Welcome to my portfolio and blog .https://darshannere.com/https://darshannere.com/projects/07-observagent-opensource/https://darshannere.com/projects/07-observagent-opensource/I built ObservAgent to make Claude Code runs easier to understand in real time, with live logs, cost tracking, subagent filtering, and repo-level session history with export.Wed, 04 Mar 2026 00:00:00 GMThttps://darshannere.com/projects/06-openclaw-docker/https://darshannere.com/projects/06-openclaw-docker/A practical walkthrough of running OpenClaw inside Docker—containerizing an autonomous AI agent for safe experimentation, transparent monitoring, and easy cleanup.Tue, 10 Feb 2026 00:00:00 GMThttps://darshannere.com/projects/project-11/https://darshannere.com/projects/project-11/A medical reasoning system that enhances LLMs with Chain-of-Thought reasoning using Group Relative Policy Optimization, achieving +11% accuracy over supervised fine-tuning baselines across three medical QA datasets.Tue, 10 Feb 2026 00:00:00 GMThttps://darshannere.com/projects/project-12/https://darshannere.com/projects/project-12/A lightweight, self-hosted monitoring platform for AI agents that tracks token usage, latency, error rates, and cost per task in real-time — with zero-code integration and no vendor lock-in.Mon, 09 Feb 2026 00:00:00 GMThttps://darshannere.com/projects/04-flexgaurd/https://darshannere.com/projects/04-flexgaurd/A practical design space for building wearable feedback systems that help lifters stay safe—grounded in co-design workshops, speed-dating evaluations, and a proof-of-concept prototype.Fri, 30 Jan 2026 00:00:00 GMThttps://darshannere.com/projects/05-agents_security/https://darshannere.com/projects/05-agents_security/A survey-style report that organizes LLM security into three layers—inference-time jailbreaks & privacy, secure fine-tuning, and multi-agent systems—highlighting recurring vulnerabilities, defense trade-offs, and open research gaps.Mon, 01 Dec 2025 00:00:00 GMThttps://darshannere.com/projects/project-10/https://darshannere.com/projects/project-10/A comparative study of Group Relative Policy Optimization (GRPO) and Direct Preference Optimization (DPO) for enhancing mathematical reasoning in the Qwen2.5-3B model, achieving 71% accuracy on GSM8K with 33% lower VRAM usage.Thu, 20 Nov 2025 00:00:00 GMThttps://darshannere.com/projects/project-6/https://darshannere.com/projects/project-6/Developed a chat room for implementing a websocket application in which multiple people can connect and get notification of the joinning and leavingFri, 10 Oct 2025 00:00:00 GMThttps://darshannere.com/projects/project-5/indes/https://darshannere.com/projects/project-5/indes/Developed a machine learning system to predict football player injuries from video analysis using advanced pose estimation and classification algorithms.Wed, 20 Nov 2024 00:00:00 GMThttps://darshannere.com/projects/project-7/https://darshannere.com/projects/project-7/A hybrid CNN-Transformer model aimed at improving the effectiveness of network intrusion detection systems by leveraging deep learning to detect and prevent sophisticated cyber-attacks.Fri, 11 Oct 2024 00:00:00 GMThttps://darshannere.com/projects/project-8/https://darshannere.com/projects/project-8/A hybrid approach to image feature extraction using CNNs for global features and ORB for local features to improve the accuracy of image retrieval systems.Wed, 09 Oct 2024 00:00:00 GMThttps://darshannere.com/projects/03-vthacks/https://darshannere.com/projects/03-vthacks/An exciting weekend at VT Hacks 12, where I had the chance to collaborate, innovate, and build a real estate co-ownership platform, HomeRun.Sun, 15 Sep 2024 00:00:00 GMThttps://darshannere.com/projects/project-9/https://darshannere.com/projects/project-9/HomeRun is a real estate co-ownership application built to make property investment more accessible and collaborative, allowing users to scout and invest in properties with ease.Sun, 15 Sep 2024 00:00:00 GMThttps://darshannere.com/projects/02-starting-masters-vt/https://darshannere.com/projects/02-starting-masters-vt/Starting Masters in Computer Engineering at Virginia TechTue, 13 Aug 2024 00:00:00 GMThttps://darshannere.com/projects/project-2/https://darshannere.com/projects/project-2/Developed a text-to-SQL query generator and conversational chatbot using advanced language models to enhance query accuracy and efficiency.Thu, 20 Jun 2024 00:00:00 GMThttps://darshannere.com/projects/01-undergraduate-passing/https://darshannere.com/projects/01-undergraduate-passing/Finishing Electronics and Telecommunications Engineering from VIT Pune Fri, 31 May 2024 00:00:00 GMThttps://darshannere.com/projects/project-4/https://darshannere.com/projects/project-4/Implemented a high-precision obstacle detection system by fusing camera and LIDAR data, achieving a 96% precision rate in obstacle detection.Fri, 20 Jan 2023 00:00:00 GMThttps://darshannere.com/projects/project-3/https://darshannere.com/projects/project-3/Developed a dynamic traffic management system using computer vision to optimize traffic flow and ensure adherence to traffic signals.Fri, 30 Sep 2022 00:00:00 GMT