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Looking for experience!

Hi, I’m Shidrac Bonzali, an ICT Applications Development student at CPUT and a passionate freelancer specializing in web design, translation, and virtual assistance. I enjoy combining creativity and technology to deliver clear, functional, and user-friendly solutions. I’ve collaborated on open-source projects such as the YABEE export tool, built responsive websites. My approach is friendly, reliable, and focused on helping individuals and small businesses grow digitally.

SmartFit is an AI-powered recruitment platform that automates the entire candidate evaluation process using two advanced Opus workflows integrated with a clean React Vite frontend. It focuses on solving the biggest challenges in hiring messy resume formats, inconsistent evaluations, bias, and slow decision-making by converting unstructured documents into structured, explainable, and actionable insights. The system begins by extracting detailed information from both candidate CVs and job descriptions, no matter the format: PDFs, DOCX files, images, screenshots, or plain text. Using a combination of OCR, semantic parsing, and AI agents, SmartFit generates structured profiles that include skills, experience, education, projects, responsibilities, and more. This enables reliable comparison between candidates and job requirements. Once the data is extracted, SmartFit applies a hybrid scoring engine that mixes rule-based validations with deep AI reasoning. It scores each candidate across multiple dimensions such as skills, experience relevance, education alignment, language proficiency, and cultural fit. The output is a transparent, auditable evaluation report that explains exactly how each score was calculated and which rules were triggered. The second workflow performs semantic job matching, identifying which skills the candidate already possesses, which are missing, and which are extra strengths. It also generates personalized recommendations that candidates or HR teams can use to improve CVs, prepare for interviews, or shortlist talent more confidently. The frontend ties everything together by offering an easy interface where users can upload documents, run workflows, and instantly view structured outputs, scores, fits, and recommendations. SmartFit ultimately reduces HR workload, improves accuracy, and brings transparency and fairness to the hiring pipeline. It is built for scalability and designed to handle real-world hiring scenarios.
19 Nov 2025