Skills & Capabilities

Honest about depth: foundational business understanding, an IC-to-leader transition in progress, and AI-augmented (vibe-coded) software delivery.

Tier 1 — Business Understanding

  • Accounting & P&LIntermediate

    Double-entry, reconciliation, basic P&L reading

  • Manufacturing OperationsFoundational

    JIT, QC workflow, operator capability limits (4-month field exposure)

  • LogisticsIntermediate

    11 months at JNT Express — throughput, inventory, cycle time

Tier 2 — Technical Leadership (IC → Leader)

  • AI-Augmented IterationIntermediate

    Field exposure (day) + self-study (night) + AI iteration loop

  • Stakeholder TranslationIntermediate

    Business need ↔ technical architecture

  • Team LeadershipBeginner

    No formal team yet — building via FinTrack Phase 2 tasks

Tier 3 — Software & Architecture (AI-Augmented)

  • Systems DesignIntermediate

    FinTrack end-to-end: constraint-first, component separation

  • Stack Selection & TradeoffsIntermediate

    Next.js, Telegram, Supabase — why NOT Django, why NOT Firebase

  • Deployment & OpsIntermediate

    Vercel, Railway, serverless cost optimization

Known Limitations

  • Deep PLC logic & troubleshooting — foundational only; observed mostly, not independent design.
  • Servo/motor control systems — foundational; not specialist.
  • Manual backend coding — comfortable via AI-augmented flow, not rapid manual coding.