Satyam Sahu
@satyam671A Data Engineer With a keen interest in AI and technical writing. Writes at the intersection of both. Experimenting, Learning, Growing. Current obsession MCP
Language Breakdown
Lines of code distribution across 21 owned repositories
T-Shaped Developer
T-shapedDeep in Jupyter Notebook with broad versatility
Collaboration Network
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Repos
23
PRs
0
Growth
+18%
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Coding Streak
Contribution activity over the past year
Top Repositories
faithful colorization of greyscale images by building a convolutional neural network model using keras with tensorflow as backend.
An End-to-End Goodreads ETL Pipeline: Leveraging Real-Time Data Collection, Transformation, and Integration with S3, Apache Spark, Airflow, and Redshift for Building a Robust Data Lake, Warehouse, and Analytics Platform.
Production-ready tiered LLM cascade router — cuts API costs by 65%
A production-annotated MCP server built with the official Python SDK. This repo is the companion code for the article **"MCP Is Not a Feature. It's an Architecture Decision."** published on Medium.
Fine-tune your own personal writing on Mistral 7B on your own writing corpus. Evaluate whether the model actually learned your reasoning — or just your surface patterns. Built as the companion repo for: **"I Trained a Model on My Own Writing for Six Months. It Learned the Wrong Things."**
Companion code for the article "Prompt Caching Is the Most Underrated Cost Optimization in LLM Systems" published on Medium.
A standalone Python tool that audits the retrieval layer of a RAG pipeline independently of the LLM. This audit checks for three failure modes in RAG directly: Chunk Relevence, Embedding Drift and Context Window Efficiency.
A structured, three-zone diagnostic framework for auditing the data layer beneath an LLM product — before you blame the model. Companion code for the article "Garbage In, Hallucination Out: The Data Quality Problems Sitting Upstream of Every LLM Failure" published on AI Advances.
This repository contains summary of all the episodes of Shark Tank India Season 5 in a Structured breakdown. Here You'll learn business insights.
Open Source Impact
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