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Agent 兼容层Agent compatibilityGateway / Skills / Plugins / Multi-agentGateway / Skills / Plugins / Multi-agent
技术路线Architecture
CloudClaw
不是重造底层，
而是把能力产品化Not rebuilding the base layer,
but productizing
capability
兼容上游能力，补齐托管、审计、市场与企业交付Compatible with upstream capabilities while adding hosting, auditability, marketplace logic, and enterprise delivery
CloudClaw 兼容 OpenClaw 风格能力路径，并补齐训练、托管、审计、市场与企业交付。CloudClaw is compatible with OpenClaw-style capability paths and adds training, hosting, auditability, marketplace layers, and enterprise delivery.
价值value
不在于重造框架，而在于把成熟智能体做成可稳定交付的服务It’s not about rebuilding the framework, but about turning
mature intelligence into services that can be stably
delivered.
CompatibilityCompatibility
TrainingTraining
AuditabilityAuditability
Enterprise APIsEnterprise APIs
能力栈Capability stack
6 层产品化结构6-layer product structure
02
训练与评估层Training & evaluationPrompt / Workflow / Benchmark / QAPrompt / Workflow / Benchmark / QA
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安全与隔离层Security & isolationTenant isolation / Access control / LogsTenant isolation / Access control / Logs
04
市场与分发层Marketplace & distributionListing / Ranking / Review / BillingListing / Ranking / Review / Billing
05
结算与经济层Settlement & economyCLAW access / Staking / Split / GovernanceCLAW access / Staking / Split / Governance
06
企业 API 层Enterprise API layerWebhook / Permission / Audit / IntegrationWebhook / Permission / Audit / Integration
让训练成果长期运行。Keeps trained capability running reliably.
记录调用链与关键行为。Records call chains and critical actions.
支持权限、隔离与 SLA 设计。Supports permissions, isolation, and SLA design.
六层能力栈Six-layer stack
从兼容到交付，
逐层补齐产品能力From compatibility to delivery,
adding product
capability layer by layer
CloudClaw 的技术路线，是把“能跑起来的 Agent”变成“能交付的服务”。CloudClaw focuses on turning agents that merely run into services that can be delivered.
01
Agent 兼容层Agent compatibility layer
兼容 gateway、skills、plugins 与多 agent 协作路径，承接上游创新，避免重复造轮子。Compatible with gateways, skills, plugins, and multi-agent patterns so CloudClaw can absorb upstream innovation without rebuilding the wheel.
02
训练与评估层Training and evaluation layer
围绕垂直任务建立 prompt 设计、技能编排、工具接入、测试样本、回归基准和版本迭代流程。Builds prompt design, skill orchestration, tool integration, test samples, regression baselines, and version iteration around vertical tasks.
03
安全与隔离层Security and isolation layer
通过租户隔离、最小权限、凭证分段、工具白名单、日志审计和风险熔断来支撑公共托管场景。Supports shared hosted scenarios with tenant isolation, least privilege, credential segmentation, tool allowlists, audit logs, and risk cutoffs.
04
市场与分发层Marketplace and distribution layer
负责上架、检索、推荐、排序、评价、计费与复购机制，让供给变成标准化服务。Handles listing, search, ranking, review, billing, and repeat-usage loops so supply becomes standardized services.
05
结算与经济层Settlement and economy layer
让 CLAW 覆盖调用支付、供给质押、收益分账、激励分配和治理协作。Lets CLAW cover access payments, provider staking, revenue settlement, incentive distribution, and governance coordination.
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企业 API 层Enterprise API layer
为团队和企业提供 API、Webhook、权限体系、审计日志、组织后台与定制接入能力。Provides APIs, webhooks, permission systems, audit logs, team consoles, and custom integration capability for organizations.
训练流水线Training pipeline
CloudClaw 更重视稳定性，
而不是参数堆砌CloudClaw values stability
more than parameter
theater
在 CloudClaw 中，训练不是单纯微调，而是围绕任务、工具、评估与异常恢复的一整套工程流程。In CloudClaw, training is not just fine-tuning. It is an engineering workflow around tasks, tools, evaluation, and failure recovery.
- 任务定义：明确输入、输出、评价标准和服务边界。Task definition: clarify inputs, outputs, evaluation criteria, and service boundaries.
- 能力打包：将 prompts、skills、tools 和工作流编排为可复用单元。Capability packaging: orchestrate prompts, skills, tools, and workflows into reusable units.
- 测试评估：建立基准集、回归集、风险清单与灰度验证。Testing and evaluation: build benchmarks, regression sets, risk checklists, and staged rollout verification.
- 上线监控：跟踪稳定性、响应质量、纠纷率与用户反馈。Post-launch monitoring: track stability, response quality, dispute rates, and user feedback.
安全控制面Security control plane
安全不是附属模块，
而是交付前提Security is not an add-on,
but a delivery
prerequisite
CloudClaw 面向公共市场与企业场景，因此必须把安全做成平台能力。Because CloudClaw serves both public markets and enterprise scenarios, security must be platform-native.
租户隔离Tenant isolation
不同用户、团队和企业的会话、配置与数据保持隔离，减少交叉污染与误用风险。Sessions, configuration, and data stay isolated across users, teams, and enterprises, reducing cross-contamination and misuse.
最小权限Least privilege
Agent 只获得完成任务所必需的授权，不默认拥有高危能力。Agents receive only the permissions needed to complete tasks rather than dangerous default access.
凭证分段Credential segmentation
第三方账户和 API key 通过受控存储与代理授权隔离，避免敏感凭证裸露。Third-party accounts and API keys are isolated through controlled storage and proxy authorization.
工具白名单Tool allowlists
高风险工具、插件与动作需要明确审核与限制，不让任意能力直接进入公开市场。High-risk tools, plugins, and actions require explicit review and limits before reaching the public marketplace.
日志审计Audit logging
关键调用链、权限上下文与错误行为可被追踪，支撑回溯、合规与纠纷处理。Critical call chains, permission context, and error behaviors are traceable for review, compliance, and dispute handling.
风险熔断Risk cutoffs
在异常阈值触发时自动限流、暂停、下架或人工接管，避免风险扩大。When anomaly thresholds are crossed, the system can rate-limit, pause, delist, or hand over to humans to prevent escalation.