Parallel Tracks: Working, Learning, and the Rhythm of Growth
Reflections on balancing full-time finance work with a master's degree—and finding clarity in the grind.
I'm Suleyman Kiani—building systems that turn ideas into reality. Currently balancing equipment finance at Mitsubishi HC Capital Canada with an MEng in Computing and Software (Dec 2026), while exploring the intersection of financial markets and machine learning.
Structure multi-million dollar construction & transportation deals. Build financial spreads, calculate EBITDA from statements, conduct 4-blocker credit evaluations, and model amortization schedules in Excel & Power BI.
Built Applify AI (150+ paying users)—an ATS-optimized résumé platform. Founded SKompXcel, mentoring 80+ students through algorithms, system design, and mock interviews. TypeScript, Next.js, Python, AWS, GCP.
Pursuing MEng in Computing & Software while diving into ML and financial markets—building systems that bridge data and decision-making.
My working logbook—code, experiments, and lessons from building Applify AI, SKompXcel, and a stack of open‑source tools.
Live demos, architecture notes & post‑mortems
Cloud patterns, DevOps automation & problem‑solving
Skills, stack & gear that keeps the wheels turning
LeetCode, Spotify & other data‑driven snapshots
Paste any job description, get an ATS-optimized résumé tailored to your achievements. Download a perfect one-page PDF in minutes. 150+ paying users and counting.


Reflections on balancing full-time finance work with a master's degree—and finding clarity in the grind.
A journey of resilience, growth, and building Applify AI and SKompXcel.
Reflecting on a week of growth, connections, and moments of inspiration during the job search journey.
A heartfelt reflection on determination, gratitude, and the relentless pursuit of opportunities after graduation.




