SECTION 02 / OPERATIONS

OPERATIONS

ESC · BACK
  1. OP-01LIVE
  2. OP-02IN USE
  3. OP-03ONGOING
  4. OP-04ABORTED

OP-01 · LIVE

PAPERMAXX

I'm a UFC nut, so I built an MMA prediction platform to beat my friends on. I use it every day, so I add something to it every day.

  • Wildest failure: infinite money glitches. I put a bounty out for my coworkers to find them, then built a trigger-based audit ledger and migrated live balances with a snapshot-backed rollback plan.
  • Built a halal mode for one friend. Little user-specific things a bigger company would never do.
  • The AI forecast engine runs Claude on Amazon Bedrock. Its first predictions were really silly.
  • Traced 91% of 84k Lambda invocations to server rendering, then added caching: fight pages went from 357-661 ms to 200-324 ms.
  • Took mobile LCP from 6-7 s to about 2 s. The part I like most is still the ingestion pipeline.

NEXT.JS · PYTHON · AWS LAMBDA · RDS POSTGRES · DYNAMODB · BEDROCK

PLAY IT. I NEED MORE USERS.

OP-02 · IN USE

OPEN SOURCE CLIMBING

My team needed tools, so I built them. A training app and installable PWA, where the coaching and the code meet.

  • In active use by the VCU Climbing team and another coach, including our practice-day plans.
  • Lead developer. Row-level security for athlete, coach, and admin roles.
  • Taught a junior developer to code and mentored them on the project.

NEXT.JS · CLOUDFLARE WORKERS · SUPABASE · PWA

OP-03 · ONGOING

ECHO MINI

Modding the Snowsky Echo Mini's firmware, because a music player should feel like yours.

  • Wrote my own firmware tooling and put a custom theme on my unit.
  • Raised the clock floor once and got a blank gray screen. Confirmed the cause. That setting stays alone now.
  • Built getmusic and syncmusic: tagged downloads with album art, then a hash-verified mirror to the player.

FIRMWARE · REVERSE ENGINEERING · PYTHON

OP-04 · ABORTED

ALARM APP

I needed a better alarm. Expo could not do real iOS alarms, the library was not good enough, and I did not want to write the Swift.

  • Shelved, not dead. I might go back soon.

EXPO