Architecture for compiled context, not runtime guesswork

Octoplexity moves source understanding to ingest and refresh time, then serves compact, cited packets through deterministic runtime checks.

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]

Ingest

Validate sources, store raw files privately, compute content hashes, and create document versions.

Parse

Extract clean text, tables, code blocks, section paths, and source spans from each document.

Compile

Generate claims, entities, summaries, relationships, contradictions, and provenance-linked artifacts.

Weight

Rank artifacts by authority, hierarchy, freshness, entity centrality, usage, confidence, and conflict signals.

Retrieve

Classify intent, apply permissions, choose structural, graph, claim, summary, or vector retrieval paths.

Serve

Assemble a compact context packet with citations, warnings, source freshness, and token-budget controls.

Improve

Use feedback, accepted answers, failed retrievals, and source changes to update weighting over time.

The runtime path stays policy-first.

A request authenticates the subject, resolves organization and project scope, checks plan and source permissions, chooses a retrieval plan, assembles the packet, records usage, and returns context with citations.

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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