THE TRANSFORMATION
Three months.
Different physics.
Same product, same team — executed excellently, from first token to a published, AI-synced design system in three months.
Drag the line.
The same admin dashboard, before canon and after. Both sides are live HTML — no screenshots.
AFTER · CANON
1 teal
4 heights
0 hardcoded
Accelerators
Add node
Export
Total GPUs
128
↑ 12 this week
Utilization
73%
↑ 4.2%
Active jobs
42
↓ 3
Queue depth
8
↑ 2
GPU computeMemory
| Workload | GPUs | Util | Status |
|---|---|---|---|
| llama-70b-ft | 16 | 91% | RUNNING |
| embed-batch-cron | 4 | 64% | RUNNING |
| asr-eval-suite | 8 | — | PENDING |
| sdxl-lora-train | 2 | 88% | RUNNING |
| vision-preproc | 1 | — | FAILED |
BEFORE
3 teals
height: 37px?
!important ×70
accelerators_v2 (final)
Add Node
Export CSV
Refresh
total gpus
128
UTILIZATION
73%
Active Jobs:
42
queue
8
| workload_name | gpu | util% | STATUS |
|---|---|---|---|
| llama-70b-ft | 16 | 91 | ok |
| embed-batch-cron | 4 | 64 | OK! |
| asr-eval-suite | 8 | null | wait |
| sdxl-lora-train | 2 | 88 | ok |
| vision-preproc | 1 | NaN | ERR |
⟷
← drag · works with touch · same data, different physics →
THE LEDGER
Numbers don't drift.
teals in the codebase
3→1
control heights
∞→0
!important on one Select
70→0
files-to-migrate backlog
919→tracked & shrinking
components canonized
0→0
design tokens
0→0
iron rules
0→0
documented waves
0→0+
idea → prototype
days→minutes
BEYOND PIXELS
What actually changed
BEFOREAFTER
Screenshots-as-handoff — annotate, export, pray.
Handoff to Claude Code. The approved prototype is the spec; implementation starts from real components.
Every dashboard bespoke — each page its own snowflake.
Six templates + brick math. Pages are assembled, not invented.
Docs drift — the README describes last quarter's component.
Four-surface doc contract. Runtime, TOKEN-DOC, TokenMapping story, family overview move together — drift is structurally impossible.
Design QA by eyeball — whoever looked last, decided.
Fresh-context AI verifier grades every build cold, citing rule numbers.
Onboarding took months — knowledge lived in heads.
The brain onboards humans and AI in minutes. One dispatcher, ninety-one rules, zero tribal knowledge.
CLOSING CREDITS
Executed excellently.
Led together by the frontend team — Head of Frontend Engineering — and Mehrshad — Design Lead — with the OI frontend team. Three months. One hundred waves. Zero big bangs.