How Octoplexity turns docs into runtime context

The workflow starts with documentation and ends with permission-aware context packets that downstream AI systems can use with citations.

01Ingest

02Parse

03Compile

04Weight

05Retrieve

06Serve

07Improve

Docs uploaded or crawled

Files

PDF Product Guide.pdf

DOC Release Notes.docx

PPT Runbook.pptx

MD Security.md

Web

docs.example.com

help.example.com

Document Compiler

StructureHeadings, hierarchy, relationships

ClaimsFacts, statements, guarantees

EntitiesProducts, terms, people, systems

SummariesSection and document summaries

ProvenanceSources, timestamps, authorship

Compiled artifacts

Graph

Claims

Packets

Index

Sources

Context Packet

Cited context

The system supports SSO with SAML 2.0 and OIDC [1]. Audit logs are retained for 365 days [2].

[1] Security.md[2] Runbook.pptx

API / MCP output

{
  "context": {...},
  "citations": [1, 2]
}

Chatbot answer

SSO is supported via SAML 2.0 and OIDC. Audit logs are retained for 365 days.[1][2]

Connect sources

Upload files or crawl documentation sites so Octoplexity can normalize source material into versioned documents.

Compile artifacts

Extract source spans, claims, entities, summaries, relationships, and provenance from the source set.

Apply policy

Resolve the requester, organization, project, source permissions, API key scope, and runtime boundaries.

Serve context

Assemble the relevant packet for an assistant, chatbot, API client, or MCP tool.

QuestionCan this customer use SSO and keep audit history?

Intent: policy or compliancePermission filter: support roleSources: security docs and admin guide

Context packet

SSO supports SAML 2.0 and OIDC. Audit events include member, source, key, billing, and permission changes.

[1] Security.md[2] Admin Guide

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