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Mahajan-Sachin/README.md

Sachin Mahajan

Backend & AI Engineer | LangGraph • FastAPI • Redis | Open source: TensorFlow, pandas, Podman

B.Tech CSE (AI/ML), Lovely Professional University, expected 2027.

I build LLM pipelines, multi-agent systems, and backend services, and I contribute fixes to open-source projects.


Open source contributions

  • TensorFlow (Google): Fixed float32 underflow in tf.math.sign for small complex inputs using a stable magnitude computation in C++. PR #116986, merged.
  • TensorFlow (Google): Replaced exp(x)-1 with expm1(x) in ELU/SELU kernels for better precision on small inputs. PR #116947, approved, pending merge.
  • pandas (NumFOCUS): Fixed Categorical.map with a defaultdict, which replaced missing values with NaN instead of using the default factory. PR #65413, merged into the pandas 3.1 milestone.
  • Podman (Red Hat): Fixed Quadlet service generator handling of missing keys so volumes are recreated on container restart. Added integration tests and documentation. PR #29375, merged.

Projects

AutoOutreach

Multi-agent startup discovery built with LangGraph, FastAPI, and Redis. Finds founder contacts, drafts short pitches, and sends them through Gmail. Redis-backed rate limiting (10 requests per minute) and a fallback enrichment pipeline.

  • Discovery latency reduced from 18s to 4.8s
  • Stack: Python, LangGraph, FastAPI, Redis, AsyncIO, Docker, Azure
  • Repository

MediScan AI

Multi-agent lab report analysis. A 7-node LangGraph pipeline with ChromaDB RAG and a self-correcting CrewAI judge loop.

  • MD5 caching reduced response time from 69s to under 1s
  • Stack: Python, LangGraph, CrewAI, FastAPI, ChromaDB, Groq, Docker
  • Deployed on Hugging Face Spaces with GitHub Actions CI/CD
  • Repository

Skill-matcher (Skill-Based Job Recommendation Engine)

Recommends jobs from resume skills and identifies skill gaps using an LLM for resume parsing.

  • Handles 75+ jobs and 60+ skills in the seed data
  • Stack: Django, PostgreSQL, Groq API, Docker
  • Deployed on Render with GitHub Actions
  • Repository

JobFit AI

Chrome and Edge extension for real-time resume-job fit scoring on LinkedIn and Indeed, using a Groq LLM and a Cloudflare Workers backend.

Phishing URL Detection

XGBoost classifier for phishing URLs, trained on 11,000+ URLs with 58 features.

  • 91.38% accuracy, 0.97 ROC-AUC
  • Stack: Python, XGBoost, scikit-learn, Streamlit, Docker
  • Streamlit app with GitHub Actions CI/CD
  • Repository

Models

Llama 3.2 1B Creative Writing (Representation Edited)

A Llama 3.2 1B Instruct model fine-tuned with QLoRA using Unsloth Studio on a 2,000-example creative writing dataset, then studied and edited with representation-level behavioral editing.


Tech stack

Languages: Python, C++, Go, SQL AI and LLM: LangGraph, LangChain, CrewAI, RAG, ChromaDB, Groq API, QLoRA fine-tuning, TensorFlow, scikit-learn Backend: FastAPI, Django, Redis, PostgreSQL, AsyncIO, JWT authentication, REST APIs DevOps: Docker, GitHub Actions, Azure, Render, Hugging Face Spaces


Connect

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  1. AutoOutreach AutoOutreach Public

    AutoOutreach — AI-powered lead intelligence & hyper-personalized outreach. Generate high-converting executive outreach at scale using LangGraph agents, FastAPI, Redis, and SQLite.

    Python

  2. pandas pandas Public

    Forked from pandas-dev/pandas

    Flexible and powerful data analysis / manipulation library for Python, providing labeled data structures similar to R data.frame objects, statistical functions, and much more

    Python

  3. podman podman Public

    Forked from podman-container-tools/podman

    Podman: A tool for managing OCI containers and pods.

    Go

  4. tensorflow tensorflow Public

    Forked from tensorflow/tensorflow

    An Open Source Machine Learning Framework for Everyone

    C++