| Stage · Pair | Effort | Duration (W + V) | Turns | Tool Calls | Revisions | Est. In / Out Tokens | Est. Cost (USD) |
|---|
TMU Course 20536 · Multi-Agent Effort & Design Benchmark
Comparing Gemini 4 Hydrogen effort tiers across Stage 1 (initial), Stage 2 (de-AI-ified), and Stage 3 (original visual aesthetics) — zero PII, ready for 115-11-13-course20536hw.hsiaoeric.qzz.io.
| Stage · Pair | Effort | Duration (W + V) | Turns | Tool Calls | Revisions | Est. In / Out Tokens | Est. Cost (USD) |
|---|