VITOMIND · TESTED LIVE

Claude Code with a team vs Claude Code alone

Inside Herdr, Claude Opus 5.5 led a team: Codex (GPT-6.1 Sol) and Claude Sonnet 5.5, started and briefed by Claude itself in panes next to it. Against it, the same Claude Opus 5.5 working alone. Same brief, started in the same second, both recorded. Race 1 is one tight job (five files that depend on each other), race 2 is three games that share nothing. Everything here is exactly what the agents left: no fixes. It all runs in your browser.

Signal Yard
Team · Opus 5.5 lead + Codex + Sonnet 5.5 Signal Yard

A train-switch puzzle, 12 levels

19 min 41 s · 11.5 M tokens · 14/14 checksPlay
Signal Yard
Solo · Claude Opus 5.5 alone Signal Yard

Same brief, one agent

19 min 7 s · 0.79 M tokens · 14/14 checksPlay
Arcade Shelf
Team · Opus 5.5 lead + Codex + Sonnet 5.5 Arcade Shelf

Orbit Relay · Lantern Maze · Stack Harbor

12 min 40 s · 5.75 M tokens · 33/33 checksPlay
Arcade Shelf
Solo · Claude Opus 5.5 alone Arcade Shelf

Same three games, one agent

15 min 51 s · 2.70 M tokens · 33/33 checksPlay

The numbers

November 6, 2026, Windows 10, Herdr 0.9.5, on the Claude Pro and ChatGPT subscriptions (no API spend). Time = from the prompt to the lead's final report. Tokens = everything the agents read and wrote, from their own session logs; most of it is cached reads, which cost less. Checks = the same scripted real-browser test on both sides.

RaceSideTimeTokensBrowser checks
1 · Signal YardTeam19 min 41 s11.47 M14 / 14
1 · Signal YardSolo19 min 7 s0.79 M14 / 14
2 · Arcade ShelfTeam12 min 40 s5.75 M33 / 33
2 · Arcade ShelfSolo15 min 51 s2.70 M33 / 33
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