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Articles by Simran Shaikh
BugWhisperer: How I Finally Finished My Abandoned GitHub Issue Analyzer (8 Months Later) with GitHub Copilot
My Submission GitHub Repo: https://github.com/SimranShaikh20/BugWhisperer Live Demo: https://bugwhisperer.msusimran20.workers.dev The Project I Abandoned — September 2025 Eight months ago I had a problem. Our dev team had 60+ open GitHub issues across 3 repos. Nobody knew what to fix first. Every sprint planning meeting turned into a 45-minute debate about priority. I thought: what if a script could just read all the issues and tell us what is most critical? So I started building.
I built an open-source AI agent that explains any ML model in plain English — real SHAP, real LIME, real bias detection
The problem I kept running into Every time I finished training a model, the same conversation happened: Manager: "Why did it predict that?" Me: opens SHAP plot Manager: glazed eyes SHAP and LIME are powerful — but they output numbers and plots that only data scientists can read. Nobody builds the bridge to plain English. Nobody automates the bias check. Nobody generates a report your legal team can actually use.
I Built an XAI Agent with Hermes Agent That Explains Any ML Model in Plain English — Here's Everything I Learned
TL;DR: I spent a weekend building XAI-Agent — an autonomous Hermes Agent pipeline that runs real SHAP + LIME analysis on any ML model and generates a plain-English explainability report. This post is everything I learned: how Hermes Agent's multi-step planning actually works, where it surprised me, where it frustrated me, and why I think it's the most underrated open-source agent framework right now.
I Built a Tool That Proves Your Code Is Yours — Here's What Gemma 4 Made Possible
There is a question spreading quietly through the software industry right now. Hiring managers are asking it. Hackathon judges are asking it. Open source maintainers are asking it. "Did you actually build this?" Nobody has a good answer yet. I tried to build one — and Gemma 4 is the reason it worked. The Problem Nobody Is Talking About AI-assisted development has gone mainstream fast.
VibeSafe
What I Built VibeSafe — a privacy-first AI code auditor that analyzes your project and generates a Proof of Authorship certificate, identifying your human architectural decisions versus AI-assisted patterns. The problem VibeSafe solves is real and growing: AI-assisted development is now standard practice, but that creates a trust gap.
I Built an Offline AI Compliance Auditor for Indian Factories Using Gemma 4 — Here's Everything I Learned
Simran Shaikh AI/ML Engineer | Building LLM Apps with RAG & LangChain | Top 5% GSSoC Contributor | CS @ MSU Vadodara | Passionate about AI Safety & Open Source Location India Education Maharaja Sayajirao University of Vadodara Pronouns She/Her Joined
DukanBot: I Flipped OpenClaw Inside-Out to Run WhatsApp for 12 Million Kirana Stores
What I Built There are 12 million kirana stores in India. Every single one of them runs on WhatsApp. Orders come in on WhatsApp. Confirmations go out on WhatsApp. Payment reminders are typed manually — at midnight, after a full day standing behind a counter. My neighbour Sharma Ji runs one of these stores. He writes every "your order is confirmed 🙏" message by hand. When customers don't pay, he has to remember to follow up. When he forgets — which happens — he loses money.
I Built a Multi-Step AI Agent in One Day with Google ADK — Here's What Nobody Tells You
I'm a final-year computer science student. I spend most of my days training deep learning models on image datasets, debugging tensor shape errors at 2am, and convincing myself that 67% accuracy is "a solid baseline." I do not, normally, build AI agents. But when Google Cloud NEXT '26 dropped last week and I saw the announcements around ADK 2.0 and the new Gemini Enterprise Agent Platform, I got genuinely curious. Not marketing-brochure curious — actually curious.
This is a submission for Weekend Challenge: Earth Day Edition What I Built Earth's Last Letter is an AI-powered web app where Earth β the planet itself, 4.5 billion years old β writes you a deeply personal, poetic letter based on the city you grew up in and the year you were born. You enter two things: your city and your birth year. Earth remembers the rest. Every letter is completely unique.
Docling is a Game-Changer for RAG Systems
In the rapidly evolving world of Retrieval-Augmented Generation (RAG), we're constantly seeking ways to improve accuracy and reliability. While traditional RAG systems have made great strides, they often stumble when faced with real-world enterprise documents—PDFs with complex layouts, financial reports packed with tables, or technical documentation spanning multiple formats.
GitHub Repository Intelligence Assistant
What I Built GitHub Repository Intelligence Assistant - A web application that helps developers understand any GitHub repository through AI-powered conversations and automated analysis.
In the rapidly evolving world of AI and large language models, Retrieval-Augmented Generation (RAG) has emerged as a game-changing technique. If you're building AI applications that need to understand and search through your own data, this guide will walk you through every essential concept you need to know. Introduction: Why RAG Matters Traditional language models have a fundamental limitation: they only know what they were trained on.
DevOps Autopilot - Deploy to Any Cloud in One Command ð
DevOps Autopilot ð Deploy to any cloud platform using simple, natural language commands ð¯ What I Built DevOps Autopilot is an AI-powered deployment assistant that transforms the complex world of cloud deployment into simple conversations.
What I Built StyleMatch is an AI-powered personal fashion stylist that transforms how people shop online. Instead of overwhelming users with thousands of products, StyleMatch acts as a knowledgeable fashion consultant‚ÄĒunderstanding your needs, suggesting complete outfits, and optimizing your budget across multiple events.
MindMesh AI - Multi-Agent Decision Intelligence System ๐ฅ Video Demo ๐ฏ What Problem Does It Solve? Making complex life decisions is hard. Should you switch careers? Buy a house? Start a business? The problem? Confirmation bias. We naturally seek information that confirms what we already believe. We miss risks, overlook perspectives, and make decisions based on incomplete analysis.
🧬 AlphaGenome Research Assistant: Solving the Multi-Function Non-Coding DNA Challenge
🎯 Project Summary (250 words) The AlphaGenome Research Assistant tackles one of genomic science's most critical challenges: deciphering the 98% of human DNA that doesn't code for proteins. While Google DeepMind's AlphaFold revolutionized protein structure prediction, non-coding DNA analysis remains extraordinarily difficult because each sequence performs multiple simultaneous functions—a one-to-many problem that traditional tools cannot solve.
Join the AI Challenge for Cross-Platform Apps: $3,000 in Prizes!
We're excited to announce our newest challenge with Uno Platform! Running through December 7, the AI Challenge for Cross-Platform Apps invites you to build native cross-platform apps from a single shared codebase using .NET and Uno Platform's AI-powered tools.
Hey DEV Community! πI'm thrilled (and a bit nervous!) to share that I've been nominated for the Document360 Global Writers Awards 2025!β° URGENT: Every Second Counts Until Nominations Close! β³ 02 Days : 17 Hours : 51 Minutes : 34 SecondsVote ASAP before time runs out! β‘This recognition celebrates technical writers who are pushing boundaries in documentation and making technology more accessible to developers worldwide.
# My Hacktoberfest 2024 Journey: From First Issue to Earning Badges
Introduction Hacktoberfest 2024 was my first real dive into the world of open source contributions, and what an incredible journey it turned out to be! As someone relatively new to contributing to open source projects, I was both excited and nervous about participating. Little did I know that this month-long celebration would teach me so much about collaboration, problem-solving, and the power of community-driven development.
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