Why is it said that there are structural opportunities in encrypted AI?

By: rootdata|2026/03/03 12:11:02

From the perspective of Anthropic's choices and the encircled frontier dilemma, decentralized AI not only has survival opportunities but also structural opportunities. In other words, its survival space is inevitably shaped by the various forces of human competition.

Firstly, Anthropic's dilemma is inevitable because it faces the core contradiction of the frontier AI dilemma:

Wanting to maintain a lead → Requires a large amount of closed computing power + data + control (Anthropic/OpenAI model)
But this concentration → Will inevitably invite multiple attacks: regulation, lawsuits, coercion, model distillation/copying
Result: Short-term explosive profits (API revenue explosion), but long-term collapse of trust, regulatory strangulation, being chased by open source/low-cost alternatives

Once centralized frontier AI technology is cornered (for example, forced divestment or large-scale model distillation), the open source + local operation model naturally becomes a potential option. Users will turn to: privacy, local inference, no single point of censorship, and cannot be banned with one click.

From the current situation, Anthropic is facing multiple encirclements, and the larger it grows, the easier it becomes to be a political/geopolitical target.

This means: crypto + AI is a matching solution and also presents structural opportunities.

Crypto precisely addresses several major pain points that centralized AI cannot escape, forming a complementary closed loop:

1. Neutrality

No single company/server can be coerced. Open-sourced model weights + local/edge operation + crypto coordination (payments/incentives) equals "exit rights" rather than "voice rights."

2. Privacy & Data Sovereignty

Centralized training = data is drained → privacy lawsuits. Decentralization = local models + federated learning + crypto encrypted data markets, user data does not leave the device, or is traded on-chain through ZK/homomorphic encryption. Users truly own data sovereignty.

3. Verifiability & Trust

The AI era is filled with slop/spam/fake, and trust is scarce.

What crypto can provide:

ZK-ML (zero-knowledge machine learning) proofs of inference processes
On-chain provenance (model/data source on-chain)
Decentralized verification (trust in mathematics, not companies)

4. New Paradigms for Incentives & Capital Formation

Frontier training is too expensive (computing power/energy/talent).

Potential solutions from crypto:

Tokenized computing markets (rent idle GPUs, globally distributed)
Crowdsourced training (like Bittensor subnet, contribute intelligence to earn TAO)
DAO funding for open-source frontier efforts
Avoiding VC/big company political risks, directly token incentivizing global participants

5. AI Needs Trust Verification from Crypto

AI spam is rampant, requiring crypto to provide cryptographic verification (low trust); AI activates efficiency, while crypto provides verifiability to prevent forgery, creating a perfect division of labor.

So, for the potential opportunities of crypto + AI

AI agent infrastructure

Similar to Ethereum and Virtuals, providing foundational identity/reputation/payment/capital/collaboration for AI agents, ultimately driving the rise of the Agent economy.
Privacy-first inference layer

ZKML, FHE (Fully Homomorphic Encryption) + on-device, model behavior is auditable, requiring no trust in anyone. However, it needs a longer incubation period.
Data market

Users share personal data to earn tokens (with privacy).
Computing power and model market

Distributed computing is not easy to develop, but there will be existing demand; the model market also has projects that persist.

Overall view

In the short term (3-5 years): Centralized AI systems will be far ahead due to significant computing power advantages;
In the medium term (5-10 years): Political/geopolitical attacks + distillation + trust crises will lead to the structural rise of decentralization;
In the long term (after 10 years): "Not your keys, not your bots"------the important trend for future AI is the rise of encrypted AI.

In summary:

Anthropic's dilemma is precisely the window for the combination of crypto + AI. Centralization pursues "scale equals security," but in a multipolar world, the opposite is true------neutralization is the ultimate security. This is not a narrative, but a structural escape route.

-- Price

The privacy-focused crypto wallet Mixin announced today the launch of its U-based perpetual contract (a derivative priced in USDT). Unlike traditional exchanges, Mixin has taken a new approach by "liberating" derivative trading from isolated matching engines and embedding it into the instant messaging environment.

Users can directly open positions within the app with leverage of up to 200x, while sharing positions, discussing strategies, and copy trading within private communities. Trading, social interaction, and asset management are integrated into the same interface.

Simplified Trading Experience: No KYC Required, Opening a Position in Five Steps

Based on its non-custodial architecture, Mixin has eliminated friction from the traditional onboarding process, allowing users to participate in perpetual contract trading without identity verification.

The trading process has been streamlined into five steps:

· Choose the trading asset

· Select long or short

· Input position size and leverage

· Confirm order details

· Confirm and open the position

The interface provides real-time visualization of price, position, and profit and loss (PnL), allowing users to complete trades without switching between multiple modules.

Social-Native Trading: Strategy and Execution Completed in the Same Context

Mixin has directly integrated social features into the derivative trading environment. Users can create private trading communities and interact around real-time positions:

· End-to-end encrypted private groups supporting up to 1024 members

· End-to-end encrypted voice communication

· One-click position sharing

· One-click trade copying

On the execution side, Mixin aggregates liquidity from multiple sources and accesses decentralized protocol and external market liquidity through a unified trading interface.

By combining social interaction with trade execution, Mixin enables users to collaborate, share, and execute trading strategies instantly within the same environment.

Referral Mechanism: Non-institutional users can receive up to 60% fee split

Mixin has also introduced a referral incentive system based on trading behavior:

· Users can join with an invite code

· Up to 60% of trading fees as referral rewards

· Incentive mechanism designed for long-term, sustainable earnings

This model aims to drive user-driven network expansion and organic growth.

Self-Custody Architecture and Built-in Privacy Mechanism

Mixin's derivative transactions are built on top of its existing self-custody wallet infrastructure, with core features including:

· Separation of transaction account and asset storage

· User full control over assets

· Platform does not custody user funds

· Built-in privacy mechanisms to reduce data exposure

The system aims to strike a balance between transaction efficiency, asset security, and privacy protection.

A New Path for On-Chain Derivatives

Against the background of perpetual contracts becoming a mainstream trading tool, Mixin is exploring a different development direction by lowering barriers, enhancing social and privacy attributes.

The platform does not only view transactions as execution actions but positions them as a networked activity: transactions have social attributes, strategies can be shared, and relationships between individuals also become part of the financial system.

Regulatory Background

Mixin's design is based on a user-initiated, user-controlled model. The platform neither custodies assets nor executes transactions on behalf of users.

This model aligns with a statement issued by the U.S. Securities and Exchange Commission (SEC) on April 13, 2026, titled "Staff Statement on Whether Partial User Interface Used in Preparing Cryptocurrency Securities Transactions May Require Broker-Dealer Registration."

The statement indicates that, under the premise where transactions are entirely initiated and controlled by users, non-custodial service providers that offer neutral interfaces may not need to register as broker-dealers or exchanges.

About Mixin

Mixin is a decentralized, self-custodial privacy wallet designed to provide secure and efficient digital asset management services.

Its core capabilities include:

· Aggregation: integrating multi-chain assets and routing between different transaction paths to simplify user operations

· High liquidity access: connecting to various liquidity sources, including decentralized protocols and external markets

· Decentralization: achieving full user control over assets without relying on custodial intermediaries

· Privacy protection: safeguarding assets and data through MPC, CryptoNote, and end-to-end encrypted communication

Mixin has been in operation for over 8 years, supporting over 40 blockchains and more than 10,000 assets, with a global user base exceeding 10 million and an on-chain self-custodied asset scale of over $1 billion.

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