Evidence before allocation.

Keep the source attached.

Plafy reads venue-level observations from providers and onchain state. A market keeps its timestamp, source condition, reported rate and available execution identifiers.

A missing fact stays missing. The interface does not invent a candle, audit, contract or pool address.

Compare unlike signals carefully.

Rank quality combines depth, freshness, risk classification and route readiness. Reported return remains one input, not the verdict.

Depth

Can the venue absorb the intended size?

Freshness

How old is the oldest observation?

Readiness

Can the route become valid calldata?

Build a route as a graph.

The workbench treats deposits, swaps and market positions as explicit steps. Allocation must reconcile to the capital source; invalid edges stay blocked.

Make the wallet prompt explainable.

Verified Robinhood Chain steps compile into ordered transactions with target addresses, values and calldata. Plafy never asks the wallet to sign a vague intention.

Know what the model cannot prove.

Provider risk labels do not replace contract audits, oracle review, admin-key analysis, bridge analysis, slippage estimation or legal review. Those remain separate decisions.