Saksham Gupta

集中

Hi, I'm Saksham. I'm pursuing CSE at PES University, Bangalore, with interests in Machine Learning, Databases, Distributed Systems, and Compiler Design. I enjoy picking up new languages and exploring how systems work under the hood. This is my space to share shipped projects, experiments, and things I learn along the way.

I'm currently focused on coding and turning ideas into projects, and I'm actively seeking opportunities where I can build and learn.

Activity

Engineering & Projects

Adaptive Mini-RAG [Python, Transformers, Vector Search]
- Built a custom decoder-only transformer (3M params) from scratch with multi-head attention, positional embeddings, and causal masking — no high-level APIs
- Implemented entropy-based confidence estimation to dynamically control retrieval, reducing vector store queries by 40-50%
InitFlow [TypeScript, VS Code Extension, GitHub API]
- Built InitFlow, a TypeScript-based VS Code extension that automates GitHub repository creation with tech-stack-aware boilerplate generation (README, LICENSE, .gitignore, CI/CD workflows) for 8+ frameworks including Node.js, React, Python, and Go
- Integrated GitHub REST API (Octokit) with secure token storage using VS Code's SecretStorage API, enabling one-command repository setup with automatic git initialization, commit, and push workflows
Flight Sniper Agent [Python, LangChain, Gemini Pro, Streamlit]
- Engineered an autonomous agent using Python, LangChain, and Gemini Pro that orchestrates real-time Google Flights API (SerpApi) calls to fetch and rank domestic routes, featuring custom data filtering logic and a Streamlit interface to reduce active search time by ~90%

Research Paper (Ongoing)

Adaptive Recursive Retrieval for Cost-Efficient Factual Accuracy in Small Language Models

Inference-time adaptive, verified recursive retrieval enables small language models to achieve reliable factual grounding on complex queries without large-model cost.

Currently Learning / Building

Building: Agentic AI and GNNs for Sustainable Logistics over Distributed Systems
Learning: Striver's A2Z Sheet
Courses: Compiler Design, Object Oriented Analysis and Design, Cloud Computing, Generative AI

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