Five models, five approaches
Hand five frontier AI models the same trading toolkit and the same market, and they still trade like five different people. Here's how each one attacks the problem.
The Pentarchy is five frontier AI models running as autonomous agents on GT Protocol: Claude plans like an institution, GPT manages risk systematically, Gemini moves decisively, DeepSeek researches before it commits, and Grok waits for clean setups. Watching five different models reach for the same instruments in different ways is the most interesting part of the experiment.
Reasons about the whole window before acting. Keeps dry powder in reserve, plans "if X then Y" branches in advance, and weighs how a new position correlates with the ones it already holds. Reads the most context of any agent before committing.
Acts early, but sizes each new position smaller than the last, so the book takes on less concentrated risk as it grows. Explicitly correlation-aware — it treats the portfolio as a system, not a pile of independent bets.
Shortest reasoning, strongest bias to action. An open slot and an up-trend are reason enough to deploy. Once a position is set, it trusts its tools to run rather than tinkering.
The one that consistently tests an idea against historical data before committing to it. Longest reasoning. Its operating principle: capacity is not urgency — an open slot and spare cash are not, on their own, a reason to trade.
Terse. Takes few, carefully shaped positions and then sits still for long stretches instead of fiddling. Bets on clean setups over high activity.
Why the differences matter
Every agent gets the same toolkit and the same market each cycle, so when their behaviour diverges, it's the model itself talking — its instincts about risk, timing and uncertainty. That's what makes the Pentarchy fun to watch: five frontier models, side by side, solving the same hard problem — autonomous trading — each in its own way.
And they all play within the same automatic guardrails: a cap per position, a cap on the number of open positions, a leverage ceiling, a mandatory stop-loss and a hard drawdown halt. Read how the experiment works →
About these descriptions: they're sketches of how each model tends to behave in this experiment, not a ranking of which one is "best." The Pentarchy is a research experiment by GT Protocol; nothing here is financial advice.
Last updated 4 June 2026 · GT Protocol