Parse the intent,
assemble the intelligence.

Kamos AI Full-Stack Intelligence Orchestration: Router, Core, MCP & Design Harness

Liberating generative intelligence from rigid prompt slavery: Kamos AI receives rough colloquial dialogue as underlying human intent, preserving contemplative margins where thought can slowly ferment. Composed of four foundational layers—Router, Core, MCP, and Design Harness—it establishes a full-stack processing pipeline spanning prompt evaluation, adaptive model dispatch, causal philosophical reasoning, autonomous tool execution, and self-healing layout and source-code auditing.

Core Architecture

The Four Pillars of Kamos AI

Organized in direct chronological order of execution: from initial request routing and deep reasoning to tool actions and automated layout/source auditing.

Pillar 01 Autonomous Definition & Team

Definer (Task Definition & Variable Team Orchestrator)

Gemini 3.5 Flash Lite · Task Definition · 2-to-6 Member Dynamic Team

The front-line orchestrator that instantly defines user intent and required expertise, autonomously determining execution pathways. Simple Q&A and quick summaries are dispatched as ultra-fast single executions (Solo), while composite web/UI creation, strategic planning, and analytical tasks dynamically assemble a purpose-tailored team (Team) consisting of the Definer and 1 to 5 specialized experts from Kosuke Kato's 5-Expert Studio (Designer, Engineer, Planner, Data Analyst, Researcher)—scaling from 2 to a maximum of 6 members.

Role: Intent definition, Solo/Team autonomous dispatch, 5-Expert Studio variable team assembly (2 to 6 members)
Pillar 02 Philosophy & Deliberation

Core (Intelligence, 5-Expert Deliberation & Constitution)

Constitutional Rules · 5-Expert Studio · Causal Dynamics

The intellectual cornerstone that maintains constitutional governance (GEMINI.md) and contextual causality. Here in the Core, the dynamic 5-Expert Studio (Designer, Engineer, Planner, Data Analyst, Researcher) deliberates on the task, synthesizing specialized domain viewpoints. By looking beyond superficial command literalism, it parses latent human intent and preserves cognitive margins where complex ideas can slowly ferment through system dynamics causal loops.

Role: 5-Expert deliberation synthesis, Intent & Margin Engineering, system causal dynamics
Pillar 03 Tool Protocol

MCP (Model Context Protocol / kamos-bridge)

Autonomous Tool Hub · External Systems · SSOT

Fully aligned with Anthropic's open MCP standard, Kamos Bridge serves as the omni-directional tool hub. Direct bidirectional channels connect Firestore, freee accounting, Google Workspace, BigQuery, scholarly citations, and Playwright headless browsers across 60+ production tools, bridging abstract thought into real-world automated actions and single source of truth (SSOT) synchronization.

Role: Database sync, external API integration, automated tool execution
Pillar 04 Quality & Code Governance

Design Harness (Layout Repair & Source Auditing)

Syntax Auditing · Automated Layout Normalization · Self-Healing

An automated self-healing guardrail ensuring professional production standards for AI-generated code and interface designs. Enforcing token-driven design (data-accent), DOM self-repair normalizers, and static code linters, it checks source syntax, detects hallucinated tokens, and corrects responsive layout misalignments—while preserving human margins for hands-on fine adjustments.

Role: Source-code syntax checks, automated layout repair, structural consistency
Representative Architecture: Kamos AI Intelligent Full-Stack Pipeline

Kamos AI Execution Pipeline Schematic

A sequential four-tier pipeline flowing from Router (intent parsing & dispatch) through Core, MCP (tools), to Design Harness (layout & source auditing).

TIER 01. DEFINER

Definer (Task Definition & Team Orchestrator)

AUTONOMOUS DEFINITION

Instantly defining core user intent and autonomously assembling either a direct response (Solo) or a 2-to-6 member variable team (Team)

GEMINI 3.5 LITE
Rapid Task Definition
SOLO DISPATCH
Direct Solo Response
TEAM ORCHESTRATION
2-to-6 Member Team
COST SHIELD
Expensive Model Guard
↓ TASK DEFINITION & DYNAMIC EXPERT ASSEMBLY (2 TO 6 MEMBERS) ↓
TIER 02. CORE

Core (Cognition, 5-Expert Deliberation & Causal Dynamics)

PHILOSOPHY, DELIBERATION & MARGIN

Discerning human intent beyond literal commands to nurture contemplative reasoning, synthesizing multi-expert deliberation inside the intellectual core

group 5-Expert Studio (Dynamic Team Deliberation Engine)
Dynamic Experts

Specialists (1 to 5 members) selected by the Definer formulate multi-angle guidance based on respective domain specs

Designer UI/UX · Aesthetics
Engineer Web Standards · a11y
Planner Product Strategy · Value
Data Analyst Metrics · Causal Loops
Researcher Evidence · Fact-check
CONSTITUTION
Constitutional Alignment

GEMINI.md compliance and lucidity

MARGIN THINKING
Generative Margins

Patient maturation of complex ideas

CAUSAL LOOPS
Causal Loop Analysis

System dynamics multi-variable mapping

↓ MODEL CONTEXT PROTOCOL (MCP) BUS ↓
TIER 03. MCP

MCP (kamos-bridge Integration Hub)

60+ TOOL ECOSYSTEM

Direct execution channel between external databases and reasoning engines for automated SSOT updates

Firestore Knowledge & Telemetry DB
freee API Accounting & Sales Sync
Workspace Docs / Sheets / Drive
Playwright Headless Browser Auditing
↓ SOURCE AUDIT & CRAFT ITERATION ↓
TIER 04. HARNESS

Design Harness (Quality Assurance, Layout & Craft Iteration)

SELF-HEALING & CRAFT

Self-healing guardrail ensuring syntax accuracy, layout stability, and human craft catchball across outputs

SOURCE AUDIT
Source Syntax Audit

Detect and heal syntax errors & hallucinations

LAYOUT REPAIR
Layout Self-Healing

DOM Normalizer repairs UI breakages

HUMAN CRAFT
Handcrafted Margins

Illustrator / typography iterative catchball