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Akashv-deve/README.md

Hi, I'm Akash V πŸ‘‹

Computer Science Engineering Student β€’ Local AI β€’ Edge AI β€’ Full-Stack β€’ Embedded Linux

I build practical software systems that connect AI, applications, and hardware β€” from internship work on embedded/IoT systems to full-stack products and local AI agents.


🧠 What I Build

  • πŸ€– Local AI Agents with LangGraph, Ollama, Qwen, tool calling, validation, and human-in-the-loop workflows
  • πŸ”Œ Edge AI & Embedded Systems with Rock 5T/RK3588, XMOS audio hardware, Linux audio, I2C, I2S, and ALSA
  • 🌐 Full-Stack Applications using React, Node.js, Express, Flutter, Spring Boot, MongoDB, and REST APIs
  • πŸ›‘οΈ Reliable AI Workflows with confidence checks, static validation, controlled execution, and offline fallbacks
  • ☁️ Deployment & Engineering with GitHub Actions, Vercel, Render, testing, and production-style project structure

πŸš€ Featured Projects

πŸ’Ό Internship Projects

A Flutter-based IoT control application developed during my internship for discovering and managing relay hubs and device outputs through network communication.

Highlights: Flutter β€’ UDP Discovery β€’ REST APIs β€’ PWM Control β€’ Analog Monitoring β€’ Scene Management β€’ Persistent Settings

Repository


An embedded offline voice assistant developed during my internship and running on Radxa Rock-5T (RK3588) with an XMOS XVF3800 microphone array, local speech recognition, local LLM inference, and speech synthesis.

Pipeline: OpenWakeWord β†’ PyAudio/ALSA β†’ Whisper.cpp β†’ Gemma via Ollama β†’ Piper

Highlights: Embedded Linux β€’ Edge AI β€’ I2S/I2C β€’ ALSA β€’ Hardware Debugging β€’ Local LLM β€’ Engineering Handover Documentation

Repository


πŸ§‘β€πŸ’» Personal Full-Stack Project

A full-stack platform I built to help students create, customize, publish, and track professional portfolios through a web-based builder.

Frontend: React 19 β€’ Vite β€’ React Router

Backend: Node.js β€’ Express β€’ MongoDB β€’ JWT β€’ GitHub OAuth β€’ Cloudinary β€’ Razorpay

Deployment: Vercel β€’ Render

Highlights: Full-stack architecture β€’ Authentication β€’ GitHub OAuth β€’ Dynamic portfolio URLs β€’ Cloud media pipeline β€’ Payments β€’ Portfolio analytics

πŸ”— Live Application

Repository


πŸ€– AI & Agent Projects

A privacy-first local developer agent that reviews Git changes, generates targeted pytest tests, validates AI-generated Python with AST checks, and waits for human approval before execution.

Highlights: LangGraph StateGraph β€’ Ollama β€’ Qwen2.5:3b β€’ Python AST β€’ pytest β€’ Human-in-the-Loop β€’ Controlled Subprocess Execution

Repository


πŸ› οΈ AI IT Helpdesk Agent

A local-first agentic IT helpdesk that routes technical issues, executes tools, checks retrieval confidence, escalates uncertain cases into support tickets, and keeps working through a deterministic offline fallback.

Highlights: LangGraph β€’ Ollama β€’ Qwen2.5:3b β€’ MCP β€’ Streamlit β€’ SQLite β€’ Rich CLI β€’ 115 automated tests β€’ GitHub Actions

Repository


πŸŽ“ College Department Project

A role-based campus cleaning and verification system built for my college department to digitize daily assignments, cleaning completion, faculty verification, rejection handling, and reporting.

Highlights: Flutter β€’ Spring Boot β€’ MongoDB β€’ REST API β€’ Role-Based Workflow β€’ Duplicate-Assignment Protection β€’ PDF Reporting β€’ Android APK

Repository


🧰 Tech Stack

Languages

Python Java Dart JavaScript

AI & Agent Engineering

LangGraph Ollama Qwen MCP Python AST pytest

Web & Application Development

React Vite Node.js Express Flutter Spring Boot

Databases & APIs

MongoDB MongoDB Atlas SQLite REST APIs JWT

Embedded & Edge

Rock 5T RK3588 XMOS XVF3800 ALSA I2C I2S Embedded Linux

Engineering & Deployment

Git GitHub Actions Ruff Vercel Render


πŸ”­ Engineering Focus

I am especially interested in systems where software has to do more than generate text:

  • Stateful agent workflows instead of simple chatbot pipelines
  • AI-generated output that is validated before execution
  • Human approval and recovery paths for imperfect model output
  • Local/offline AI for privacy and resource efficiency
  • AI systems that interact with real hardware and operating-system services
  • Full-stack products with clear architecture, testing, and deployment

πŸ“Œ GitHub

GitHub

My repositories showcase a progression from internship-based embedded and IoT development to full-stack application engineering, followed by local AI and agentic systems.

Some repositories contain internship-related integration work. Proprietary firmware, confidential source code, and private infrastructure are intentionally excluded.

Pinned Loading

  1. local-ai-reviewer local-ai-reviewer Public

    Privacy-first local AI code review agent with targeted test generation, AST validation, human approval, and controlled test execution.

    Python

  2. Offline-AI-Voice-Assistant Offline-AI-Voice-Assistant Public

    Offline AI Voice Assistant using RK3588, XMOS XVF3800, Whisper.cpp, Gemma (Ollama), Piper, and OpenWakeWord.

    Python

  3. relay-controller-app relay-controller-app Public

    Flutter frontend for an IoT relay controller featuring UDP hub discovery, REST API communication, scene management, PWM control, and secure device settings.

    Dart

  4. Student-Portfolio-Builder Student-Portfolio-Builder Public

    Full-stack SaaS platform for creating, customizing, and publishing professional student portfolios.

    JavaScript

  5. AI_IT_helpdesk AI_IT_helpdesk Public

    Local-first agentic IT helpdesk using LangGraph, Ollama, MCP, Streamlit and SQLite with confidence-based escalation and offline fallback.

    Python

  6. campus-cleaning-system campus-cleaning-system Public

    A role-based campus facility management system for assigning, tracking, and verifying classroom and laboratory cleaning duties.

    Dart