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shyamkailash/README.md

About

I am an Artificial Intelligence and Machine Learning engineering student focused on building dependable software products that combine AI engineering, full-stack development, system design, and product thinking.

My recent work includes real-time assessment monitoring, Agentic AI workflows, retrieval-augmented generation, local LLM integration, backend APIs, developer tooling, and deployment-oriented engineering. I prefer building complete systems rather than isolated model demonstrations.

Engineering priorities

  • Maintainable architecture and clear separation of concerns
  • Secure APIs, policy enforcement, auditability, and controlled automation
  • Reliable AI integration with validation and human approval boundaries
  • Responsive interfaces and practical end-to-end workflows
  • Testing, CI/CD, version control, and deployment readiness

Open To

  • Software Engineering Internships
  • AI/ML Engineering Opportunities
  • Full-Stack Product Development
  • Agentic AI and RAG Projects
  • Open-Source Collaboration
  • Hackathons and Research Prototypes

Tech Stack

Languages

Languages

Frontend

Frontend

Backend & Databases

Backend

Cloud, DevOps & Tooling

DevOps


AI / ML Expertise

Domain Level Practical Experience
Agentic AI Systems Advanced Multi-agent workflows, tool calling, policy-driven execution, task planning, and approval loops
Large Language Models Advanced Prompt engineering, Ollama, Transformers, local open-source models, and response orchestration
Retrieval-Augmented Generation Advanced ChromaDB, vector search, document retrieval, embeddings, and grounded generation
Computer Vision Intermediate OpenCV, image processing, edge detection, segmentation, screen monitoring, and evidence capture
Natural Language Processing Intermediate Text extraction, classification, intent detection, prioritisation, and information retrieval
AI Product Engineering Advanced AI APIs, frontend workflows, testing, deployment, and observability
MLOps Intermediate CI/CD, reproducible environments, validation, monitoring, and release workflows

Featured Projects

LiveLook-V2 - AI-Powered Real-Time Assessment Monitoring

A real-time platform for monitoring online assessments and laboratory sessions through live screen streaming, policy enforcement, evidence capture, risk detection, and faculty-focused workflows.

Category Details
Stack FastAPI, WebSockets, Next.js, React, Python, MSS, psutil, pywin32, SQLite
Architecture Student agent, backend API, WebSocket streaming layer, policy engine, and teacher dashboard
Core Features Active-window tracking, blocked-application detection, evidence capture, alerts, and live monitoring
Engineering Focus Modular services, low-latency communication, auditability, testing, and CI/CD
Repository View LiveLook-V2

Contribution

  • Designed and implemented major parts of the Windows student monitoring agent.
  • Integrated screen capture, active-window detection, application monitoring, and WebSocket communication.
  • Coordinated backend, frontend, and agent integration through Git branches and shared API contracts.
  • Defined session policies, evidence workflows, and risk-based monitoring behaviour.
AI Lab Record Generator - Agentic Academic Automation

An AI-assisted platform for converting experiment observations and structured inputs into formatted academic laboratory records using Django, OCR, RAG, LLM workflows, and document generation.

Category Details
Stack Django, Python, OCR, Ollama, RAG, ChromaDB, Next.js
Pipeline Upload, extraction, retrieval, generation, validation, formatting, and PDF export
Architecture Modular Django applications for documents, experiments, accounts, APIs, and agents
Engineering Focus Structured data models, testing, retrieval quality, validation, and document consistency
Repository View AI-Lab-Record-Generator

Contribution

  • Designed the Django backend structure and experiment data model.
  • Built workflows for observation upload, retrieval, record generation, and validation.
  • Integrated ChromaDB-based retrieval and local LLM tooling.
  • Defined unit, integration, and end-to-end testing requirements.
Medical Care Centre - Open-Source AI Healthcare Assistant

An AI-powered healthcare assistant prototype that supports medical queries, contextual responses, and emergency-oriented routing using open-source language models and FastAPI services.

Category Details
Stack Python, FastAPI, React, Transformers, TinyLlama, Ollama
Core Features Medical chatbot, contextual response flow, emergency triage concepts, and API integration
Engineering Focus Local model integration, structured prompts, response quality, and frontend-backend communication
Repository View Medical_Care_Centre

Contribution

  • Integrated an open-source LLM into a healthcare-focused chatbot workflow.
  • Developed backend APIs and frontend-agent communication.
  • Evaluated response quality, context limits, and model behaviour.
  • Planned RAG, speech, and doctor-availability extensions.

Project Leadership

Team Lead and Student-Agent Developer

LiveLook-V2 - AI Assessment Monitoring Platform
2026 - Present

  • Coordinating a small development team across backend, frontend, and Windows-agent responsibilities.
  • Defining Git branches, integration milestones, API contracts, and prototype scope.
  • Implementing monitoring features including screen streaming, active-window tracking, evidence capture, and live events.
  • Supporting testing, deployment planning, and production-readiness improvements.

Python FastAPI WebSockets Next.js GitHub Actions


AI and Full-Stack Developer

AI Lab Record Generator
2026 - Present

  • Developing a document automation workflow using Django, OCR, RAG, local LLMs, and PDF generation.
  • Building modular components for retrieval, generation, validation, and formatting.
  • Maintaining Git history, resolving integration conflicts, and improving test coverage.

Django RAG ChromaDB OCR MLOps


Achievements

Recognition Details
AI Agents Intensive Programme Completed a five-day programme covering agents, multi-agent systems, prompt engineering, tool calling, application development, and deployment
Hackathon Product Leadership Led rapid product planning and technical execution for AI monitoring and automation prototypes
Real-Time Monitoring Architecture Designed a screen-streaming and risk-detection workflow using WebSockets, policies, and evidence capture
Open-Source LLM Integration Worked with TinyLlama, Qwen, Ollama, and Transformers in practical applications
Collaborative Engineering Applied branching, rebasing, conflict resolution, modular ownership, and CI/CD practices

Certifications and Professional Learning

Google AI Agents Infosys Generative AI Computer Vision


GitHub Analytics

GitHub Profile Details
Repositories per Language Most Used Languages
GitHub Statistics Productive Time

Contribution Activity

Contribution Activity Graph

Contribution Snake

GitHub Contribution Snake

Current Focus

learning:
  - Advanced Agentic AI architectures
  - Retrieval-Augmented Generation
  - Production MLOps workflows
  - Secure distributed systems

building:
  - Real-time assessment monitoring
  - Agentic academic automation
  - AI-powered full-stack applications

exploring:
  - Multi-agent collaboration
  - Local open-source LLM deployment
  - AI evaluation and observability
  - Human-in-the-loop automation

open_to:
  - Software engineering internships
  - AI and machine learning roles
  - Full-stack product engineering
  - Open-source collaboration

Connect


Engineering ambitious ideas into dependable software.

Footer

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