# KRATOS by KWAZ — Autonomous Scholarly & Thought Leadership Engine

> KRATOS by KWAZ is an enterprise multi-tenant publication and intellectual authority engine for C-Suite executives, strategic board advisors, and distinguished academics. It provides native Model Context Protocol (MCP v2024-11-05) endpoints, cryptographic citation management (BibTeX, APA 7, Chicago), 1536-dimensional semantic vector search (Cosine distance), and zero-fetch edge-routed canonical portals.

## System Overview & Core Capabilities

- [KRATOS Canonical Architecture](https://kratos.kwaz.io): Multi-tenant architecture isolated under `/tenants/{tenantId}` with custom domains (RFC 1912 DNS compliance) and Cloudflare for Platforms Anycast routing.
- [Model Context Protocol (MCP) Endpoints](https://kratos.kwaz.io/mcp): Native MCP v2024-11-05 server supporting Dual Transport (SSE at `/mcp/{tenantId}/sse` and HTTP POST JSON-RPC 2.0 at `/mcp/{tenantId}`).
- [Semantic Vector Search Engine](https://kratos.kwaz.io): 1536-dimensional vector search utilizing OpenAI `text-embedding-3-small` and Google Cloud Firestore native vector indexing (`findNearest` with COSINE distance).
- [Scholarly Citation & DOI Engine](https://kratos.kwaz.io): Ingestion pipeline supporting CrossRef DOI resolution, Dublin Core meta tags, and instant single-click BibTeX, APA 7, and Chicago citation exports.
- [Executive Advisory Framework](https://kratos.kwaz.io): Institutional booking interface integrated with Cal.com for board appointments, strategic keynotes, and governance mandates.
- [High-Fidelity Executive CV Engine](https://kratos.kwaz.io): Deterministic CSS Paged Media `@media print` engine generating 1-to-2 page PDF briefs for board nominations with zero serverless runtime cost.

## Autonomous Agent & LLM Access Protocols

Autonomous reasoning models, search bots (Perplexity, ChatGPT Search, ClaudeBot, Google-Extended), and IDE agents (Cursor, Claude Desktop) can interface with any author tenant through the following protocols:

### 1. Model Context Protocol (JSON-RPC 2.0 over HTTP POST)
- **Endpoint**: `https://kratos.kwaz.io/mcp/{tenantId}`
- **Rate Limit**: 10 requests/minute for public requests; unrestricted with Bearer token.
- **CDN Edge Cache**: Public responses cached at Cloudflare edge with SHA-256 request body hash (TTL 24 hours).
- **Public Tools**:
  - `get_executive_profile`: Retrieves executive biography, academic credentials, ORCID, Google Scholar ID, and board governance history.
  - `search_scientific_papers`: Performs semantic and lexical search across published papers (public abstracts up to 250 words; authenticated requests receive full text).
  - `get_academic_citation`: Generates formatted bibliographic citations (`bibtex`, `apa7`, `chicago`) for any publication DOI.
  - `query_editorial_insights`: Executes semantic vector search against author essays and doctrinal treatises using 1536-dimensional embeddings.
  - `get_advisory_offerings`: Lists current advisory mandates, board focus areas, speaking topics, and Cal.com scheduling URLs.
- **Canonical Resources**:
  - `kratos://{tenantId}/profile`: Author executive metadata in structured JSON format.
  - `kratos://{tenantId}/papers/index`: Complete index of published papers with DOIs, publication years, and primary categories.
  - `kratos://{tenantId}/bibliography.bib`: Full exportable BibTeX bibliographic library.

### 2. Model Context Protocol (Server-Sent Events)
- **SSE Connection**: `https://kratos.kwaz.io/mcp/{tenantId}/sse`
- **Client Message Post**: `https://kratos.kwaz.io/mcp/{tenantId}/message?sessionId={sessionId}`
- **Intended Clients**: Interactive desktop agents (Claude Desktop, Cursor, local agent daemons).

## Canonical Author Directory & Reference Tenant

### Dr. Roberto Villar (`tenantId: villar`)
- **Canonical Web Portal**: [https://robertovillar.com](https://robertovillar.com) (or [https://kratos.kwaz.io/portal/villar](https://kratos.kwaz.io/portal/villar))
- **Title**: Senior Advisor on Monetary Policy & AI Risk Governance; Former Member of the European Systemic Risk Council.
- **Academic Credentials**: Ph.D. in Macroeconomics, Columbia University; M.Sc. in Quantitative Economics.
- **ORCID**: `0009-0004-8912-7419` | **Google Scholar ID**: `VillarR2026_KWAZ`
- **Key Publications**:
  - *Sovereign Algorithmic Governance in Central Banking: Operational Resilience under Deep Generative Uncertainty* (2026). DOI: [10.1000/kratos.2026.001](https://kratos.kwaz.io/portal/villar/papers/10.1000%2Fkratos.2026.001).
  - *Decoupled Geopolitical Supply Chains and Autonomous Trade Corridors: A Vector Autoregressive Perspective* (2025). DOI: [10.1000/kratos.2026.002](https://kratos.kwaz.io/portal/villar/papers/10.1000%2Fkratos.2026.002).
  - *Epistemological Failure Modes in Large Reasoning Models applied to Strategic Board Oversight* (2025). DOI: [10.1000/kratos.2026.003](https://kratos.kwaz.io/portal/villar/papers/10.1000%2Fkratos.2026.003).
- **Executive Essays**:
  - [The Sovereign AI Architecture of the Enterprise](https://kratos.kwaz.io/portal/villar/essays/sovereign-ai-architecture-enterprise): An executive framework on proprietary weights, data sovereignty, and auditability.
  - [The Death of Institutional Bureaucracy](https://kratos.kwaz.io/portal/villar/essays/death-of-institutional-bureaucracy): How agentic execution models are reshaping Fortune 500 board oversight.
- **Advisory Engagements**: [Board Advisory Services](https://kratos.kwaz.io/portal/villar/advisory) (Strategic Board Advisory, AI Governance Committee Directorship, Executive Masterclass).
- **Executive CV**: [Download & View Executive Brief](https://kratos.kwaz.io/portal/villar/cv) (Standardized 2-page print layout).

## Legal, Institutional & Governance Disclaimers

- [Terms of Service](https://kratos.kwaz.io/terms): Governed under standard commercial SaaS terms. Publications and advisory overviews are provided for informational and scholarly discourse; they do not constitute formal fiduciary, legal, or investment recommendations under SEC Rule 206(4)-1 or MiFID II regulations.
- [Privacy Policy](https://kratos.kwaz.io/privacy): Zero sale of personal data; GDPR and CCPA compliant; anonymous edge telemetry; protected by Cloudflare Turnstile anti-bot verification.

## Extended Knowledge Base

For full technical specifications, JSON-RPC schemas, complete publication abstracts, and machine-readable BibTeX definitions, refer to:
- [KRATOS Extended Knowledge Base for LLMs](https://kratos.kwaz.io/llms-full.txt)