All-Gemini agent crew: 2.53x faster cognitive cycles, zero repair cycles

leebase65 · reddit · 2026-08-20

The author wired Gemini 3.7 Flash into a Chief-of-Staff + crew multi-agent setup, comparing two teams: one all-Gemini across planner/coder/tester/reviewer roles, the other with GPT 5.6 Sol Max and Fable 5 Max on planning/review and Gemini everywhere else.

Benchmark results: 2.53× faster cognitive cycles, 100% schema success, 2.72× faster governed execution, zero repair cycles, 70% less premium-subscription burn. Heavy daily use showed no quality drop, though the benchmark may not have been hard enough.

Bonus anecdote: the competitive evaluation was never requested — his ChatGPT "strategic advisor" proactively folded earlier goals into the Chief-of-Staff prompt, doing unasked work.

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