worldwide

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