So far
- 2019 – 2023RoboticsUniversity of BathMEng Robotics Engineering · 2:1
- 2023 – 2025Esports coachingIndependentPrivate Tutor & Esports Coach
- 2025 – nowSupportKlipboardTechnical Support Analyst
Projects
How I work
Example: Hawk's Live Match stats
Requirementme
BuildAI
AuditAI
Decideme
FixAI
Reviewme
Releaseme
FindingI found that player stats waited behind automatic account lookups and history scans.
DecisionI proposed options and tests. With AI, I chose one recent competitive batch per player, ally data from agent select, enemy data when the game starts, and cached encounter stats.
FixedStats start on current Riot names. Retry reloads only failed players; deeper history scans are manual.
A problem I found, a decision made with AI, and the released change.