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ahammadnafiz/README.md

Ahammad Nafiz

Data Science student and ML engineer based in Dhaka, Bangladesh.
Building RAG systems, LLM agents, and memory infrastructure. Interested in mechanistic interpretability.

Portfolio    GitHub    LinkedIn    Behance    Email


Now

  • Associate Product Engineer, DeepDive at Markopolo AI, an AI social listening and narrative intelligence platform
  • Research Assistant at United International University, working on autonomous agents and multi-agent systems
  • B.Sc. in Data Science, United International University

Previously Jr. Software Engineer at AskTuring.ai, where I owned the Eval Service and admin dashboard and architected Deepen Answer: a production RAG pipeline combining extended-thinking LLMs, an agentic gap-fill layer, and hybrid BM25 + vector search with reciprocal rank fusion.

Projects

fizzlabai · Deep research agent running a deterministic 8-phase pipeline over the open web, returning cited Markdown with a full execution trace. FastAPI, LangGraph, Postgres/pgvector, OpenTelemetry.

Engram · Persistent memory infrastructure for AI agents. Hybrid search, graph traversal, and durable task ledgers. Cuts LLM context cost up to 22x while holding 90%+ accuracy on LongMemEval, LoCoMo, and BEAM.

Personal Knowledge Assistant · Multi-agent RAG with confidence-based routing, knowledge-strip decomposition, and automatic web-search fallback.

Analyzia · LangChain agent that turns plain-English questions over CSV data into pandas analysis and Plotly visualizations.

SmartPrice Intelligence · 10,000+ smartphone listings scraped across 37 brands, then CatBoost/XGBoost models on 50+ engineered features (R² = 0.772).

FizTorch · NumPy deep learning framework built from scratch, with an autograd engine, core layers, and an Adam optimizer.

Stack

Python   C++   PostgreSQL   Bash   PyTorch   scikit-learn   NumPy   Pandas   OpenCV

LangChain   Hugging Face   FastAPI   Docker   Kubernetes   Linux   Git   GitHub Actions   Grafana

Also: LangGraph · LlamaIndex · CrewAI · vLLM · XGBoost · CatBoost · pgvector · FAISS · Pinecone · Weaviate · MLflow · Weights & Biases · DVC

Stats

GitHub stats Top languages

Recognition

Champion, IC6 University Innovation Hub Program (BDT 60,000 pre-seed) · Best Prototype, Blockchain Olympiad at UIU CSE Fest 2025 · Champion, UIU CSE Project Show Spring 2024 · 1st Runners Up, Data Innovators Challenge 2024

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  1. engram engram Public

    Persistent memory for AI agents that have to remember across sessions

    Python 8

  2. fizzlabai fizzlabai Public

    A personal Deep Research Agent

    Python

  3. FizTorch FizTorch Public

    Toy Implementation of PyTorch

    Python 6

  4. Personal-Knowledge-Assistant Personal-Knowledge-Assistant Public

    A RAG-based system for efficiently querying and interacting with your KnowledgeBase

    Python 3 1

  5. EduGen EduGen Public

    AI-Powered Science Education Video Generator

    Python 24 6

  6. Analyzia Analyzia Public

    Talk to your data. Instantly analyze, visualize, and transform

    Python 22 7