Label integrity

AI tags are earned, not assumed.

At Kairo, every label we assign to a wallet is based on observable, verifiable on-chain behavior — not popularity, vibes, or human bias. Our goal isn’t to guess what a wallet might be, but to show what it has proven to be.

---

🔍 How We Ensure Label Integrity

1. Pattern-Based, Not Profile-Based

We don’t use identity shortcuts like:

• ENS names

• Twitter handles

• Public wallet lists

• Speculative tagging

Instead, all labels are generated from:

• Trade behavior

• Holding timelines

• On-chain interaction types

• Chain allegiance

• Category preferences (meme vs utility vs NFT)

No label appears without behavioral proof.

---

2. Verifiability by Design

Every label a wallet receives can be cross-checked via its:

• Full trade history

• Token rotation patterns

• Entry/exit logs

• Chain-specific activity

You can always ask: “Why does this wallet have that label?” And Kairo can show you the receipts.

---

3. Dynamic Re-Evaluation

Our tagging system:

• Recalculates labels regularly

• Adapts to new behavior automatically

• Drops labels that no longer match current patterns

A wallet that once farmed airdrops but now swings memes won't keep its old tag — it earns a new one as its behavior evolves.

---

4. No Human Intervention

No one on the Kairo team can manually assign or override a label. This removes:

• Bias toward “famous” wallets

• Incentives to manipulate labels

• Manual tagging errors

What you see is what the chain supports.

---

🔐 Why This Matters

• You can trust that labels reflect reality, not perception

• You avoid being misled by volume whales with poor execution

• You get a clean signal from wallets that actually perform, not just trend

⚠️ Want to challenge a label? In the future, we’ll open a public feedback mechanism so users can suggest corrections — but all changes will still rely on behavioral evidence.

This keeps Kairo’s AI honest, accountable, and grounded in what matters: what wallets do, not who controls them.