PantasMobile app MSL Network BotDiscord bot LakambiniWebsite redesign AI Agent ConfigDeveloper tooling Kiosk SurveyAndroid TV PSO ScorerData system QR StudioWeb tool WebP UnliWeb tool Norala SB PortalCivic tech MSL Collegiate Cup BotDiscord bot Ilocos Sur Esports BotDiscord bot OPPO Cup BotDiscord bot KQM Team DPS CalculatorWeb tool Microsoft AspireOpen sourcegithub.com/microsoft/aspire OpenSREOpen sourcegithub.com/Tracer-Cloud/opensre DockRouteOpen sourcegithub.com/Dockroute/Dockroute BetterGov PHOpen sourcegithub.com/bettergovph/bettergov The next model won't fix your specificationWriting A perfect factory can still make something nobody wantsWriting

[screen 1]

[screen 2]

[screen 3]

[MSL Network Bot in Discord]

[Lakambini screenshot]

$ [command]
[real output from the repo]
$ 

[Kiosk Survey screen]

[PSO Scorer results]

[QR Studio screenshot]

[WebP Unli screenshot]

[Norala SB Portal screenshot]

[MSL Collegiate Cup Bot in Discord]

[Ilocos Sur Esports Bot in Discord]

[OPPO Cup Bot in Discord]

[KQM Team DPS Calculator screenshot]

github.com/microsoft/aspireCode-first tooling for building, observing, and deploying distributed applications.[your PR or contribution]

github.com/Tracer-Cloud/opensreOpen-source toolkit for building AI SRE agents for observability, incident response, and remediation.[your PR or contribution]

github.com/Dockroute/DockrouteExternal-DNS for plain Docker hosts, keeping DNS records aligned with container routes.[your PR or contribution]

github.com/bettergovph/bettergovOpen-source effort building a better national website for the Philippines.[your PR or contribution]

Sep 9, 2026The next model won't fix your specificationRead · 7 min

Aug 24, 2026A perfect factory can still make something nobody wantsRead · 11 min

[screen 1]

[screen 2]

[screen 3]

[MSL Network Bot in Discord]

[Lakambini screenshot]

$ [command]
[real output from the repo]
$ 

[Kiosk Survey screen]

[PSO Scorer results]

[QR Studio screenshot]

[WebP Unli screenshot]

[Norala SB Portal screenshot]

[MSL Collegiate Cup Bot in Discord]

[Ilocos Sur Esports Bot in Discord]

[OPPO Cup Bot in Discord]

[KQM Team DPS Calculator screenshot]

github.com/microsoft/aspireCode-first tooling for building, observing, and deploying distributed applications.[your PR or contribution]

github.com/Tracer-Cloud/opensreOpen-source toolkit for building AI SRE agents for observability, incident response, and remediation.[your PR or contribution]

github.com/Dockroute/DockrouteExternal-DNS for plain Docker hosts, keeping DNS records aligned with container routes.[your PR or contribution]

github.com/bettergovph/bettergovOpen-source effort building a better national website for the Philippines.[your PR or contribution]

Sep 9, 2026The next model won't fix your specificationRead · 7 min

Aug 24, 2026A perfect factory can still make something nobody wantsRead · 11 min

19 projects · esc to clear

type to find

BUILT WITH19

VOL.01$whoamiAEDWON

AEDWON01$whoami

VOL.02My workflowAEDWON

AEDWON02My workflow

VOL.03AffiliationsAEDWON

AEDWON03Affiliations

VOL.04ExperienceAEDWON

AEDWON04Experience

VOL.05Hobbies & InterestsAEDWON

AEDWON05Hobbies & Interests

VOL.06Contact MeAEDWON

AEDWON06Contact Me

Shelved.Vol. 06, Contact Me, is on the shelf. I’ll write back to you, usually within [a day].

Vol. 01 · $whoami · Contents / 5

Aedwon

Wall Index

Aedwon

WallIndexAboutContact

PSO Scorer

Evaluation and scoring model processing 4,000+ national Science Olympiad competitors across elimination tiers.

Platform: Data system

Client: PSYSC

Role: Science Olympiad Core

Year: 2024

Scale: 4,000+ competitors

[PSO Scorer results]

The brief

[Who it was for and what they needed, in two or three sentences.]

What I built

Evaluation and scoring model processing 4,000+ national Science Olympiad competitors across elimination tiers.

[One or two sentences on the hardest part, and how you solved it.]

[PSO Scorer, in use]

[Caption: what this shows.]

How it went

[The result: numbers if you have them, or what people said.]