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RH Agentic

Architecture · no live data

An agentic research and execution system. Nine stages, each an independently runnable script that writes a file the next one reads — so a crash never loses the chain and every step stays auditable afterward. What follows is the design, not the deployment: the production system runs privately, and nothing here shows holdings, performance, or account data.

The governing rule

The model proposes. Code disposes.

The language model does judgment — research, scoring, thesis. Deterministic scripts do gatekeeping and measurement. A code-level DENY is unconditional: there is no override and no retry with better phrasing. That split is the entire point, because it is what stops a model allowed to touch real money from talking itself into a position.

The pipeline — click a stage

What the risk engine checks before anything executes

Why it is built this way. Trades are deliberately rare, which means real outcomes arrive far too slowly to learn from. So the system manufactures its own sample: every scored candidate is also carried as a virtual trade across several exit policies, and results are measured in R-units rather than win rate — expectancy, profit factor and bootstrapped confidence intervals, so that a lucky streak cannot read as skill. A drawdown ladder steps the whole system from active, to reducing, to halted, and the validator enforces it whether or not the model agrees.