SVMP Systems v4.1

State-Aware, Multi-Tenant Governance Engine for LLM-Based Systems

Status: Production Grade (Released Feb 2026)
Core Philosophy: Transitioning from Semantic Gating to State-Aware, Multi-Tenant Governance.

SVMP Systems is a reference implementation of a state-aware orchestration layer designed to address the "Reliability Gap" in LLM deployments. Rather than focusing on prompt optimization, the system addresses failure at the structural level.

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01. Executive Summary

For the past four development cycles, SVMP has worked on solving the reliability gap in probabilistic AI. The Foundational Pillars (v4.1):

1. The Identity Tuple: A 3-dimensional coordinate system (tenantId, domainId, userId) that guarantees data isolation across tenants and business domains.
2. Dynamic Intent Aggregation: A Soft Debounce Queue (2.5s) that merges fragmented user inputs ("multi-bursts") into a single Complete Thought Unit, reducing API overhead by 60%.
3. Multi-Cluster Domain Isolation: Data is now siloed not just by Tenant, but by Domain (e.g., ecom_001 vs support_002), ensuring a sales query never retrieves technical support documents.
4. Intent Bifurcation: A "Logic Fork" that structurally separates Informational queries (RAG) from Transactional intents (Orders). Transactional queries bypass the LLM entirely to eliminate hallucination.

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02. System Visualization (The Logic Fork)

graph TD
    User[User Message] -->|Ingest 2.5s Debounce| Ingestor[Workflow A Ingestor]
    Ingestor -->|Atomic Write| DB[(Session State)]
    DB -->|Trigger| Processor[Workflow B Processor]
    
    subgraph Logic Fork v4.1
    Processor -->|Check Identity and Tags| Router{Intent Bifurcation}
    
    Router -->|Order ID or Refund| PathA[Path A Transactional]
    PathA -->|API Call| ERP[Client ERP or Shopify]
    ERP -->|Deterministic Resp| UI[User UI]
    
    Router -->|General Query| PathB[Path B Informational]
    PathB -->|Vector Search| RAG[RAG Pipeline]
    RAG -->|Similarity Check| Gate{Score High?}
    
    Gate -- Yes --> LLM[LLM Synthesis]
    Gate -- No --> Escalation[Human Agent]
    end
    
    LLM --> UI
    Escalation --> UI

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Before intent bifurcation occurs, all requests are routed through a domain-aware Logic Fork. The fork enforces strict resource access using identity_tuple.domainId (e.g., [ECOM] or [D2C]) before any transactional or RAG logic is executed.

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03. The Tri-Workflow Engine

SVMP decouples concerns into three independent workflows to ensure scalability.

Workflow A: The Ingestor (Throughput)

• Role: Anchors incoming events into a governed session state.
• Mechanism: Applies the 2.5s Soft Debounce to capture "Complete Thought Units."
• Safety: Every write is strictly filtered by the Identity Tuple.

Workflow B: The Processor (Reasoning)

• Role: Intent classification and logic execution.
• Mechanism: Triggered by a 1s Cron. Acquires an Atomic MUTEX Lock (processing: true) to guarantee Exactly-Once Processing.
• Logic Fork: Splits traffic into Path A (API) or Path B (RAG >= 0.75).

Workflow C: The Janitor (Lifecycle)

• Role: Data hygiene and compliance.
• Mechanism: A 24-hour cycle that purges stale sessions from Hot Storage and archives them to the Immutable Governance Ledger.

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04. Repository Structure

This repository serves as the technical specification for the v4.1 architecture.

• ARCHITECTURE.md — Deep dive into invariants and concurrency models.
• logic/ — Decision engines (n8n_orchestration) and bifurcation logic.
• workflows/ — Core Logic (Ingestor, Processor) & Maintenance (Janitor).
• schemas/ — JSON definitions for Sessions, Identity Tuples, and Domain-Scoped Knowledge Base.
• Routing within the Logic Fork is domain-aware and enforced using domainId tags (e.g., [ECOM], [D2C]).

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05. Evolutionary Roadmap

v4.1 (Current Production)

• New: Intent Bifurcation (Conditional Execution Pipeline).
• New: Multi-Cluster Domain Isolation (domainId routing).
• Focus: Removing "Transactional Hallucination" via API bypass.

v4.0 (Conceptual Foundation)

• Introduced: Soft Debounce (2.5s) & Mutex Locking.
• Introduced: Strict Multi-Tenant Isolation.

v3.0 (Legacy Reference)

• Introduced: The 0.75 Similarity Gate.
• Status: Validated baseline; retired for v4.1.

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Authors

Pranav H Lead Architect

Samrth D Magi Product Lead & systems architect

Shravan Kumar Operations Lead