
The Whale Who Was Up $100 M: Why I’m Leaving HyperLiquid
Protocol Survived, Users Didn’t I just made a personal—and painful—decision: I will no longer trade on HyperLiquid. I’m not calling for a boycott; I’m simply following the drift of my own values. After clearing $95 M on HL—and crossing nine figures across venues—my P&L is still positive this year. But on 10 October I lost $62 M in a single liquidation cascade. That day showed me the industry has out-grown its “hope and prayer” risk architecture.What Actually Happened on 10·10Binance’s interna...

From Meta to Blockchain Rising Stars: The Rise of Sui and Aptos
In recent years, the cryptocurrency market has experienced explosive growth. The success of mainstream cryptocurrencies like Bitcoin and Ethereum has attracted widespread attention from global investors. Emerging projects continue to emerge, offering a variety of investment opportunities. Investors are attracted by their high potential for returns, while also being aware of the market's high volatility and risks. Sui and Aptos are two blockchain projects that have recently garnered significan...

When the “Infinite-Ammo” mNAV Flywheel Reverses: Hidden Sell-Side Risks in the Crypto-Treasury Narra…
Executive Summary Treasury-driven alt-coins have turbo-charged this bull run. Ethereum has risen from US$1 800 to US$4 700 (+160 %) as listed “mini-MSTRs” like SBET and BMNR relentlessly buy ETH. Solana, BNB and HYPE have spawned copy-cat treasuries of their own. But the same flywheel that lifts prices can spin backwards. WINT—once a BNB-treasury poster-child—was delisted by Nasdaq and fell 91 %. Lion Group just trimmed US$500 k of its own HYPE stack. If mNAV (market-to-NAV ratio) drops below...

The Whale Who Was Up $100 M: Why I’m Leaving HyperLiquid
Protocol Survived, Users Didn’t I just made a personal—and painful—decision: I will no longer trade on HyperLiquid. I’m not calling for a boycott; I’m simply following the drift of my own values. After clearing $95 M on HL—and crossing nine figures across venues—my P&L is still positive this year. But on 10 October I lost $62 M in a single liquidation cascade. That day showed me the industry has out-grown its “hope and prayer” risk architecture.What Actually Happened on 10·10Binance’s interna...

From Meta to Blockchain Rising Stars: The Rise of Sui and Aptos
In recent years, the cryptocurrency market has experienced explosive growth. The success of mainstream cryptocurrencies like Bitcoin and Ethereum has attracted widespread attention from global investors. Emerging projects continue to emerge, offering a variety of investment opportunities. Investors are attracted by their high potential for returns, while also being aware of the market's high volatility and risks. Sui and Aptos are two blockchain projects that have recently garnered significan...

When the “Infinite-Ammo” mNAV Flywheel Reverses: Hidden Sell-Side Risks in the Crypto-Treasury Narra…
Executive Summary Treasury-driven alt-coins have turbo-charged this bull run. Ethereum has risen from US$1 800 to US$4 700 (+160 %) as listed “mini-MSTRs” like SBET and BMNR relentlessly buy ETH. Solana, BNB and HYPE have spawned copy-cat treasuries of their own. But the same flywheel that lifts prices can spin backwards. WINT—once a BNB-treasury poster-child—was delisted by Nasdaq and fell 91 %. Lion Group just trimmed US$500 k of its own HYPE stack. If mNAV (market-to-NAV ratio) drops below...
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I. Capital Surge: The Industry Transformation Signal Behind the $49 Million Financing
At this historic moment of deep integration between Web3 and AI, a startup named Sahara AI is reshaping the industry landscape with astonishing momentum. In August 2024, Binance Labs, Pantera Capital, and Polychain Capital—three top-tier crypto venture capital firms—jointly led a $43 million Series A funding round. Combined with the $6 million seed round led by Polychain Capital in March, Sahara AI has raised a total of $49 million. Other notable investors include Samsung Next, Matrix Partners, and Siam Commercial Bank. This project has become one of the most capital-focused AI blockchain projects in 2025.
The token sale will take place from June 8 to June 15 on Buidlpad. Interested parties are encouraged to pay close attention.
II. Technical Breakthrough: A Four-Layer Architecture Redefining AI Collaboration
The core competitiveness of Sahara AI lies in its unique four-layer technical architecture:
Application Layer: The Sahara ID system enables decentralized identity authentication. User data contributions and model training activities are recorded as tamper-proof on-chain reputation assets. Combined with the Sahara Vault encrypted storage repository, users can control data usage permissions, ensuring privacy and security.
Transaction Layer: The Sahara Blockchain, based on PoS consensus, integrates AI-native precompiled contracts (SAPs). This converts complex AI model training and inference into executable smart contracts on the chain. Transaction confirmation times are reduced to seconds, and transaction costs are lowered by over 90%.
Data Layer: Using Merkle Tree verification technology to ensure off-chain data integrity, combined with zero-knowledge proofs (ZKP) and federated learning, it enables data transactions in an encrypted environment. Data contributors can permanently claim ownership through digital watermarks and receive Sahara Token (SAH) rewards.
Execution Layer: Dynamic scheduling of global distributed computing resources supports mainstream frameworks such as TensorFlow and PyTorch. It enables efficient model training while ensuring privacy. The testnet SIWA has attracted over 100,000 developers, verifying the technical feasibility.
This architectural innovation directly addresses the pain points of the existing AI industry. Compared to centralized platforms, Sahara's decentralized data market increases data contributors' earnings by over 300%. For example, a top-tier hospital in the medical field sold anonymized case data through the Sahara platform and received eight times the revenue compared to traditional data intermediaries, with full traceability of data usage.
III. Token Economy: The Ecological Incentive Logic Behind the $8.5 Million Pre-Sale
On June 8, Sahara AI will launch an $8.5 million token pre-sale on the Buidlpad platform. This move is seen as a key milestone for the ecosystem's launch. The pre-sale features three innovative mechanisms:
Tiered Quota System: 30% of the quota is prioritized for early contributors (such as data labelers and computing power providers), with a maximum exclusive quota of $2,000. The remaining 70% is open to general users, using a proportional distribution mechanism to prevent whales from monopolizing.
Anti-Sybil Review: Combining on-chain behavior analysis and zero-knowledge proof technology, it detects bot accounts in real time to ensure fair participation.
Payment and Unlocking: Supports BNB payment, with 100% immediate unlocking of tokens. The expected liquidity premium is significantly higher than that of similar projects.
This design is deeply integrated with Sahara's token economic model. The SAH token is not only a medium of exchange within the ecosystem but also incentivizes node participation in network governance through staking mechanisms. Data shows that the testnet node staking rate has reached 65%, far exceeding the average level of public chains like Solana.
IV. Market Competition: Can the Solana Ecosystem Give Birth to the Next Hundredfold Coin?
Sahara's choice of Solana as the underlying public chain benefits from its high throughput and low transaction costs but also faces the severe challenge of ecosystem competition. Currently, the TVL (Total Value Locked) on the Solana chain has exceeded $400 million, with mature ecosystems in GameFi, DeFi, and other fields. Sahara's differentiated competition strategy lies in building a vertical ecosystem of "AI + blockchain":
Technical Synergy: Utilizing Solana's high-speed performance to support real-time AI inference, such as millisecond-level risk prediction in the DeFi field.
Developer Empowerment: Providing no-code toolkits to lower the barrier for non-technical users to deploy AI agents, attracting over 300 developers to submit project proposals.
Capital Resonance: Strategic cooperation with Solana ecosystem funds (such as Jump Crypto) to gain technical resources and liquidity support.
However, the network stability of Solana remains a potential risk. Multiple network outages in 2022 caused user asset losses. Although improvements were made with the introduction of the QUIC protocol in 2023, its node centralization degree is still higher than that of Ethereum. In response, the Sahara team has developed a cross-chain compatibility module and plans to support multi-chain deployment in the future.
V. Risks and Opportunities: The Value of the Entry Ticket in the Era of AI Sovereignty
In the wave of Web3 + AI, the value of Sahara AI lies not only in technological innovation but also in the new type of collaborative network it builds. When giants like Microsoft and Amazon monopolize AI data through centralized platforms, Sahara's decentralized model provides a pathway for individuals and small and medium-sized enterprises to participate in the AI revolution. Testnet data shows that ordinary users can earn an average of $500 worth of SAH tokens per month by contributing data and computing power, which has already formed significant吸引力 in developing countries.
However, the high volatility of the cryptocurrency market and regulatory uncertainty remain the main risks. In February 2025, a hacker attack on the Solana ecosystem caused nearly $800,000 in asset losses. Such incidents may affect market trust in Sahara. In addition, regulatory policies on AI data privacy in various countries are still unclear, and project compliance faces challenges.
VI. Investment Institutions
VIII. Project Team
Conclusion: The "Oasis" Experiment to Reconstruct the AI Economy
From the technical architecture to the economic model, Sahara AI is creating an oasis of AI collaboration in the desert. The $49 million financing is not only a recognition of the technology by capital but also a collective bet on the decentralized AI paradigm. When AI agents collaborate autonomously on the blockchain, data becomes tradable digital assets, and computing power resources are globally shared, we may be witnessing an era more disruptive than the Internet—the arrival of the AI sovereignty era. For investors, Sahara's token pre-sale is both a ticket to participate in this revolution and a need to be wary of the unique risks of the cryptocurrency market. As co-founder Tyler Zhou said, "We are not creating another crypto project, but building an AI economy from which everyone can benefit." The success or failure of this experiment may rewrite the future map of the AI industry.
I. Capital Surge: The Industry Transformation Signal Behind the $49 Million Financing
At this historic moment of deep integration between Web3 and AI, a startup named Sahara AI is reshaping the industry landscape with astonishing momentum. In August 2024, Binance Labs, Pantera Capital, and Polychain Capital—three top-tier crypto venture capital firms—jointly led a $43 million Series A funding round. Combined with the $6 million seed round led by Polychain Capital in March, Sahara AI has raised a total of $49 million. Other notable investors include Samsung Next, Matrix Partners, and Siam Commercial Bank. This project has become one of the most capital-focused AI blockchain projects in 2025.
The token sale will take place from June 8 to June 15 on Buidlpad. Interested parties are encouraged to pay close attention.
II. Technical Breakthrough: A Four-Layer Architecture Redefining AI Collaboration
The core competitiveness of Sahara AI lies in its unique four-layer technical architecture:
Application Layer: The Sahara ID system enables decentralized identity authentication. User data contributions and model training activities are recorded as tamper-proof on-chain reputation assets. Combined with the Sahara Vault encrypted storage repository, users can control data usage permissions, ensuring privacy and security.
Transaction Layer: The Sahara Blockchain, based on PoS consensus, integrates AI-native precompiled contracts (SAPs). This converts complex AI model training and inference into executable smart contracts on the chain. Transaction confirmation times are reduced to seconds, and transaction costs are lowered by over 90%.
Data Layer: Using Merkle Tree verification technology to ensure off-chain data integrity, combined with zero-knowledge proofs (ZKP) and federated learning, it enables data transactions in an encrypted environment. Data contributors can permanently claim ownership through digital watermarks and receive Sahara Token (SAH) rewards.
Execution Layer: Dynamic scheduling of global distributed computing resources supports mainstream frameworks such as TensorFlow and PyTorch. It enables efficient model training while ensuring privacy. The testnet SIWA has attracted over 100,000 developers, verifying the technical feasibility.
This architectural innovation directly addresses the pain points of the existing AI industry. Compared to centralized platforms, Sahara's decentralized data market increases data contributors' earnings by over 300%. For example, a top-tier hospital in the medical field sold anonymized case data through the Sahara platform and received eight times the revenue compared to traditional data intermediaries, with full traceability of data usage.
III. Token Economy: The Ecological Incentive Logic Behind the $8.5 Million Pre-Sale
On June 8, Sahara AI will launch an $8.5 million token pre-sale on the Buidlpad platform. This move is seen as a key milestone for the ecosystem's launch. The pre-sale features three innovative mechanisms:
Tiered Quota System: 30% of the quota is prioritized for early contributors (such as data labelers and computing power providers), with a maximum exclusive quota of $2,000. The remaining 70% is open to general users, using a proportional distribution mechanism to prevent whales from monopolizing.
Anti-Sybil Review: Combining on-chain behavior analysis and zero-knowledge proof technology, it detects bot accounts in real time to ensure fair participation.
Payment and Unlocking: Supports BNB payment, with 100% immediate unlocking of tokens. The expected liquidity premium is significantly higher than that of similar projects.
This design is deeply integrated with Sahara's token economic model. The SAH token is not only a medium of exchange within the ecosystem but also incentivizes node participation in network governance through staking mechanisms. Data shows that the testnet node staking rate has reached 65%, far exceeding the average level of public chains like Solana.
IV. Market Competition: Can the Solana Ecosystem Give Birth to the Next Hundredfold Coin?
Sahara's choice of Solana as the underlying public chain benefits from its high throughput and low transaction costs but also faces the severe challenge of ecosystem competition. Currently, the TVL (Total Value Locked) on the Solana chain has exceeded $400 million, with mature ecosystems in GameFi, DeFi, and other fields. Sahara's differentiated competition strategy lies in building a vertical ecosystem of "AI + blockchain":
Technical Synergy: Utilizing Solana's high-speed performance to support real-time AI inference, such as millisecond-level risk prediction in the DeFi field.
Developer Empowerment: Providing no-code toolkits to lower the barrier for non-technical users to deploy AI agents, attracting over 300 developers to submit project proposals.
Capital Resonance: Strategic cooperation with Solana ecosystem funds (such as Jump Crypto) to gain technical resources and liquidity support.
However, the network stability of Solana remains a potential risk. Multiple network outages in 2022 caused user asset losses. Although improvements were made with the introduction of the QUIC protocol in 2023, its node centralization degree is still higher than that of Ethereum. In response, the Sahara team has developed a cross-chain compatibility module and plans to support multi-chain deployment in the future.
V. Risks and Opportunities: The Value of the Entry Ticket in the Era of AI Sovereignty
In the wave of Web3 + AI, the value of Sahara AI lies not only in technological innovation but also in the new type of collaborative network it builds. When giants like Microsoft and Amazon monopolize AI data through centralized platforms, Sahara's decentralized model provides a pathway for individuals and small and medium-sized enterprises to participate in the AI revolution. Testnet data shows that ordinary users can earn an average of $500 worth of SAH tokens per month by contributing data and computing power, which has already formed significant吸引力 in developing countries.
However, the high volatility of the cryptocurrency market and regulatory uncertainty remain the main risks. In February 2025, a hacker attack on the Solana ecosystem caused nearly $800,000 in asset losses. Such incidents may affect market trust in Sahara. In addition, regulatory policies on AI data privacy in various countries are still unclear, and project compliance faces challenges.
VI. Investment Institutions
VIII. Project Team
Conclusion: The "Oasis" Experiment to Reconstruct the AI Economy
From the technical architecture to the economic model, Sahara AI is creating an oasis of AI collaboration in the desert. The $49 million financing is not only a recognition of the technology by capital but also a collective bet on the decentralized AI paradigm. When AI agents collaborate autonomously on the blockchain, data becomes tradable digital assets, and computing power resources are globally shared, we may be witnessing an era more disruptive than the Internet—the arrival of the AI sovereignty era. For investors, Sahara's token pre-sale is both a ticket to participate in this revolution and a need to be wary of the unique risks of the cryptocurrency market. As co-founder Tyler Zhou said, "We are not creating another crypto project, but building an AI economy from which everyone can benefit." The success or failure of this experiment may rewrite the future map of the AI industry.
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