Portfolio
FlyRank — General AI Fluency Intern
From July to August 2026, I worked as a General AI Fluency Intern at FlyRank, applying AI tools to real aviation dispatch tasks under a structured weekly assignment series. The work was deliberately hands-on: each assignment produced a working artifact, not a slide about AI.
Prompt iteration ladder
Six-version LFPG crosswind/convection GO-NO-GO analysis, each version documented.
Weekly automation workflow
Four-stage pipeline tested against five real FAA/EASA sources, with documented time savings.
MCP connector setup
Google Drive connector demonstrated on three tasks a plain chat could not perform.
Sub-project
AI-Powered NOTAM / METAR / TAF Briefing Assistant
The internship's capstone project: an AI assistant (built on Claude) that takes raw NOTAM and METAR/TAF text and produces a structured, severity-tiered operational brief — decoding ICAO abbreviations into plain language and classifying each item as Critical, Moderate, or Informational. The system prompt enforces one non-negotiable rule, drawn directly from aviation safety culture: flag uncertainty rather than guess.
Fig. 1 — Raw NOTAM/METAR/TAF input
Fig. 2 — Structured brief output from the Claude Project
“Great work turning a focused idea into a concrete prototype. Keep building on the workflow you have documented and checking its outputs against real examples.”
— Reviewer-approved feedback, FlyRank AI Internship (reviewed by Alen Malkoc, Founder & CEO, FlyRank Corp.)
“Great work documenting the aviation-assistant error and how you revised the prompts. Keeping final decisions with the dispatcher and treating this as a learning prototype are important boundaries.”
— Reviewer-approved feedback, FlyRank AI Internship (reviewed by Alen Malkoc, Founder & CEO, FlyRank Corp.)
2026
UN Volunteers — Online Volunteer, UNHCR
Served as an Online Volunteer with UN Volunteers (UNV), supporting the UN High Commissioner for Refugees (UNHCR) around World Refugee Day. Working remotely within an international team, contributed to data management and online advocacy in support of the Sustainable Development Goals.
Data management
Contributed to data management supporting UNHCR's World Refugee Day initiatives.
Online advocacy
Supported advocacy efforts in alignment with the Sustainable Development Goals.
International remote coordination
Coordinated digitally across time zones within an international volunteer team.
2025 Edition
Volunteer — Camp des Programmes de Leadership Africain (CPLA)
Contributed to the preparatory work, organization, and execution of the CPLA 2025 edition, working directly alongside the program's governing bodies.
Preparatory work and organization
Participated in the preparatory work and organization of CPLA 2025.
Executive board support
Assisted the CPLA International and National Executive Board in its activities.
Action plan development
Developed an action plan with the volunteer team to disseminate the CPLA program and the AU 2063 Agenda.
Kinshasa/Kalamu · 2023 – July 2024
Volunteer — U-Report (UNICEF), DRC
Supported UNICEF's U-Report platform in the Democratic Republic of Congo, combining youth mobilization with data analysis and advocacy work.
Youth mobilization
Awareness and mobilisation of young people to join the U-Report platform.
Survey data analysis
Analysis of data collected through surveys and contribution to the development of reports.
Advocacy initiatives
Participation in advocacy initiatives based on survey results.