Reflections on AI Autonomy: Anxiety and Reality in Power Restructuring

❓In today's rapidly evolving AI technology landscape, discussions about AI autonomy are becoming increasingly intense. Some voices express concern about AI potentially acting beyond human expectations, while others emphasize the need for strengthened AI oversight. However, when we carefully examine these discussions, we can discern deeper historical parallels. This reminds us of the 1990s when the internet was emerging, and traditional media expressed various concerns about the networked society: changes in information dissemination, shifts in social interaction patterns, and adjustments to existing order. History has shown that these concerns largely stemmed from anxieties about the restructuring of their own interests rather than actual challenges posed by the technology itself.

💡Today's discussions about AI autonomy are, to some extent, recreating this historical scenario. When we discuss AI's autonomous decision-making capabilities, we often overlook a fundamental fact: AI systems' behaviors are actually constrained by clearly defined permission boundaries. An AI trading program granted limited funds, regardless of how sophisticated its algorithms may be, cannot breach this resource constraint to conduct larger-scale operations. This demonstrates that AI's actual capabilities are directly related to its granted permissions, rather than determined by its level of intelligence.

🔐 Modern AI infrastructure development has provided us with mature governance mechanisms. Through the combination of technologies such as TEE, MPC, and ZKP, we can ensure behavioral predictability while maintaining AI autonomy. These technological advances demonstrate that "Autonomy" and "Controllability" are not opposing concepts but can achieve balance through carefully designed technical frameworks.

⚡️ Upon deeper observation, concerns about AI autonomy largely reflect established stakeholders' anxieties about power restructuring. Platform technology companies are focused on how decentralized AI might affect their intermediary roles, traditional industries are contemplating the transformations brought by AI's lowering of industry barriers, and certain institutions hope to participate in AI development's discourse through risk emphasis. The essence of these concerns is less about worries over technological development and more about contemplating power redistribution.

💡Facing AI development, what we need is not to limit its development potential, but to construct governance mechanisms and transparent rule systems based on technology. Historical experience tells us that excessive worry often stems from misunderstanding of change, while rational facing and active adaptation are the correct attitudes. In the foreseeable future, AI's development direction is likely to create greater value for human society within clearly defined permission boundaries.

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🌐 In the AI , decentralization seems to be an overlooked issue. While everyone chases more powerful models and sophisticated applications, we rarely pause to consider: Are we unconsciously deepening AI's centralization? Every AI application dependent on cloud services reinforces the walls of centralization.

⌛ DeFi's evolution offers us insights: decentralization isn't pursued for its own sake, but to enable equal participation and benefit for all. DeFAI is reshaping AI's future in the same way: by embedding AI capabilities into smart contracts, enabling everyone to freely use and deploy AI agents. This isn't merely a technological evolution—it's a revolution in empowerment.

🛡 Yet every revolution requires safeguards. DeepSafe's emergence isn't coincidental; it's an essential requirement as DeFAI moves to a broader stage. As more AI agents operate autonomously on-chain, how do we ensure their behavior remains within controllable bounds? This is the core challenge DeepSafe addresses through its decentralized validation network.

💡 In a sense, the fusion of DefAI and DeepSafe presents a complete vision of decentralized AI: breaking free from centralization's constraints while maintaining security and control. This might well be AI's true future.

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🌱 When gardening becomes viral, do we still care for the soil?
A single successful sprout spawns countless identical seedlings.

👀 The gardener claims: 'I provide the basics - the growth patterns are shaped by the community.'

💧 But without proper cultivation, even the most fertile garden will turn barren. True growth needs both innovation at its roots and collective wisdom as its nutrients.

🔈 Security is the cornerstone of trust, and evolution is the only way forward

We express deep concern over the Bybit cold wallet hack, and sincerely hope Bybit can overcome this challenge soon. This incident is not just a devastating blow to a single platform but serves as a wake-up call for the entire Web3 ecosystem—when the industry becomes obsessed with functional innovation while neglecting foundational defense, all participants will ultimately pay the price. History repeatedly proves that negligence in security essentially amounts to overdrawing user trust.

🛡 The root cause of this attack extends far beyond the technical vulnerability itself. It lies in the industry's long-standing cognitive trap: blindly worshipping the myth of "cold storage" physical isolation, reducing multi-sig mechanisms to mere formalistic procedures while turning a blind eye to human vulnerabilities in the signing process; relying on fragile manual review defenses while refusing to build systematic automated verification systems; and still using static solutions to counter dynamic threats in an era where attack vectors are evolving across layers. If security continues to be viewed as a "compromisable cost" rather than an "unshakeable foundation," the cycle of disasters will never end.

💬 This is precisely why DeepSafe has chosen to reconstruct the security paradigm through technical rationality. The CRVA (Crypto Random Verification Agent) builds a dynamic defense through three mechanisms: Zero-Knowledge Proofs (ZKP) verify real-time consistency between user intent and on-chain data, eliminating the possibility of frontend address manipulation inducing malicious signatures at the source; Multi-Party Computation (MPC) fragments private keys across dynamically rotating verification nodes, rendering single-point infiltration completely ineffective; and Ring-VRF rotate CRVA every ten minutes, depriving attackers of any anchor points for long-term infiltration.

🎙 We deeply understand that no technology can provide absolute perfect defense, but the industry's responsibility lies in making attack costs exceed potential returns. DeepSafe has opened access to all Web3 projects—this isn't about commercial competition but about the logic of survival. When every citadel in this dark forest builds cryptographic walls, predators' ambitions will ultimately perish on the stake of costs. We urge practitioners to stop self-sedating with "pseudo-security" and view the iteration of defense systems as a core mission equally important as protocol functionality. Only then can Web3 truly break free from the "trust trap" and make freedom and security two sides of the same coin.

🔐 True decentralization never compromises on security.

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🔈 We deeply regret the recent cyberattack on Bybit We believe that the Bybit team will address this challenge effectively and restore stable operations swiftly.

This incident serves as a critical reminder: The security design of cold wallets and multi-signature systems urgently demands innovation. To address this, DeepSafe has launched a decentralized multi-sig security solution for CEX. This solution combines security with flexibility, eliminating potential vulnerabilities in existing cold wallet systems.

🤔 For more details

🔐 CRVA: The main provider of @DeepSafe_Official security verification services, also the nodes that make up the DeepSafe verification network. We affectionately refer to the node operators and users involved as "verifiers".

🔤rypto: By applying cutting-edge cryptographic technologies such as #ZKP, #MPC, and #TEE, we ensure the anonymity of each work unit, the immutability of the work content, and the inaccessibility of private key storage.

🔤andom: The Ring-VRF (Verifiable Random Function) algorithm, developed by the DeepSafe team, combines #ZKP and #MPC to achieve random selection and dynamic rotation of verifiers. It provides internal anti-malicious behavior and external protection against hackers.

🔤erification: This can be used in various DeFi activities, including asset and private key self-custody, lossless cross-chain transmission of messages and assets, oracle data comparison and verification, and more, offering a truly decentralized and high-speed verification solution.

🔤gent: The smallest unit performing verification tasks, also referred to as a CRVA node, within a node network formed by a group of global and permissionless verifiers. The larger the network, the more secure the system becomes.

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⚠️ Reflecting on the Bybit Theft Case: How to Make Multi-signature Wallets More Secure with DeepSafe?

👀 Perhaps we should redefine security in the crypto industry. |

🎙 Read our article

🥵 Stop web3 from turning into an ATM

🔈 CRVA Nodes Upgrade Notice

The latest on-chain version, version 38, corresponding to image V0.12.19, is now available. All nodes must be upgraded by Mar 15th to ensure seamless operations.

Image Version:
bnk-occlum-keyring-dcap:v0.12.19

Upgrade Contents:
The PeerId of the device in the network is now related to the sgx device and code, eliminating the need for manual configuration
Non-sgx devices cannot join the p2p network
Optimized message processing and task execution efficiency
Enhanced device anonymization strategy

Important Notes:
Before startup, you need to add the new configuration for generating secure prime numbers:
[prime_factory_config]
threads = 5
target = 500

<threads>: The number of threads that will be utilized during initialization of the new version. This will occupy CPU resources for a period of time. To avoid using all available CPU resources, this value can be adjusted accordingly (default uses all threads).

<target>: The target quantity of secure prime numbers to generate. For actual operation, it's better to set this value slightly higher, recommended between 100 and 1000. Larger values will increase CPU utilization time during initialization (default value is 500).

Important Addition to Configuration Documentation:
Please note that in the current network configuration, do not enable the <is_autonat> option. Enabling this option may cause startup failures due to initial connection rejections.

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🔈 The DeepSafe official website https://deepsafe.network has been fully updated. The newly designed interface and features are now live. We invite you to explore and experience our latest developments.

🛡 Stay tuned as we are about to launch our new #CRVA participation program. More details will be revealed soon.

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📚 DeepSafe Lightpaper Released!

🎙 We're excited to unveil the DeepSafe lightpaper! This document details our vision for the world's first Crypto Random AI Verification Network, addressing the critical challenges at the intersection of blockchain and AI.

🔈 Additionally, our roadmap has been updated for 2025! Check out our latest development plans and upcoming features.

🤔 For more details

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ℹ️ A New Chapter for DeepSafe with Raul Heraud!

Our CEO, @Raul_Heraud, has just released his first presentation video following DeepSafe's rebranding.

In this video, Raul reflects on:

• The milestones we’ve achieved
• The story behind our brand transformation
• The new challenges and missions we’re embracing
• And most excitingly — how we plan to shape the future!

🔍 Want to dive deeper into DeepSafe and the groundbreaking CRVA (Crypto Random Verification Agent)?
This video has all the answers!

⬇️Check it out now: HERE

#DeepSafe #CRVA #Blockchain #AI

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🌐 DeepSafe CRVA Node Recruitment Launching Soon!

CRVA (Crypto Random Verification Agent) nodes are DeepSafe's decentralized verifier units, powered by a hybrid PoW + PoS mechanism.

💡 CRVA Node Benefits:
- Receive an exclusive NFT and an airdrop of 100,000 DeepSafe tokens
- Share in 65% of the total DeepSafe token supply allocated for node verification rewards
- First-generation CRVA nodes are entitled to an exclusive 5% token incentive pool, recognizing their foundational contribution to network security
- Earn 50% of the reward share from each verification event within the DeepSafe ecosystem
- Eligible for additional support from the DeepSafe Ecosystem Council upon meeting staking requirements

DeepSafe invites top-tier global node operators, miners, institutions, and ecosystem partners to co-build a secure and decentralized future.

Follow us to stay updated—key details coming soon.

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$unibtc Freeze: DeepSafe’s CRVA Solution for Trustless Custody

We’ve analyzed the $unibtc freeze incident (Apr 23, 2025) where a user had been blocked over $100K during arbitrage on a Bitcoin L2 — a stark reminder of centralized custody risk in DeFi.

DeepSafe’s CRVA architecture, powered by TEE, ZK proofs, and MPC, introduces a trustless verification and custody framework for DeFi bridges. 🔒

>> Read the full breakdown on X

#DeepSafe #CRVA #TrustlessCustody #DeFiSecurity

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🚨 Only 400 Spots! DeepSafe Genesis Guardian Program Launches May 10 – Don’t Miss Out! 🚨

Starts May 10: Only 400 Guardian NFTs available to become a Guardian Node in a secure, decentralized network.

⁉️ Why Join?

✅ Benefit from CRVA security, early rewards, DAO governance & long-term NFT utility.
✅ Guardian NFT Rewards: 100,000 tokens airdrop (1-year lock, linear release), fully transferable with perks.
✅ Bonus NFT Rewards (You must hold at least one Guardian NFT, and it can only be obtained through referral): 5,000 tokens + $750 rewards, also locked and transferable/giftable.
✅ Both Guardian NFTs & Bonus NFTs include: Airdrop eligibility, core access, and Transferable ownership with all benefits attached.

⏰ Limited Genesis Phase: Only 400 NFTs—no future minting, act fast! ⚡️
👉 Join Now: https://deepsafe.network/guardian

🔍Check details on X: Click here

Become one of the #Genesis400. Own a node, own the future!

#DeepSafe #GuardianNFT #GenesisNode #CRVA #Web3Security #ValidatorOpportunity #OwnTheFuture

📌 A Reminder for All DeepSafe Genesis Participants:

1️⃣ Want to join?
Our detailed user guide walks you through how to acquire a Guardian NFT:
- Eligibility Prerequisites: You’ll need to apply for the whitelist and input a valid referral code before you start.
- Onboarding Steps: Step-by-step instructions on how to access and activate your Guardian NFT.

👉 User Guide: https://docs.deepsafe.network/genesis-nodes/guardian-nfts

2️⃣ Guardian NFT holders are required to run their own nodes. If you need assistance, contact us and we will help to connect with verified ecosystem partners who provide node services.

👉 CRVA Setup Guide: https://docs.deepsafe.network/user-guide/getting-started

3️⃣ Both Guardian and Bonus NFTs are fully transferable. However, there is currently no official or affiliated third-party marketplace for secondary trading. Please proceed with caution and be aware of potential risks.

#DeepSafe #GuardianNFT #NodeSetup #CRVA #SecurityNotice #Web3Infrastructure

🚨 New Tutorial Video Just Dropped! 🚨

We have prepared you a step-by-step guide to help you successfully purchase a Guardian NFT on DeepSafe.

From whitelist entry to Bonus NFT rewards—everything you need to know is covered. 🛡️

📺 Watch now: https://youtu.be/P0H_KLeoFYo?si=19aI82EcOSqpFk5e

#DeepSafe #GuardianNFT #Web3 #BSC #NFTGuide

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