Coding agents only got good once someone built the workspace around the model.

Repo access, a terminal, tests, a permission layer. OpenCode, Amp and Pi are useful because that scaffolding exists around the model.

Questflow built the same thing for markets and calls it the Financial Harness. The model as the brain, Skills that hand the agent a real investment methodology instead of a generic one, Plugins for live market, on-chain and news data, and execution accounts where you connect your own exchanges and set the limits it works inside.

You type "buy long 11 usd, 5x, tp 9, sl 7.6" in plain English and get back an order preview with size, notional, margin required and both exit levels, plus a confirm button. Nothing reaches the market until you press it.

That harness is why a Questflow agent outperforms a general-purpose AI agent on Hyperliquid and Polymarket. Same class of model, far more context and far more reach to act on it.

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