Mirco Fernando
Software Engineer
Full-Stack Developer | AI & Machine Learning Enthusiast
About Me
Passionate software engineering undergraduate specializing in React, Node.js, artificial intelligence, machine learning, generative AI, and currently exploring Agentic AI. Focused on building intelligent systems that solve real-world problems.
Currently pursuing my BSc (Hons) in Software Engineering, I combine academic rigor with practical experience as a Co-Founder at Olyra Labs. I thrive at the intersection of modern web development and cutting-edge AI technologies.
Education
BSc (Hons) Software Engineering
Foundation Year — Information Technology
- Distinctions on all subjects
Experience
Co-Founder / Full-Stack Developer
- Co-founded a software development startup, contributing to product strategy, technical decision-making, and software delivery.
- Designed and developed full-stack web applications using React, Next.js, Node.js, and modern web technologies, taking solutions from concept to deployment.
- Collaborated directly with clients to gather requirements, translate business needs into scalable software solutions, and deliver products in Agile environments.
Featured Projects
POS & Inventory Management Platform - Olyra Labs
Contributed to develop a production-ready point-of-sale and inventory management platform for business operations, supporting order processing, inventory tracking, customer management, and payment workflows. Collaborated directly with stakeholders to translate business requirements into scalable software solutions while contributing to frontend architecture, analytics dashboards, and backend integrations.
Health Matters CRM
Designed and engineered a full-stack healthcare Customer Relationship Management (CRM) application. To ensure secure and efficient data handling, I implemented a robust Role-Based Access Control (RBAC) system alongside a comprehensive referral management workflow. Followed Agile practises and acted as the Tech Lead overseeing the project development.
Prompt Optimization Engine Application
Engineered a multi-agent AI platform to evaluate and compare graph-based and imperative agent orchestration frameworks. Implemented the Reflection agentic design pattern on both LangGraph and Google ADK, designing autonomous agent workflows, state management systems, and an interactive chat interface. Generated practical insights into AI agent architecture, workflow coordination, and framework trade-offs through hands-on experimentation. Detailed deep-dive in this project (medium.com/@mircofdo).
Finance Intelligence Engine
Engineered a financial intelligence platform to analyze Uber's 2024 Annual Report using Hybrid RAG and fine-tuned Llama-3-8B models. Built an end-to-end pipeline incorporating Data Ingestion, Weaviate vector search, BM25 retrieval, Cross-Encoder reranking, QLoRA fine-tuning via Unsloth, conducted evaluation workflows such LLM-as-a-Judge, and an interactive Streamlit interface for financial question answering.
Enovex - Smart Solar Power Management System
Designed and developed a full-stack platform for monitoring solar energy production and operational performance across multiple units. Built secure role-based access control (RBAC), Clerk authentication, interactive analytics dashboards, and real-time performance tracking. Architected scalable REST APIs and integrated payment processing through Stripe while following clean architecture principles and modern deployment practices.
Social Media Trends Analysis
Developed machine learning models to predict social media engagement and identify emerging content trends using real-world datasets. Applied supervised and unsupervised learning techniques to uncover key engagement drivers and viral content patterns, achieving a Top 3 placement among more than 200 participants in ZuuCrew AI hackathon for Foundations of Machine Learning.
Fine tuning for Law Assistant
Developed a domain-specific legal assistant by fine-tuning a language model using QLoRA for efficient deployment on resource-constrained hardware. Built a complete model optimization and deployment pipeline with GGUF export, implemented safety guardrails, and evaluated performance using LLM-as-a-Judge and ROUGE-L metrics, achieving an overall score of 75%.
Technical Writing & Insights
I enjoy documenting my learning journey, sharing project deep-dives, and exploring topics in Software Engineering, Full-Stack Development, Generative AI, Agentic AI, and Machine Learning.
Writing helps me deepen my understanding of complex concepts while sharing practical insights with the developer community. Through Medium, I publish technical articles, project breakdowns, architectural comparisons, and lessons learned from building real-world applications.
Follow my journey and explore my latest technical articles on Medium.
Read My ArticlesShould We Use Google ADK for Agentic Solutions?
My journey into exploring Agentic AI began where most developers start today, learning about agentic designs and stateful orchestration…
From Prototype to Production: Monitoring RAG Costs and Latency at Scale
Users will not wait more than 10 seconds for an response from your RAG System, no matter how magically accurate it is. In production RAG…
Is RAG dead in 2026?
If you step into any enterprise engineering team in 2026, you will likely hear a controversial question: Is Traditional RAG dead?
Skills & Services
Full-Stack Development
Designing and developing high-performance responsive web applications using React, Next.js, Node.js, and databases (SQL/NoSQL). Focused on solid architectures, security, and smooth user experiences.
AI Integration & RAG Systems
Engineering advanced Generative AI architectures, including Retrieval-Augmented Generation (RAG) pipelines, multi-agent frameworks (LangGraph, Google ADK), and fine-tuning custom LLMs for specific industry tasks.
Software Architectures
Creating robust and scalable API infrastructures, practicing clean coding patterns, implementing secure authentication schemas, and ensuring scalable system design for enterprise web platforms.
Languages
Frameworks & Libs
AI / Machine Learning
Databases
Developer Tools
Methodologies
Certifications
- Oracle Cloud Infrastructure 2025 Certified AI Foundations Associate — Oracle
- Docker for Absolute Beginners with Hands on Projects — CoDeKu
- AWS Cloud Practitioner Essentials — AWS
- Developing Front-End Apps with React — IBM
- Web and Programming Foundations — STEM Link
- Developing Back-End Apps with Node.js and Express — IBM
- Foundations of Machine Learning — Zuu Crew
- Full Stack Engineering — STEM Link
- Object Oriented Programming Specialization — University of London
- Level 3 Diploma in Information Technology — ESOFT Metro Campus