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Achalnawal2745/README.md

📌 Quick Nav


👋 About Me


"Building intelligent systems that solve real-world problems — not just prompting a model, but engineering the pipelines around it."

I'm a Computer Engineering student at Thapar Institute of Engineering and Technology, Patiala, India 🇮🇳, working in the space between Software Development Engineering (SDE) and production GenAI systems — asynchronous pipelines, agentic workflows, RAG architectures, and low-latency backends.

👉 Full case studies, live demos, and an interactive terminal walkthrough of everything below live on my portfolio: achalnawal2745.github.io/achal-portfolio

⚡ Quick Facts

  • 🔬 Past Experience: AI Applications Development Intern @ AmberFlux EdgeAI Pvt. Ltd. (May 2026 – Jul 2026)
  • 📄 Published: Co-author, Adv-HAMMER: Adversarially Robust Multimodal Fake Detection with Perturbation-Aware Training — accepted at PP-MisDet @ CVPR 2026
  • 🧑‍🏫 Open Source: Mentor, GirlScript Summer of Code (GSSoC) 2025
  • 🎓 Education: B.E. Computer Engineering, Thapar Institute of Engineering and Technology (CGPA 8.6/10)
  • 🟢 Status: Open for SDE / GenAI Systems roles

💼 Experience

🤖 AI Applications Development Intern | AmberFlux EdgeAI Pvt. Ltd.

May 2026 – Jul 2026 Python · FastAPI · Azure OpenAI · Azure Document Intelligence · Azure Service Bus · NetworkX · RapidFuzz

  • Built AI-powered document extraction workflows combining Azure Document Intelligence with GPT-based pipelines for automated engineering document processing.
  • Built parts of a concurrent, multi-threaded pipeline processing PDFs, emails, and technical drawings at scale, applying business-rule and data-quality checks.
  • Implemented FastAPI backend services and Azure Service Bus workflows for end-to-end pipeline orchestration.
  • Built a graph- and fuzzy-matching automation system (NetworkX + RapidFuzz) paired with LLM classification to cut down manual reconciliation in project/email-matching workflows.

🔬 AI/ML & Cybersecurity Research Intern | University of Queensland

Jul 2025 – Dec 2025 · via Thapar Institute of Engineering & Technology PyTorch · Adversarial ML · CNNs · Multimodal Detection

  • Implemented adversarial training for the HAMMER multimodal deepfake detection model, using a CNN-based generator to craft image perturbations.
  • Improved model robustness by training on mixed clean and adversarial samples, evaluated via AUC, EER, and IoU metrics.
  • Co-authored "Adv-HAMMER: Adversarially Robust Multimodal Fake Detection with Perturbation-Aware Training" — accepted at PP-MisDet @ CVPR 2026.

🚀 Featured Projects

🖥️ TITAN 2.0

Real-time multimodal desktop AI assistant

Python Gemini Live API WebSockets PyQt6 OpenCV Docling

Full-duplex voice assistant with sub-50ms audio streaming, biometric (face + voice) security, autonomous self-writing skill sandbox, and system-wide automation.

See more
  • Full-duplex voice interaction with GMM speaker verification and a system-wide instant-stop interrupt hook.
  • Bidirectional WebSocket bridge to a Chrome extension for browser automation with timeout recovery.
  • Autonomous skill-execution framework — TITAN writes, tests, and self-heals its own Python tools with AST-based safety checks.
  • Prompt-injection detection and sensitive-action sanitization guardrails.

GitHub ↗

🧩 ChatFusion

Multi-source RAG knowledge workspace

Python Flask RAG ChromaDB Sentence Transformers Whisper Gemini API

Conversational querying and synthesis across YouTube videos, PDFs, and audio — fully local embeddings + transcription for private, cost-free retrieval.

See more
  • Cross-document and cross-modal retrieval with synthesis over multiple sources at once.
  • Local-first: on-device embeddings (MiniLM) and transcription (faster-whisper); only retrieved chunks hit the LLM.
  • Flask REST backend with per-answer source attribution.

Live Demo ↗ · GitHub ↗

🛡️ PatchForge AI

4-agent autonomous DevSecOps pipeline

React TypeScript Vite Python Gemini 2.5 Flash

Chains Developer → CyberSec Auditor → Auto-Patcher → Git Automator agents to turn a plain-language prompt into a security-reviewed, PR-ready commit.

See more
  • Static-analysis auditor flags OWASP Top 10 / CWE vulnerabilities and auto-generates safe PoC exploits.
  • Maps findings to OWASP, SOC 2, GDPR, PCI-DSS and surfaces them in the final PR description.
  • Syntax-validation safety net requests a corrected fix from Gemini before anything is staged.

Live Demo ↗ · GitHub ↗

🌊 FloatChat

ARGO Ocean Intelligence System

Python FastAPI Streamlit PostgreSQL ChromaDB Gemini API NetCDF

Natural-language interface over global oceanographic float data — from raw NetCDF ingestion to conversational querying and dashboards.

See more
  • Automated pipeline to download, ingest, and store ARGO NetCDF files into PostgreSQL with SQL-based validation.
  • FastAPI backend paired with Streamlit dashboards for interactive exploration.

GitHub ↗

✋ Hand Gesture Drawing Pad

Touch-free real-time drawing app

Python OpenCV MediaPipe NumPy

Five-gesture recognition system (draw, erase, clear, resize brush, cursor mode) with dwell-click UI interaction — no mouse, no keyboard.

See more
  • Dwell-click system: hovering a UI button for 1s triggers a click with a live progress-ring indicator.
  • 20-stroke undo stack, 6 selectable colors, full keyboard-shortcut parity.

GitHub ↗

🌐 More on the Portfolio

Every project above has deeper technical write-ups, architecture notes, and an interactive terminal you can actually type commands into.

→ Explore the full portfolio

Try typing skills, projects, or whoami into the terminal on the site 👀


🚀 Tech Stack

💻 Languages


C++ Python JavaScript TypeScript SQL HTML5 CSS3

🧠 GenAI & Machine Learning


PyTorch TensorFlow Scikit-learn OpenCV MediaPipe YOLOv8 RAG Pipelines

☁️ Cloud & AI Platforms


Azure OpenAI Azure Document Intelligence Azure Service Bus Gemini API

⚙️ Backend & Databases


FastAPI Flask Node.js PostgreSQL MySQL ChromaDB

🛠️ Frameworks & Tools


React PyQt6 Docker Git GitHub WebSockets Streamlit Postman

📄 Publications & Certifications

📝 Adv-HAMMER: Adversarially Robust Multimodal Fake Detection with Perturbation-Aware Training PP-MisDet @ CVPR 2026 — View Paper ↗
🧑‍🏫 Open Source Mentor GirlScript Summer of Code (GSSoC) 2025
🎓 Machine Learning with Python Coursera
🎓 Data Structures and Algorithms in C++ Udemy
🎓 Introduction to Cybersecurity Cisco Networking Academy

📊 GitHub Analytics

GitHub Streak


🐍 Contribution Snake

github contribution grid snake animation

📈 Activity Pulse

Activity Graph


🔗 Connect with Me


Profile Views

"Code is like humor. When you have to explain it, it's bad."

Pinned Loading

  1. chatFusion chatFusion Public

    Python 2

  2. floatchat floatchat Public

    Python 2

  3. patchforge-ai patchforge-ai Public

    TypeScript 2 1

  4. drawpad drawpad Public

    Python 2

  5. orbical orbical Public

    JavaScript 2