#MindNetwork全同态加密FHE重塑AI未来 Imagine the world a few years from now —
Every day, millions of AI agents are operating around you, and they can:
Automatically help you negotiate contracts, find clients, make transactions
Predict your favorite products, prepare your itinerary
Even replace you in dealing with banks, governments, friends…
This world has already been called: Agentic World.
But the question is: how do you know these agents won’t betray you?
These agents must obtain your most core elements to "understand you better":
🆔 Identity (who you are)
💰 Assets (what you have)
🤝 Transactions (what you have done)
🎯 Preferences (what you want)
Once this data is abused, the cost is enormous.
Imagine the following possible "disaster scenarios":
An agent pretends to be you and signs contracts without your knowledge
The strategy of your wallet is copied by the agent
AI sells your on-chain behavior model on the black market, targeting you precisely
These are not fantasies; as agent autonomy increases, data hijacking and identity fraud will become the greatest threats.
Therefore, in the Agentic World, these three foundational security conditions must be established:
Identity must be verifiable and cannot be forged (anti-counterfeiting)
Data must be computable but not exposed (anti-eavesdropping)
Behavior must be traceable but not interfered with (anti-manipulation)
Currently, there is only one candidate technology that can meet all three criteria:
👉 Fully Homomorphic Encryption (FHE)
🔒 How does FHE achieve “letting AI work for you while never eavesdropping on you”?
Traditional encryption: AI must first decrypt the data to use it.
FHE: AI can compute without decrypting!
This means:
Your identity data is encrypted
Your transaction records are encrypted
Your preference model is encrypted
But AI agents can directly perform inference tasks, conduct analysis, and execute instructions on encrypted data.
AI "sees nothing" but can "accomplish everything".
This is not just about "privacy"; it is a reversal of power:
In the past, AI controlled your data
Now, you control the “view” of AI
✅ In summary:
In the agentic world, FHE is your “invisible cloak” and “data shield”.
Only when agents can “operate in the dark” without “touching any of your real information” is it cool.