Solana Privacy Ecosystem Panorama: A Complete Privacy Stack from Compute to AI

Foresight News發佈於 2026-06-16更新於 2026-06-16

文章摘要

**Title: The Solana Privacy Ecosystem: A Full-Stack View from Compute to AI** **Summary:** This article provides a comprehensive overview of the emerging privacy landscape on the Solana blockchain, characterizing it as still in early development. It identifies two primary verticals—Neobanks and Private DeFi—as key drivers, while noting gaps in tooling and user experience. The discussion centers on two main approaches to private computation: Arcium, which utilizes Multi-Party Computation (MPC) networks (Multi-Party eXecution Environments) to process encrypted data with final settlement on Solana; and Magic Block, which leverages Trusted Execution Environments (TEEs) via its Private Ephemeral Rollup (PER). Both enable confidential applications like dark pools and private DeFi with minimal code changes. Building on this infrastructure, projects are creating privacy-focused applications. Umbra, built on Arcium, offers Encrypted Token Accounts (ETAs) for private balances, transfers, and selective disclosure for compliance. Other wallets like Privacy Cash and Hush provide mixer-like functionality for SOL. For private trading, encifherio uses TEEs to encrypt swap details routed through Jupiter, while VanishTrade and Darklake focus on shielding transaction intent and liquidity routing, with Darklake introducing a "blind slippage pool" to prevent front-running. Further applications include private prediction markets (e.g., Melee Markets using Arcium's encrypted order books) and p...


Authored by: Castle Labs(@castle_labs)

Compiled by: AididiaoJP, Foresight News


The Solana Privacy Ecosystem is Still in Its Early Stages


We once discussed Solana privacy with Helius CEO @mert. In his own words, Solana is "a bit behind" on privacy.


So, what should a mature privacy ecosystem look like?



Essential elements include:


  • Formal verification
  • No committees
  • Immutability
  • Open-source code


Solana's unique architecture also brings different privacy priorities compared to EVM chains. Mert specifically mentioned ZK Compression: "On Solana, we can achieve large-scale and composable privacy protocols without persistent rollups, at least when based rollups are possible."


In Solana's specific context, the two most relevant verticals for privacy development are Neobanks and Private DeFi. However, in terms of tools and user experience, Solana still has a significant gap to a fully functional, composable privacy ecosystem.


We also asked Mert about his view on the privacy tech stack. As the report highlights, privacy should not be seen as a single technology, but as an "ultimate privacy stack" where all primitives eventually work together. For Mert, the endgame will be a combination of FHE (Fully Homomorphic Encryption) and ZK (Zero-Knowledge Proofs). TEE and MPC are practical for certain use cases but cannot provide sufficient guarantees in adversarial systems.


Finally, we asked him about Helius Privacy.


Helius Privacy will be developed as a ZK-based UTXO privacy layer on Solana. It will utilize "Zones," allowing individual companies to choose their own trade-offs.


It will also provide a public Zone for all regular users, offering full anonymity in an immutable, formally verified manner. More details will be announced soon.


Against this backdrop, this article focuses on how the Solana privacy ecosystem is addressing various privacy challenges.


Private Compute


Currently, there are mainly two providers in this space: @Arcium and @magicblock.


Both are addressing a similar problem: private computation.


Arcium processes arbitrary data through MPC (Multi-Party Computation). It splits the data and distributes it across independent node clusters that collectively compute a result without seeing individual inputs. Meanwhile, Arcium operates as an independent compute network, with final settlement occurring on Solana, which handles task ordering, network security, and fee payment.


All this private computation happens within Multi-Party eXecution Environments (MXEs) – customizable, parallelizable execution environments.


Beyond solving computation problems, Arcium's product also serves Solana's broader privacy ecosystem. They are building the Confidential SPL (C-SPL) token standard, enabling confidential tokens, transfers, and transactions on Solana.


We asked the Arcium team about the demand sources. As expected, the main sources are payments and crypto data analytics, while institutional demand is also growing, especially in healthcare – enabling the training of models on encrypted datasets. C-SPL also enables seamless private transfers, further attracting institutional interest.


Regarding data, since its Alpha mainnet launch in early February 2026, Arcium has processed over 900,000 computations and 3.5 million transactions, with most growth occurring in early May.



Currently, most demand comes from early applications like Umbra. In the coming weeks, applications like ZINC and Crafts will also go live, and we expect demand to increase further.


ZINC is working on encrypted Proof of Work mining, while Crafts uses Arcium for sealed-bid auction fundraising, allowing startups to tokenize part of their equity through fair price discovery.


"Some exciting new things being built on Arcium include: capital formation using sealed bids, opportunity markets, encrypted settlement in prediction markets, and other financial privacy applications."


Many of these use cases are creating new or improved markets where users may not even be aware of the privacy aspects.



Magic Block, on the other hand, tackles private computation via TEE (Trusted Execution Environment), while Arcium relies on the cryptographic guarantees of MPC. Its product works by Intel TDX creating a hardware-verified black box – a Private Ephemeral Rollup (PER) – where transactions are aggregated and processed before being submitted back to Solana.


MagicBlock helps developers retain these properties throughout the stack, including: confidentiality (protected state), scalability (high throughput), composability (still interoperable with other Solana programs), and compliance (an access control layer).


While the two take different paths to solve the problem, both can generate deployable private order books, dark pools, and private DeFi rails with minimal code changes. This is already evident in the ecosystem built on Arcium, spanning DeFi, prediction markets, Neobanks, and more.


Private Transfers and Balances


As privacy compute infrastructure like Arcium and MagicBlock gradually improves, use cases built on top of this infrastructure are also growing, including private transfers.


@UmbraPrivacy is the first, built on Arcium's MPC infrastructure. Umbra introduces Encrypted Token Accounts (ETAs), which are direct counterparts to Solana's standard Associated Token Accounts but store balances in encrypted form, providing:


  • Amount privacy: Transaction amounts are encrypted using Rescue cryptography
  • Balance privacy: Balances are stored as ciphertext
  • Association privacy: Complete on-chain dissociation between sender and receiver via mixing pools + ZK proofs


Additionally, Umbra offers compliance features, allowing users to grant selective viewing access to auditors and compliance systems without exposing the full transaction history. This is crucial for institutional workflows and for users who want to prove fund holdings without revealing detailed transaction histories.


In the privacy wallet space, @theprivacycash and Hush are two others.


Privacy Cash uses Tornado-style mixing pools for SOL: Users deposit SOL to generate a commitment added to a Merkle tree, then use ZK proofs to withdraw to any recipient, completely severing the on-chain link between deposit and withdrawal addresses.


Hush is inspired by Zcash but adds DeFi utility. Users deposit SOL into Hush's mixing pool, which is automatically converted to jitoSOL, passively earning staking rewards and MEV revenue while remaining private. Inside the pool, users can transfer to other Hush participants, receive funds, and conduct multiple transactions without touching Solana's public ledger. Upon exiting, withdrawals are untied from the original deposit via mixing. Pool transfers cost 0.01 jitoSOL, and withdrawals incur a 50 bps fee. Hush also integrates with Jupiter for private swaps and implements geoblocking for sanctioned regions, giving it a good compliance profile among institutional users.


No Onchain Trail


Private transfers solve the problem for companies and institutions paying employees or conducting private transactions on-chain. But to go further, we need to embed privacy into everyday on-chain behavior, especially trading.


Every order placed on a public AMM is a signal that front-runners, copy traders, and MEV bots can read and exploit. Currently, some protocols on Solana are addressing this issue.


@encifherio is a privacy-first DeFi interface that routes trades through Jupiter while keeping trade details private. The team states: "Execution quality remains the same because we don't add custom routing; we use the same routes and liquidity provided by Jupiter."


It wraps the tokens a user wants to swap and encrypts swap details using ElGamal encryption. The on-chain record only shows state changes of the wrapped asset type, enough for Jupiter to know it's routing the correct token. The number of trades, counterparties, participants, and even whether a trade was executed are all handled within a TEE environment (AWS Nitro Enclaves) and never broadcast publicly. This enables private swaps at scale.


@VanishTrade approaches it from a different level. They are building private trading infrastructure using shielded transaction routing to protect trading strategies from leaving an on-chain trail. Unlike encifherio wrapping tokens, Vanish routes trades through shielded liquidity. Additionally, Vanish launched the Vanish Integrity Framework (VIF), powered by Elliptic and Range, embedding safeguards to prevent routing any illicit transactions.


Darklake is another contender in this category, building ZK-native liquidity infrastructure and dark pools. Its zk-AMM, called the "blind slippage pool," is a commit layer added on top of an AMM to hide slippage data before execution. Searchers cannot read order intent before a trade lands but can verify the outcome afterward. This delay asymmetry prevents sandwich attacks while preserving verifiability. They have extended this model to private perpetuals (zk-Perps) using Arcium's compute layer, and an inference framework called Zyga, which abstracts proof complexity, providing builders with a foundation for secure logic and coordination. Recently, they also expanded into an infrastructure protocol, allowing apps and users to verify, connect, and compute privately using a "Proof as Intelligence" model.


Private Prediction Markets


Private prediction markets are a more advanced privacy application, as users' strategies can easily be copied, losing their edge. To solve this, protocols are using Arcium's infrastructure to build specialized dark pools for prediction markets.


@meleemarkets is building prediction markets supporting private order flow. They encrypt the order book through Arcium's MPC infrastructure. Participants can place orders without exposing their direction in the public market until settlement.


The Private AI


As AI agents increasingly operate on-chain, will every query they make and every piece of PII they consume be permanently public?


Loyal answers this with its decentralized, censorship-resistant smart agreements protocol. This protocol is built using Magic Block's ephemeral rollup execution and Arcium's encrypted compute. They are building on-chain AI that protects user data: conversations, queries, preferences, and activities—all encrypted and stored on Solana with strict access rules. Users own and can export their encrypted conversation history and can self-host the frontend without losing any data. Furthermore, Loyal supports private trading and fund management, allowing depositors to earn yield in a private state.

相關問答

QWhat are the two main categories of private computing providers on Solana mentioned in the article, and what are their primary technical approaches?

AThe two main categories are Arcium and Magic Block. Arcium utilizes Multi-Party Computation (MPC), which splits and distributes data across independent node clusters to compute results without revealing individual inputs. Magic Block relies on Trusted Execution Environments (TEEs), specifically Intel TDX, to create a hardware-verified black box (Private Ephemeral Rollup) for private computation.

QAccording to Helius CEO Mert, what is the envisioned 'endgame' for the ultimate privacy stack?

AMert believes the endgame for the ultimate privacy stack is a combination of Fully Homomorphic Encryption (FHE) and Zero-Knowledge proofs (ZK).

QWhat are the key privacy features provided by Umbra's Encrypted Token Accounts (ETAs)?

AUmbra's Encrypted Token Accounts (ETAs) provide three key privacy features: 1) Amount Privacy: transaction amounts are encrypted using Rescue cipher, 2) Balance Privacy: balances are stored in encrypted form (ciphertext), and 3) Linkability Privacy: using a shielded pool and ZK proofs to completely sever the on-chain link between sender and receiver.

QHow do Encifherio and VanishTrade differ in their approaches to providing privacy for on-chain trades?

AEncifherio provides privacy by wrapping the tokens a user wants to swap and encrypting the swap details, then routing the trade privately through Jupiter within a TEE. VanishTrade, on the other hand, routes trades through shielded liquidity pools to protect trading strategies and uses the Vanish Integrity Framework for compliance.

QWhat specific Solana privacy project is highlighted as addressing the privacy needs of on-chain AI agents, and how does it protect user data?

AThe project is called Loyal. It protects user data for on-chain AI agents by using a decentralized, censorship-resistant smart protocol built with Magic Block's ephemeral rollup execution and Arcium's encrypted compute. It stores user conversations, queries, preferences, and activities in encrypted form on Solana with strict access rules, allowing users to own and export their encrypted chat history.

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什麼是 SOLANA

什麼是 SOLANA 2.0

BarbieCrashBandicootRFK777Inu, $SOLANA 2.0:加密貨幣界的新玩家 BarbieCrashBandicootRFK777Inu, $SOLANA 2.0 介紹 在不斷演變的加密貨幣市場中,新興項目不斷吸引著投資者和愛好者的注意。在這些新興項目中,有一個名為BarbieCrashBandicootRFK777Inu,以加密貨幣符號$SOLANA 2.0代表。這個獨特的計劃結合了魅力、冒險和迷因文化的元素,旨在在高度競爭的領域中挑戰預期。這個項目抱有增長和創新的願景,捕捉到一種努力對抗已建立的巨頭的精神。 BarbieCrashBandicootRFK777Inu, $SOLANA 2.0 是什麼? 在其核心,BarbieCrashBandicootRFK777Inu是一個受到多種標誌性文化參考啟發的加密貨幣項目。它包括與Barbie相關的優雅和魅力,Crash Bandicoot的動感能量,以及RFK所代表的堅韌驅動,該項目的目標是在加密貨幣的世界中提供多面化的體驗。 BarbieCrashBandicootRFK777Inu項目的主要目標是將這些不同的元素融合成一個吸引廣泛受眾的凝聚生態系統。通過擁抱迷因文化的奇想,同時堅守去中心化和財務賦權的原則,該項目已定位為對於成熟投資者和加密世界的新手都具有吸引力的選擇。 BarbieCrashBandicootRFK777Inu, $SOLANA 2.0 的創造者是誰? 儘管對BarbieCrashBandicootRFK777Inu的關注不斷增長,關於其創造者的信息仍然 largely未知。創始人或開發團隊的匿名性引發了對項目結構和治理的疑問。在加密貨幣的世界中,項目沒有公開創始人是很常見的。這一缺乏信息可能會使某些潛在投資者卻步,而其他人則可能將其視為擁抱許多加密貨幣項目所基礎的去中心化精神的機會。 BarbieCrashBandicootRFK777Inu, $SOLANA 2.0 的投資者是誰? 目前,關於支持BarbieCrashBandicootRFK777Inu的投資基金或機構的信息相對較少。項目缺乏詳細的投資支持突顯了許多加密貨幣的獨立性。在這種情況下,項目的資金是否來自基層社群的支持或更大金融實體的支持,仍有待觀察。 BarbieCrashBandicootRFK777Inu, $SOLANA 2.0 如何運作? BarbieCrashBandicootRFK777Inu設計了多項功能,使其在擁擠的加密空間中獨具一格。雖然具體的技術細節仍然保密,但該項目預計將融入旨在增強用戶參與度和促進社區增長的功能。從時尚和冒險到遊戲的多樣影響力的結合,促進了一種迎合多樣興趣的包容氛圍。 此外,該項目與$SOLANA 2.0生態系統的聯繫暗示著潛在的技術優勢。這可能包括創新的交易速度、可擴展性和成本效益,與Solana區塊鏈的技術能力相一致。項目的創始人似乎正在依靠這一技術基礎,以創建持久的社區體驗和實質性的產品供應。 BarbieCrashBandicootRFK777Inu, $SOLANA 2.0 的時間表 BarbieCrashBandicootRFK777Inu的旅程包含幾個關鍵里程碑,提供了該項目迄今為止的發展見解: 項目概念化:最初的想法圍繞著魅力、冒險和迷因文化的融合,為項目的獨特概念提供了框架。 代幣創建:象徵性的$SOLANA 2.0代幣建立,旨在體現項目的願景並吸引潛在投資者的興趣。 項目開發:目前,該項目正進行進一步開發,重點是挑戰加密空間中的現有玩家並提供創新的產品。 這些里程碑反映了項目的增長軌跡,同時突顯了其致力於開發一個開創性的加密貨幣體驗的承諾。 關於BarbieCrashBandicootRFK777Inu, $SOLANA 2.0 的要點 獨特概念:BarbieCrashBandicootRFK777Inu通過將魅力、冒險和迷因文化的元素融合到一個加密貨幣項目中而脫穎而出。 弱者精神:該項目擁抱弱者的角色,旨在挑戰現有的加密貨幣項目並在行業中開闢一塊市場。 開發階段:正在進行積極的開發工作,旨在提供符合社區和投資者期望的新鮮和創新的產品。 結論 BarbieCrashBandicootRFK777Inu,以符號$SOLANA 2.0呈現,是加密貨幣市場中一個引人入勝的新進者。其獨特的文化參考混合和雄心勃勃的願景,可能引起尋求在加密領域尋找替代項目價值的人的共鳴。 雖然創始人和投資者的未知狀態可能會引發疑問,但該項目對魅力和冒險的重視展現了擴展加密貨幣可能體現的界限的迷人敘事。隨著項目的持續發展,觀察其在更廣泛的加密市場中的演變及其如何在競爭對手中定位自己,將會非常有趣。對於那些參與者來說,BarbieCrashBandicootRFK777Inu可能會解鎖重新定義與數字資產互動的驚喜體驗。 目前,隨著項目的推進,其旅程提醒著我們,加密空間的創新沒有界限,提供了一切從興奮和娛樂到財務賦權的潛力。

138 人學過發佈於 2024.04.05更新於 2024.12.03

什麼是 SOLANA 2.0

如何購買SOL

歡迎來到HTX.com!在這裡,購買Solana (SOL)變得簡單而便捷。跟隨我們的逐步指南,放心開始您的加密貨幣之旅。第一步:創建您的HTX帳戶使用您的 Email、手機號碼在HTX註冊一個免費帳戶。體驗無憂的註冊過程並解鎖所有平台功能。立即註冊第二步:前往買幣頁面,選擇您的支付方式信用卡/金融卡購買:使用您的Visa或Mastercard即時購買Solana (SOL)。餘額購買:使用您HTX帳戶餘額中的資金進行無縫交易。第三方購買:探索諸如Google Pay或Apple Pay等流行支付方式以增加便利性。C2C購買:在HTX平台上直接與其他用戶交易。HTX 場外交易 (OTC) 購買:為大量交易者提供個性化服務和競爭性匯率。第三步:存儲您的Solana (SOL)購買Solana (SOL)後,將其存儲在您的HTX帳戶中。您也可以透過區塊鏈轉帳將其發送到其他地址或者用於交易其他加密貨幣。第四步:交易Solana (SOL)在HTX的現貨市場輕鬆交易Solana (SOL)。前往您的帳戶,選擇交易對,執行交易,並即時監控。HTX為初學者和經驗豐富的交易者提供了友好的用戶體驗。

2.5k 人學過發佈於 2024.12.12更新於 2026.06.02

如何購買SOL

相關討論

歡迎來到 HTX 社群。在這裡,您可以了解最新的平台發展動態並獲得專業的市場意見。 以下是用戶對 SOL (SOL)幣價的意見。

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