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What is Finance Swarm?

Investable Situational Awareness

Finance Swarm is a latticework of data agents built to answer the investor's real question: should I take risk, reduce risk, or wait?

ProductMarket posture

A whole-market grade and score, backed by agent evidence.

MethodData first

Macro, liquidity, rates, credit, earnings, flows, sentiment, positioning, policy, and equity structure.

OutputAction permission

What risk is rewarded, what is underpriced, what to avoid, and what changed.

The Five Questions

1Should I be taking risk or reducing risk?
2What kind of risk is currently being rewarded?
3What risk is being underpriced?
4What should I avoid right now?
5What changed since the last run?

How It Works

Each agent owns one competency and can run independently. The Control Layer synthesizes those agents into a market score, confidence, posture, avoid list, and change log.

Narrative Guard keeps the system honest: every conclusion should trace back to data, dates, sources, and confidence. Media is not treated as truth; at most it is evidence of motive, pressure, or misdirection.

What The Grade Means

The grade is not a logo, prediction, or buy/sell command. It is a current-market risk climate score. A weak grade means blunder risk is elevated; a strong grade means conditions are more permissive, but ticker-level work still matters.

<- Finance Swarm