BONNY MAKANIANKHONDO
Full-Stack Software Engineer
Chicago, IL 60625 |- |-| www.linkedin.com/in/bonnymak
CAREER SUMMARY:
Full-Stack Software Engineer focused on building reliable, structured systems across the frontend
and backend. My background in industrial infrastructure shaped how I approach software. Design
it clearly, secure it properly, and build it to last. I’ve architected AI-driven automation platforms,
scalable APIs, and relational data systems using TypeScript, Python, React, and PostgreSQL. I enjoy
working at the intersection of product and engineering, where thoughtful system design directly
impacts performance, clarity, and long-term maintainability.
TECHNICAL SKILLS
Languages: TypeScript, JavaScript (ES6+), Python, SQL
Frontend: React, Next.js, Tailwind CSS | State: Redux, Zustand | Testing: Jest, Cypress
Backend & APIs: Node.js, Express, REST, GraphQL, JWT, OAuth 2.0
Data Systems: PostgreSQL, MySQL | Prisma | Relational schema design, indexing, query optimization
AI & Automation: LLM integrations (OpenAI, Claude, Gemini), RAG pipelines, semantic search
Infrastructure: Docker, AWS, GitHub Actions, Git
EXPERIENCE & KEY PROJECTS
Full-Stack Engineering Intern | i.c Stars (Chicago, IL) | Aug 2025 – Dec 2025
Directed full-stack delivery of a winning RFP customer insight dashboard selected by United Airlines.
Engineered AI insight layer using Claude API for structured recommendations
Implemented Role-Based Access Control for persona-specific dashboard views
Helped reduce executive analysis time by 70%
Collaborated cross-functionally with product and design teams
Resume Agent (AI Application Automation Platform) | Jan 2026 – Present
Architected a multi-agent AI system that automates job analysis, semantic resume matching, and
tailored document generation.
Designed a structured rules engine to score ATS compatibility using weighted semantic similarity
and keyword classification
Implemented PostgreSQL with pgvector for semantic search across experience embeddings
Built provider fallback chains across Anthropic, Gemini, and Cohere to ensure reliability
Engineered web scraping pipelines to extract structured job data for automated classification
Designed modular backend architecture to support scalable agent orchestration
Impact: Reduced manual resume tailoring time by 80% and enabled automated application workflows.
SyncUp (Mentorship & Collaboration Platform) | Sep 2025 – Present
Building a scalable mentorship and project collaboration platform designed for 500+ concurrent users.
Designed relational schema in MySQL to track structured “skill signals” and user progression
Built RESTful backend APIs with Node.js and Express
Implemented secure authentication and role-based access control
Developed frontend with React and Tailwind for modular UI scaling
Focused on clean architecture to support future analytics and reporting layers
Chef BonBon (AI Recipe Platform) | May 2025 - Jul 2025
Built AI-powered recipe generation using React and Node.js with LLM integration
Migrated from Firebase to PostgreSQL to improve relational integrity and performance
Implemented Row Level Security (RLS) policies for data isolation
Optimized queries and indexing strategies for structured retrieval
PRIOR EXPERIENCE
Heat & Frost Insulator | Union Local 75 (South Bend, IN) | Jan 2018 – Jan 2023: Installed and
maintained industrial thermal insulation systems to optimize commercial energy efficiency
while strictly adhering to safety standards.
Electrical Technician | Alexander Dennis Inc (Nappanee, IN) | Jan 2016 – Jan 2018: Executed
precise schematic wiring for double-decker bus electrical systems to ensure safety and
functionality.
EDUCATION
A.A.S. in Construction Management | Ivy Tech Community College.