Hours to minutes
Manual config verification reduced
Field reports
Operational dossiers from real product conditions
Filter by the buyer problem first, then inspect the technology details inside each report.
300 automated clients
Load and connectivity validation made repeatable
5 client platforms
Coordinated in one release flow
Zero-downtime releases
Maintenance windows removed for normal releases
2024-12 Kick prototype: ML agents + multiplayer + zero-install
Built a browser-playable multiplayer prototype that made AI-assisted gameplay decisions testable and shortened the playtest loop to near-instant access.
Outcome: AI gameplay decisions made testable in a playable loop
Multiplayer Unity WebGL AI Tooling
2024-10 LLM-based config verification at scale
Built an automated config verifier across interdependent repositories, reducing manual validation effort and improving release confidence before launch.
Outcome: Manual verification reduced from hours to minutes
AI Tooling Automation Infrastructure Release Engineering
2024-08 Live economy validation
Structured validation across wallet sessions, ownership, rewards, entitlements, transaction edge cases, and backend-to-chain state so live-economy risk became easier to control.
Outcome: Wallet/session and ownership checks made repeatable
Distributed Systems QA Automation Live Economy
2024-06 Unreal Engine multiplayer: P2P to dedicated servers on AWS
Delivered dedicated server infrastructure for a multiplayer game, reducing session risk and giving the team more confident live scaling and deployment control.
Outcome: 150+ servers per 3x xLarge EC2 fleet
Multiplayer Unreal Infrastructure Release Engineering
2024-05 Scalable web automation framework for a wallet-integrated product
Built a Playwright verification system that reduced manual regression drag and gave the team faster, more auditable release evidence.
Outcome: Deterministic regression runs made dev/stage/prod checks repeatable
Automation QA Web Release Engineering
2024-12 Kick ML-Agents + Multiplayer (technical deep dive)
Built deterministic gameplay architecture that made ML-driven decisions testable in multiplayer and easier to validate through WebGL access.
Outcome: ML gameplay decisions made easier to tune and validate
Multiplayer Unity WebGL AI Tooling
2024-07 Team Pulse dashboard for QA performance
Built a QA analytics platform that unified Jira and TestRail data, reducing blind spots and giving leaders clearer release and team-performance signals.
Outcome: Automated quality review made bug-report standards more consistent
Analytics QA AI Tooling SaaS
2024-07 True zero-downtime releases across five client platforms
Designed a version-aware release system across clients, backend, CDN, and dedicated servers that removed maintenance windows and reduced player disruption.
Outcome: 5 client platforms coordinated in one repeatable release flow
Infrastructure Release Engineering Multiplatform DevOps
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