The Enterprise Kernel // Architecture

The Operating
System Architecture.

Operating systems manage state and allocate execution. WUF is the operating system for enterprise state that lets autonomous agent fleets safely read, reason, and act across your systems without operational risk.

100%
State Machine
99.99%
Context Accuracy
<94ms
Patch Velocity
SOC2
Security & ABAC

System Architecture Schematic

1. Data Silos
Google Drive
Slack
Zendesk
GitHub
2. Processing
Ingestion Engine
3. Storage
Knowledge Graph
4. Action & Resolution
Consistency Engine
Auto-Patcher
Hover over a module for diagnostics
PILLAR 01 // COMPILE

Compile the World Model

Connect enterprise silos and compile unstructured institutional state into a deterministic, queryable knowledge graph.

Universal Silo Conduits

Connect to GitHub, Google Drive, Microsoft 365, Confluence, Slack, and Salesforce. We ingest unstructured text, PDFs, and code repositories, maintaining real-time coherence with source systems.

  • Real-time webhooks & OAuth
  • Hierarchical parent-child chunking
  • High-speed halfvec(768) embeddings

Deterministic State & Drift Tracking

We track state changes at the byte and text level. By comparing source_bytes_hash and normalized_text_hash, WUF detects semantic drift before agents can act on outdated context.

  • Byte-level hash verification
  • Normalized semantic comparison
  • Instant agent state invalidation
PILLAR 02 // GOVERN

The Consistency Kernel

The runtime state machine and permission layer. Intercept context contradictions before agents act, enforcing authority signals and certainty thresholds.

Authority Signals & Precedence

When two data sources disagree (e.g. public landing page vs Salesforce CPQ master), WUF evaluates employee seniority, departmental jurisdiction, and timestamps to determine canonical truth.

  • Departmental truth ownership
  • Certainty scoring (threshold ≥ 0.90)
  • Zero agent paralysis

Strict Evidence Provenance

Every atomic fact is linked directly to the exact paragraph in the source document. When agents execute or answer queries, they provide verifiable citations. No black-box hallucinations.

  • Exact snippet citations
  • Source document linking
  • Verifiable audit trails
PILLAR 03 // EXECUTE

Deploy the Autonomous Workforce

Don't just detect drift—deploy autonomous agent fleets that research, draft, self-patch systems, and publish content directly to production.

Webflow (Source)
Fact Extractor
Patch Generator
Conflict Engine
Knowledge Graph
Consistency Loop
1. Ingestion & Extraction
New data arrives from an integration (e.g., Webflow). WUF extracts facts.
2. Conflict Detection
3. Patch Generation
4. Auto-Correction

Autonomous Patching

When a conflict is detected, WUF.AI generates a proposed text patch. Review the diff side-by-side, approve it, and the engine commits the change back to the source system.

  • LLM-generated text diffs
  • Human-in-the-loop approval
  • Direct API commits (e.g., GitHub PRs)

Flows & Automation

Build autonomous loops that run on a schedule. Generate weekly release notes, scan marketing claims against legal docs, or sync SLA terms across platforms automatically.

  • Cron-based scheduling
  • Event-driven triggers
  • Custom generation prompts

Model Context Protocol

Standardize how your AI agents access data. WUF.AI acts as a universal MCP server, providing a secure, governed context layer for Claude, Cursor, and custom agents.

  • Universal Agent Connector
  • Secure Context Injection
  • Standardized Tool Calling
api.wuf.ai/v1/query
curl -X POST https://api.wuf.ai/v1/query \
-H "Authorization: Bearer $WUF_API_KEY" \
-d '{"query": "What is the Enterprise SLA?"}'

// Response
{
"answer": "The Enterprise SLA is 99.99% uptime.",
"evidence": [
{
"document_id": "doc_123",
"snippet": "...guarantee 99.99% uptime for Enterprise..."
}
]
}
DEVELOPER FIRST

API-First
Architecture.

Everything you can do in the dashboard, you can do via the API.

Integrate WUF.AI directly into your CI/CD pipelines, internal tools, or customer-facing applications. Build custom skills, trigger flows programmatically, and query the Knowledge Graph with millisecond latency.

Read API Docs
ECOSYSTEM

Connect Everything

WUF.AI connects to the tools your team already uses. No migration required.

GitHub
Slack
Notion
Google Drive
Confluence
Salesforce
Zendesk
Jira
Webflow
WordPress
Figma
Linear

Built for the Paranoid

Enterprise-grade security, access control, and auditability out of the box.

ABAC Permissions

Facts inherit the permissions of their source documents. We enforce strict Attribute-Based Access Control across the entire graph.

Bring Your Own Key

Process your data using your own LLM API keys. We never train on your data, ensuring complete privacy and control.

Full Audit Trail

Every extraction, conflict detection, and patch approval is logged immutably. Perfect for compliance and security reviews.

Experience the Engine.

Stop reading features. Start enforcing consistency.