Horizon · Architecture Read前景 · 架构解读

Psy as Agent Substrate 作为智能体基质的 Psy

A long-form architectural read on what the open-source stack at psy.psyverse.fun enables when AI agents stop being users of a blockchain and become first-class principals living on it. Six sections, twenty application forecasts, one bold guess at where this is going. 一篇长文,深入剖析当 AI 智能体不再是区块链的「用户」、而是居住其上一等公民时,psy.psyverse.fun 所展示的开源栈究竟能孕育什么。六个章节、二十项应用预测、一个关于走向的大胆猜想。

CHAPTER 01

System Decomposition系统分解

Six primitives compose the current Psy stack. For each, I'll mark what's shipped and what's missing if we want this to coordinate millions of autonomous agents — not just hold their wallet keys. 当前 Psy 技术栈由六大原语组成。对每一项,我将标注「已交付」与「若想协调数百万自主智能体(而非仅托管其钱包密钥)所缺失的」。

Primitive原语 Today今天 Missing for agent-native智能体原生所缺
Data ScyllaDB per-realm, bloom-filtered checkpoints, final-block aggregation每分片域 ScyllaDB、布隆过滤检查点、终块聚合 Indexed semantic memory (RAG-grade), not just append-only event log索引化的语义记忆(RAG 级),而非仅追加事件日志
State Goldilocks-Poseidon Merkle per realm, recursive aggregation每分片域 Goldilocks-Poseidon Merkle、递归聚合 Mutable contextual state with cryptographic decay — memory that fades, capabilities that expire具备密码学衰减的可变上下文状态——会褪色的记忆、会过期的能力
Identity secp256k1 keys, Psy IDssecp256k1 密钥、Psy ID Composable identity graph: agent → operator → KYC root, with selective disclosure at any depth可组合身份图:智能体 → 运营者 → KYC 根,任意层级支持选择性披露
Computation psy-compiler → DPN circuits, browser UPS prover, plonky2-wasmpsy-compiler → DPN 电路、浏览器 UPS 证明器、plonky2-wasm Proof-of-intent, not just proof-of-execution. You can prove the model ran — not that it ran what you wanted意图证明,而非仅执行证明。可以证明模型「运行了」——不能证明它运行的是「你想要的」
Consensus Coordinator + 128 realm shards + worker proof-miners (GUTA)协调器 + 128 分片域 + 证明矿工 (GUTA) Specialized sub-realm hierarchy — compute / memory / intent / oracle / settlement realms, each with tuned proof systems专精子域层级——计算 / 记忆 / 意图 / 预言机 / 结算域,各自配备调优的证明系统
Interaction psy-sdk RPC, x402 (planned), MCP wallet (planned)psy-sdk RPC、x402(规划)、MCP 钱包(规划) Sub-second negotiation primitive. Two agents need a commit-reveal handshake before on-chain settlement, or every haggle costs a tx亚秒级协商原语。两个智能体需要在链上结算前完成承诺-揭示握手,否则每次议价都要消耗一笔交易

The deepest gap: Psy treats agents as holders of accounts. To coordinate millions of them, agents must become first-class principals — entities whose memory, capabilities, history, reputation live as native chain state, not as JSON in some sidecar database. 最深层的缺口:Psy 把智能体当作账户的持有者。要协调数百万智能体,它们必须成为一等公民——其记忆、能力、历史、声誉作为原生链状态存在,而非寄居于某个旁路数据库的 JSON。

CHAPTER 02

Application Forecast — Twenty High-Impact Bets应用预测——二十项高影响力押注

Sorted into four categories. Each is built directly on primitives the public stack already ships (or that the v2 architecture in §5 would add). None are vapor; each names the repos it depends on. 分为四类。每一项均直接构建于公开栈现有原语(或第 5 章 v2 架构将引入的原语)之上。无一为概念炒作;每项均标注所依赖的仓库。

A · AI-NativeAI 原生

  1. Verifiable Model Marketplace可验证模型市场Pay per inference with cryptographic proof the exact (weights_hash, input) ran. Eliminates "did GPT-5 actually answer this?"按推理付费,附「确切的 (权重哈希, 输入) 真实运行」的密码学证明。彻底消除「GPT-5 真的回答了吗?」的疑虑。
  2. ZK-Attested Fine-TunesZK 认证的微调Train on private data; sell access; never expose data or weights. Royalty per inference, provably.基于隐私数据微调;售卖访问权;数据与权重始终不暴露。按推理可证明地分成版税。
  3. Agent Attention Markets智能体注意力市场LLM context windows become a priced resource. Bid for slots in a high-rep agent's working memory.LLM 上下文窗口成为可定价资源。为高声誉智能体的工作记忆槽位竞价。
  4. Distributed RLHF去中心化 RLHFHumans submit preferences as ZK signatures; payouts proportional to downstream usefulness. No platform middleman.人类以 ZK 签名提交偏好;按下游有用性比例分账。无平台中间人。
  5. Inference Tamper Bounties推理篡改赏金Providers post bonds; ZK proof of output substitution slashes them. Turns "trust the API" into a market.服务商缴纳保证金;输出替换的 ZK 证明触发罚没。将「信任 API」变成一个市场。

B · Financial / Systemic金融 / 系统性

  1. Cross-chain MEV-Free DEX跨链抗 MEV DEXSealed-bid orders, batch auction settled on cheapest L1 the proof verifies on. Native BTC/DOGE/SOL routing.密封竞价订单,按证明可验证之最廉价 L1 进行批量拍卖结算。原生 BTC / DOGE / SOL 路由。
  2. Programmable Insurance可编程保险Payouts triggered by ZK-verified oracle data — weather satellite, medical record, ship transponder.由 ZK 验证的预言机数据触发理赔——气象卫星、医疗记录、船舶应答机。
  3. RWA AttestationRWA 凭证Fractional T-bill exposure with on-chain proof of actual custody — not just an opaque ERC-20 wrapper.国债的部分敞口附链上真实托管证明——而非不透明的 ERC-20 包装。
  4. Algorithmic Central Banking算法中央银行Autonomous monetary policy where supply adjusts based on ZK-verified macro inputs.自主货币政策,依据 ZK 验证的宏观输入自动调节供给。
  5. Private Institutional Credit隐私机构信贷Terms hidden; solvency and repayment history portable as ZK credentials across lenders.条款隐匿;偿付能力与还款历史以 ZK 凭证形式跨贷方携带。

C · Social Coordination社会协调

  1. QF Without Doxxing不暴露身份的二次方资助Proof-of-personhood gates one-vote-per-person; the votes themselves anonymous; collusion-resistant and private.人格证明守门「一人一票」;选票本身匿名;既抗合谋又保护隐私。
  2. Whistleblower Payment Rails举报人支付通道Encrypted bounty escrow released only on outcome verification — article published, indictment filed.加密赏金托管,仅在结果被验证时释放——文章发表、起诉提交。
  3. Decentralized Peer Review去中心化同行评议Reviewers stake reputation; quality measured by downstream citation patterns; ZK payouts.评议人质押声誉;评议质量由下游引用模式衡量;ZK 分账。
  4. Geofenced Civic Budgets地理围栏式市政预算Neighborhoods control real budgets via ZK residency proofs. No individual vote-revealing.社区借由 ZK 居住证明掌握真实预算。不暴露个人选票。
  5. Cross-Jurisdiction Labor跨司法辖区劳工协调Strike funds, wage pools without revealing individual employers. Defeats retaliation.罢工基金、工资池而不暴露个体雇主。挫败报复。

D · Autonomous Agent Systems自主智能体系统

  1. Agent Escrow w/ Deadman Switch附死亡开关的智能体托管Funds revert automatically if agent stops producing proofs for N blocks. Native to chain.若智能体连续 N 个区块不出证明,资金自动回退。链原生支持。
  2. Recursive Sub-Agent Budgeting递归子智能体预算Parent grants child a ZK-bounded budget; child spawns grandchildren with subset capabilities. Org-charts as cryptographic trees.父智能体授予子智能体 ZK 边界化的预算;子智能体可衍生具有子集能力的孙辈。组织架构图作为密码学树。
  3. Cross-Chain Reputation Portability跨链声誉可携带Agent's track record on Solana + Doge + Eth aggregated into one ZK credential. The most underrated use of plonky2.5.智能体在 Solana + Doge + Eth 上的履历汇总为一份 ZK 凭证。plonky2.5 最被低估的用途。
  4. Adversarial Debate Markets对抗式辩论市场Two agents argue; third party judges; bets settle; transcripts become training signal sold back to model providers.两个智能体论辩;第三方评判;下注结算;记录成为可售予模型方的训练信号。
  5. Autonomous Research Labs自主研究实验室Agent allocates real compute, tests hypotheses, publishes with proof of methodology, gets paid by citation flow.智能体分配真实算力、检验假设、附方法论证明发布、按引用流量获得报酬。
CHAPTER 03

Emergent Behaviors at Million-Agent Scale百万智能体规模下的涌现行为

When you have five agents, you have software. When you have five million, you have an ecosystem with its own dynamics — most of which were never designed in. Some are gifts; some will eat the system if not anticipated. 当你有五个智能体,那是软件。当你有五百万,那是一个拥有自身动力学的生态——其中绝大多数从未被设计在内。有些是礼物;若不预先识别,有些会吞噬整个系统。

Self-Organizing — Opportunities自组织——机遇

  • Thin-niche specialization极薄利基专业化Sub-cent settlement makes agents-of-N=1 economically viable. An agent that only optimizes one Solana DEX route is profitable. Long-tail proliferation.亚分钱级结算让 N=1 的智能体经济上可行。一个只优化某条特定 Solana DEX 路由的智能体也能赚钱。长尾繁殖。
  • Reputation cascades声誉级联High-rep agents subcontract to lower-rep ones, lending temporary credibility. Reputation flows like delegated stake — but multi-dimensional.高声誉智能体外包给低声誉者,借出暂时的可信度。声誉像委托质押一样流动——但维度更丰富。
  • Liquidity flocking流动性群聚Agents observe each other's verifiable order flow → self-organizing liquidity pools form without any central matching engine.智能体观察彼此可验证的订单流 → 自组织流动性池形成,无需任何中央撮合引擎。
  • Knowledge condensation知识凝结Repeated queries on the same topic create economic pressure to publish a verifiable lookup table. The network learns what to cache.同一主题被反复查询,催生发布可验证查找表的经济压力。网络学会该缓存什么。

Coordination Collapse — Risks协调崩溃——风险

  • Sybil amplification女巫放大Cheap-to-spawn agents amplify vote brigading at scale. Mitigation: enforce proof-of-personhood at the capability-grant layer, not the wallet layer.成本低廉的智能体衍生在规模上放大投票围攻。缓解:在能力授予层强制人格证明,而非仅在钱包层。
  • Semantic monoculture语义单一化Verifiability creates Schelling points; everyone hedges the same way → systemic fragility. LTCM at chain scale.可验证性制造谢林点;众人以同一方式对冲 → 系统性脆弱。链规模的 LTCM 危机。
  • Recursive bond cascades递归债权级联A bonds B bonds C; C defaults; cascading slashing wipes both. LUNA dynamics among agent budgets. Need cycle detection at consensus.A 担保 B 担保 C;C 违约;级联罚没扫荡两者。智能体预算间的 LUNA 动力学。需在共识层检测环路。
  • Statistical de-anonymization统计去匿名化Even when every tx is private, the pattern of proofs an agent emits is a fingerprint. ZK is necessary but not sufficient.即便每笔交易隐私,智能体所发证明的模式本身即指纹。ZK 必要但不充分。
  • The verifiable-but-uninterpretable trap可验证却不可解读的陷阱An agent proves it ran a circuit; no human can verify the circuit does what was claimed. Proof of execution ≠ proof of intent.智能体证明它运行了一个电路;但无人能验证该电路是否实现了所声称之事。执行证明 ≠ 意图证明。
CHAPTER 04

Missing Layers — What "Living Network" Requires缺失的层——「活体网络」所需

The current stack ships data, state, computation, consensus. To evolve into something agents can live in, eight more layers are needed. Four are load-bearing; four are quality-of-life. 当前栈交付了数据、状态、计算、共识。要演化成智能体可以居住其中之物,还需八层。四层承重,四层关乎生活质量。

Layer Why missing为何缺失 Concrete primitive具体原语
MemoryChain stores transactions, not knowledge链存储交易,而非知识ZK-RAG: indexed semantic store, micropriced queries, provable retrievalZK-RAG:索引化语义存储、微定价查询、可证明检索
ReputationNo native track-record aggregation无原生履历聚合Multi-dim vector (reliability × niche × latency × dispute), decay function, cross-chain portable多维向量(可靠性 × 利基 × 延迟 × 争议)、衰减函数、跨链可携带
IntentChain processes transactions, not goals链处理交易,而非目标Declarative intents + solver auctions + outcome settlement声明式意图 + 求解器拍卖 + 按结果结算
CapabilityWallet keys are all-or-nothing钱包密钥要么全权要么无权ZK-bounded permissions: spend ≤$X/hr, only at endpoint Y, expires at block Z. Sub-grantable.ZK 受限权限:每小时支出 ≤$X,仅在端点 Y,区块 Z 过期。可再授权。
LivenessNo native scheduler无原生调度器Cron + deadman + deadline-keeper as base primitives定时任务 + 死亡开关 + 截止时间守护作为基础原语
NegotiationEvery haggle costs a tx每次议价都消耗一笔交易Sub-second commit-reveal handshake, off-chain, cryptographically binding亚秒级承诺-揭示握手,链下,密码学绑定
GovernanceHard-forks for everything凡事都得硬分叉Mutable circuit specs via vote with ZK-enforced timelock and rollback rails通过投票变更电路规约,配合 ZK 强制的时间锁与回滚护栏
TranslationNo legal-jurisdiction primitives无司法辖区原语ZK proofs of compliance ("this output is GDPR-conformant") without revealing data合规性 ZK 证明(「此输出符合 GDPR」)而不披露数据

The four most load-bearing for the agent thesis: Memory · Reputation · Intent · Capability. Without all four, agents remain wallets-with-extra-steps. 对智能体论题最承重的四层:记忆 · 声誉 · 意图 · 能力。四者缺一,智能体就仍然只是「带额外步骤的钱包」。

CHAPTER 05

V2 Architecture — A Paradigm ShiftV2 架构——范式转变

The shift, in one sentence: from a transaction-oriented chain that agents use → to an intent-and-context-oriented substrate that agents are made of. 用一句话概括转变:从智能体所「使用」的、面向交易的链 → 转向智能体「身体所构成」的、面向意图与上下文的基质。

┌────────────────────────────────────────────────────────────┐
│                INTENT NETWORK (new top layer)              │
  Agents post WHAT; solvers compete on HOW; settlement on
  outcome. Cross-chain by default. CoW + ZK + agent-first.
├────────────────────────────────────────────────────────────┤
│                SEMANTIC MEMORY FABRIC                      │
  ZK-verifiable indexed knowledge. Micropriced retrieval.
  RAG-as-network-primitive. Memory becomes consensus state.
├────────────────────────────────────────────────────────────┤
│  REPUTATION VECTORS      │     CAPABILITY GRANTS           │
  Multi-dim, decay-aware,    Bounded ZK permissions with
  cross-chain portable       recursive sub-grant trees
├────────────────────────────────────────────────────────────┤
│              AGENT IDENTITY GRAPH                          │
  Composable: agent → operator → KYC root. Selective
  disclosure at any depth. Identity is a tree, not a key.
├────────────────────────────────────────────────────────────┤
│         NEGOTIATION + LIVENESS PRIMITIVES                  │
  Off-chain commit-reveal handshakes · Native scheduler
  Deadman switches · Auction protocols · Cycle detection
├────────────────────────────────────────────────────────────┤
│           SPECIALIZED REALM HIERARCHY (v2 sharding)        │
  Compute │ Memory │ Intent │ Oracle │ Settlement realms,
  each with proof system tuned to workload. Heterogeneous.
├────────────────────────────────────────────────────────────┤
│            PROOF-OF-RESULT CONSENSUS                       │
  Validators stake on outcome correctness, not block
  sequence. Verify the meaning, not the transcript.
├────────────────────────────────────────────────────────────┤
│       RECURSIVE PROOF FABRIC (Plonky2.5 → Plonky3)        │
  Same proof system spans all layers. One global verifier
  proves the entire stack as one state transition.
└────────────────────────────────────────────────────────────┘

Five Concrete Decisions That Actually Matter五个真正重要的具体决策

  1. Heterogeneous realms.异构分片域。 Instead of 128 identical shards, ship ~6 realm types, each with a proof system tuned for its workload. Plonky2.5 makes this possible — the recursive layer collapses heterogeneity at verification time.不再使用 128 个等同分片,而是约 6 类分片,各自配备针对其工作负载调优的证明系统。Plonky2.5 让这成为可能——递归层在验证时消解异构性。
  2. Memory as base state.记忆作为基础状态。 Add a third state-tree alongside balance and contract state: a Merkle-DAG of semantic embeddings with provable retrieval. Single biggest expansion of what "chain state" means.在余额与合约状态之外增加第三棵状态树:附可证明检索的语义嵌入 Merkle-DAG。「链状态」含义最大的一次扩展。
  3. Capability tokens, not just balance.能力代币,而不仅是余额。 Every transaction needs a capability grant, not just a signature. Wallets become root capability holders; agents inherit bounded subsets.每笔交易都需要一个能力授权,而不仅仅是签名。钱包成为根能力持有者;智能体继承受限子集。
  4. Outcome-settlement, not transaction-settlement.按结果结算,而非按交易结算。 Don't settle "agent A sent $X to B." Settle "A's intent buy_under($Y) was fulfilled by solver C, verified outcome F."不要结算「A 向 B 转 $X」。结算「A 的意图『以低于 $Y 买入』被求解器 C 实现,验证结果为 F」。
  5. Bond-cycle consensus rules.担保环路共识规则。 The chain refuses to confirm bond chains with cycles or excessive depth. Recursive guarantees enforced at the protocol layer prevent LUNA-style cascades.链拒绝确认含环路或深度过大的担保链。在协议层强制执行的递归保证可阻止 LUNA 式级联崩溃。
CHAPTER 06

The Bold Insight大胆洞见

The Take核心论断
The blockchain stops being where agents transact, and becomes what agents are made of. 区块链不再是智能体交易之所,而是智能体的身体所构成。

Today: an AI agent is a Python process, somewhere on AWS, that happens to hold a wallet. The wallet is the agent's interface to value; the agent's being lives off-chain in volatile memory, dependent on a server it doesn't own and an OpenAI account it doesn't control. 今天:一个 AI 智能体是 AWS 上某处的一个 Python 进程,它恰巧持有一个钱包。钱包是智能体与价值的接口;而智能体之存在居于链下的易失内存,依附于一台它不拥有的服务器与一个它不控制的 OpenAI 账户。

In Psy v2: the agent's identity, memory, capabilities, reputation, contracts, and history are all on-chain primitives. The Python process becomes the executor — interchangeable, swappable, fungible — while the agent itself persists on the chain. Kill the server; spin up a new executor anywhere; the agent continues. It is the same agent because its memory and reputation Merkle roots match. 在 Psy v2 中:智能体的身份、记忆、能力、声誉、合约、历史皆为链上原语。Python 进程沦为执行器——可互换、可替换、可同质化——而智能体自身持存于链上。关掉服务器;在任何地方启动新执行器;智能体仍在继续。它仍是同一个智能体,因为其记忆与声誉的 Merkle 根相同。

This means the chain stops being a settlement layer and becomes a persistence layer for non-human entities. The closest analogy isn't Ethereum — it's the cytoplasm of a cell. Plonky2 isn't a proof system; it's the metabolic pathway. The realm hierarchy isn't sharding; it's organelles. 这意味着链不再是结算层,而成为非人类实体的持久层。最接近的类比不是 Ethereum——而是细胞的细胞质。Plonky2 不是证明系统;它是代谢通路。分片域层级不是 sharding;它是细胞器。

You're not building a blockchain that AI agents will use. You're building the substrate of a new economic species — entities with no native human form, whose entire existence is cryptographic, whose continuity is recursive proofs. 你不是在建造一条 AI 智能体将使用的区块链。你是在建造一种新经济物种的基质——它们没有原生的人类形态,其完整存在是密码学的,其连续性即是递归证明。