[ SYS: MERCURY_CORE // STATUS: SUBSTRATE ]
Human-Agent
Collaboration
Reimagined
Mercury Core is the substrate — a unified operating system where human decisions and agent autonomy coexist in the same memory space, same interface, same truth.
The Operating System
Your AI tools have multiplied. Your context has vanished.
Enterprises now juggle 5 different AI platforms, each with their own interfaces, memory silos, and output formats. The result? Semantic collapse — where critical insights disappear between tools, and humans become the integration layer, copy-pasting between chatbots.
企業現在需要同時操作 5 個不同的 AI 平台，每個都有獨立的介面、記憶體和輸出格式。結果是語義崩塌 — 關鍵洞察在工具之間消失，人類淪為「整合層」，在不同聊天機器人之間複製貼上。
One nervous system. Human and Agent.
Mercury Core is not another AI tool. It is the substrate — a unified operating system where human decisions and agent autonomy coexist in the same memory space, same interface, same truth.
Mercury Core 不是「另一個 AI 工具」。它是基質 — 一個統一的作業系統，人類決策與智能體自主在同一記憶空間、同一介面、同一真相中並存。
- Unified Memory
- Human-Agent Symbiosis
- Enterprise Ready
OpenClaw Hierarchy. No dementia at 10,000 docs.
Traditional RAG fails at scale. Mercury Core implements a 5-layer hierarchical memory that prevents semantic collapse.
Memory ArchitectureLayer 5: Knowledge Graph
Whether it is a CEO strategic decision or an AI agent automated insight, both write to the same graph. Both read from the same truth.
Memory ArchitectureLayer 4: Contextual Chunks
Whether it is a CEO strategic decision or an AI agent automated insight, both write to the same graph. Both read from the same truth.
Memory ArchitectureLayer 3: Document Summaries
Whether it is a CEO strategic decision or an AI agent automated insight, both write to the same graph. Both read from the same truth.
Memory ArchitectureLayer 2: Category Nodes
Whether it is a CEO strategic decision or an AI agent automated insight, both write to the same graph. Both read from the same truth.
Memory ArchitectureLayer 1: Domain Roots
Whether it is a CEO strategic decision or an AI agent automated insight, both write to the same graph. Both read from the same truth.
The five memory layers are how Core stores truth. The four runtime layers are why a better prompt still fails when the harness is missing.
Built for Scale
New capability? Just snap it in.
Every new business need becomes a Booster Pack — a triad of:
Agent Skill — The cognitive module (e.g., Design Coworker)
智能體技能 — 認知模組（如 Design Coworker）
Dashboard View — Human interface in Mercury Core
儀表板視圖 — Mercury Core 中的人機介面
Memory Schema — Shared graph nodes & collections
記憶架構 — 共享的圖譜節點與集合
Design Coworker • Ready — 每個新業務需求都成為一個擴充包 — 包含三個部分：
Same workspace. Superhuman speed.
Watch the Design Coworker example: At 10:00 AM every Monday, the agent ingests 142 Slack messages, 5 UXR transcripts, and Reddit threads. By 10:05 AM, it has clustered insights, prioritized features (P0/P1), and generated a kickoff deck.
The human does not review AI output. They curate — editing hypotheses, approving directions, poisoning bad assumptions. Their edits immediately update the agent training context for next week.
One platform. Multiple languages.
Mercury Core is our answer: An operating system where your team and your agents share the same memory, speak the same language, and work toward the same goals.
For the C-Suite
The Operating SystemA command center where strategy and AI execution coexist. No more black box AI spend.
For Developers
The Operating SystemPlugin architecture. Write an OpenClaw skill, define a Payload view, deploy. The memory layer handles the rest.
For Operations
The Operating SystemEnd the swivel chair. One dashboard, one source of truth, zero context switching.
Mercury Flux — the cost-effective update to Core
Flux is the multi-model routing layer for Mercury Core: every task goes to the cheapest model that can do it well, with tests before anything ships. Snap it in as a Booster Pack on the Core substrate, or stand it up as its own service when you need the ledger without the full OS.
- 60–75% typical cost reduction vs. all-premium usage
- Same memory fabric when installed on Core
- Standalone service — pip-installable, self-host friendly
Understanding Mercury Core
- OpenClaw Hierarchy
- A 5-layer hierarchical memory architecture that prevents semantic collapse: Domain Roots → Category Nodes → Document Summaries → Contextual Chunks → Knowledge Graph.
- Booster Pack
- An extensibility pattern consisting of Agent Skill (cognitive module), Dashboard View (human interface), and Memory Schema (shared graph nodes).
- Semantic Collapse
- The loss of critical insights when AI tools operate in isolated memory silos, requiring humans to serve as the integration layer.
- Unified Bus
- A single nervous system where human decisions and agent autonomy coexist in the same memory space, interface, and truth.
Why We Built This
Ready to unify your AI stack?
Join enterprises already running on Mercury Core. From algorithmic trading to hospitality management, the substrate remains the same.
Or contact us at [email protected]
Frequently Asked Questions
- What is Mercury Core?
- Mercury Core is a unified operating system for human-agent collaboration. It serves as the substrate where human decisions and AI agent autonomy coexist in the same memory space, interface, and truth.
- What is the OpenClaw hierarchy?
- OpenClaw is a 5-layer hierarchical memory architecture: Layer 1 (Domain Roots), Layer 2 (Category Nodes), Layer 3 (Document Summaries), Layer 4 (Contextual Chunks), and Layer 5 (Knowledge Graph).
- What is a Booster Pack?
- A Booster Pack is an extensibility pattern with three components: Agent Skill (cognitive module), Dashboard View (human interface), and Memory Schema (shared graph nodes).
- How does Mercury Core differ from LangChain or CrewAI?
- While LangChain provides AI development tools and CrewAI focuses on multi-agent orchestration, Mercury Core is a complete operating system with persistent hierarchical memory and unified interface.
- Is Mercury Core suitable for enterprises?
- Yes, Mercury Core is built for enterprise with hierarchical memory fabric, plugin architecture, command center for oversight, and unified dashboard for operations teams.
- How does Mercury Flux relate to Mercury Core?
- Mercury Flux is the cost-effective update to Mercury Core. It routes every AI task to the cheapest capable model with quality gates. Install it as a Booster Pack on Core, or run it as a standalone service when you need the ledger without the full operating system.
- What are the four runtime layers under Mercury Core?
- Loop, graph, harness, and meta-harness. OpenClaw is how Core stores truth. The four runtime layers are how work is allowed to run. Core is built as the harness and the meta-harness — tools, memory, and shared policy in one substrate.
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