OPEN SPECIFICATION v1.0 | SOVEREIGN AI HARNESS STANDARD

The Sovereign AI Operating System for Small Business.

No terminal commands. No Git merge conflicts. No unpredictable API token bills. YAIBOS bridges your Personal Knowledge Management (PKM) second brain with 1-click SOP execution (Standard Operating Procedures: equivalent to skills for business) and Bring Your Own Subscription auth into a calm, zero-friction cockpit.

Why a Second Brain + AI OS? Your company knowledge lives in open Markdown files that you own forever. Instead of re-explaining context to AI in every chat, your autonomous agents read your rules, follow your standard operating procedures, and run safely on your own terms.

READ SPECIFICATION v1.0 WHY SOVEREIGN (THE EQUATION) HOW IT WORKS ▶ TEST 1-CLICK COCKPIT AI BOOTCAMP (BUILD AN AIBOS)

DATA LAYER Open Markdown PKM

AUTH MODEL BYOS (Zero Token Debt)

RUNTIME 1-Click Agent Engine

LICENSE CC-BY-4.0 Open Spec

yaibos-system-blueprint.arch

SPEC v1.0 VALIDATED

[ 1. PRESENTATION COCKPIT ] Non-Technical UI

• 1-Click SOP Visual Cards with Duration Tracking
• In-App Rich Markdown Second Brain Editor
• Telemetry Counter & Output Artifact Manifests

[ 2. GOVERNANCE & AUTH ] Zero Token Debt

• Folder-level & File-level Team Role Permissions (RBAC)
• Bring Your Own Subscription (BYOS): ChatGPT / Claude Session Bridge
• Lifespan Gates: Assisted → Supervised → Autonomous

[ 3. SOVEREIGN AGENT ENGINE ] Local Execution

• Agent Loop & Deterministic Context Assembler
• Local Hybrid Search (Lightweight Embeddings + BM25)
• Model Context Protocol (MCP) Tool Dispatcher

[ 4. SOVEREIGN DATA LAYER ] File over App

• Plain Markdown Files in Local Folders (SOP/, Areas/)
• Zero proprietary cloud database lock-in

RFC: 2026-YAIBOS-01 Read Complete Schemas →

ARCHITECTURE IN ACTION

How the AI OS Actually Works

No complicated cloud installations. No proprietary vendor databases. Here is how any modern AI agent harness turns your local directory into an autonomous business operating system.

Core Connection Model

Connect Any AI Harness with One Directory Path

Zero Configuration Drift

Desktop AI Harness (Claude Code, Codex, Antigravity, Hermes, OpenCode, etc.)

✕ AI_ZONE

Do anything

⏱ Approve for me

5.6 Astra High ▼

🎙️

↑

✓ Workspace Mounted: ~/AI_ZONE ROOT AI OS LOADED

• Ingested operating directives from AGENTS.md

• Discovered 1-click business procedures in SOP/ (~ skills for business)

• Mounted external tools from AI_TOOLS.md via MCP

• Connected to Team Second Brain in SECOND_BRAIN

Instantly Unlocks 3 Integrated Layers

🧠

1. Second Brain

Memory & PKM

Open Markdown files in your team second brain. Contains company guidelines, customer records, and AGENTS.md rules.

• Human-editable in Obsidian or any text editor

• Zero proprietary cloud lock-in

• Full data sovereignty

⚡

2. External Tools

Real-World Action

Model Context Protocol (MCP) servers, local scripts, billing APIs, CRM hooks, and sandboxed file operations.

• Standardized MCP adapters

• Local shell & script execution

• Controlled network boundaries

📋

3. Business SOPs

Skills for Business

Procedures written in standard Markdown (SOP/) with clear configuration headers (timeout caps, roles, and tool permissions). SOPs are the direct equivalent of skills for business.

• 1-Click execution from UI

• Assisted, supervised, autonomous

• Verified output manifests

TRADITIONAL APPROACH High Friction

The Chaotic Prompting Trap

Forcing non-technical team members to craft raw prompts in consumer chat windows leads to silent failures and expensive mistakes.

✕ No standard inputs: Every employee writes different prompts with unpredictable output formats.

✕ Copy-paste vulnerability: Manual copy-pasting of customer data and invoices into cloud chat windows.

✕ Zero telemetry: No duration tracking, no verified output logs, and no record of what was done.

Result: Inconsistent quality, high anxiety, and runaway token bills.

THE YAIBOS STANDARD Zero Friction

Deterministic 1-Click SOP Buttons (Skills for Business)

Operational procedures are declared once in versioned Markdown and executed with a single click, with full human oversight.

✓ Repeatable cards: Procedures live as visual cards. Anyone on the team can run them safely.

✓ Real-time telemetry: Every execution tracks duration, human minutes saved, and status logs.

✓ Verified manifests: The agent writes output directly to local files and records an immutable log.

Result: Low stress, predictable operations, and durable company leverage.

Team Governance

Team Second Brain with Role Permissions (RBAC)

Designate who can view, who can run procedures, and who can approve changes across company folders.

Source of truth: Local Markdown files

Founder & Admin FULL ACCESS

Reads all areas. Exclusive approval on banking, strategy, and SOP modifications.

• Scope: / (All folders)
• Can modify core blueprints

Sales & Marketing SCOPED ACCESS

Runs Lead Qualification and CRM Enrichment SOPs. Writes qualified contacts to CRM only.

• Scope: Projects/Leads/
• Read-only on accounting files

Operations & Finance SCOPED ACCESS

Runs Invoices Audit SOP. Reconciles receipts against bank statements.

• Scope: Areas/Finance/
• Locked against unauthorized code changes

PILLAR 02 LIVE SIMULATION

The 1-Click SOP Execution Cockpit (~ Skills for Business)

How non-technical team members interact with autonomous procedures: visual cards instead of terminal commands, real-time execution telemetry, and verified output manifests. Standard Operating Procedures (SOPs) are the direct business equivalent of agent skills.

REST API & Workflow Triggers Hybrid Human / AI Workflows (Asana, Trello, Linear, ERP)

POST /api/v1/sop/{id}/run · yaibos://run?sop={id}

In multi-step business workflows where some tasks are completed by humans and some by AI, every SOP can be triggered either visually in 1 click from the harness, or called via REST API and deep-link URLs. A team member in Asana, Trello, or an ERP can click an embedded SOP link directly on a task card to execute the procedure in 1 click in their harness, or an ERP webhook executes the AI step automatically once predecessor human tasks are signed off.

WORKSPACE: AI_ZONE (SMB-OPERATIONS-CORE) TOTAL SAVED THIS WEEK: 15h

RUNNING JOBS: 0 LOCAL RUNTIME READY

Standard Operating Procedures (SOP, or Skills)

Source: SOP/

STAGE 2: SUPERVISED Area: Sales & Marketing

B2B Inbound Lead Qualification & CRM Enrichment

Extracts incoming inquiries, enriches company size and revenue via business registries, and updates CRM pipeline.

Saved this week: 6h · Last run: 2h ago (48s) Owner: Maria (Sales Lead)

STAGE 3: AUTONOMOUS Area: Accounting

Monthly Invoices Audit & Bank Statement Reconciliation

Extracts tables from incoming vendor PDF invoices, verifies tax IDs, and matches lines against monthly bank CSVs.

Saved this week: 5h · Last run: Yesterday (1m 12s) Owner: Samuel (Finance)

STAGE 1: ASSISTED Area: Operations & Support

Customer Support Ticket Triage & Draft Responses

Ingests unassigned customer helpdesk tickets, categorizes priority, drafts contextual answers from product docs, and alerts on bugs.

Saved this week: 4h · Last run: 4h ago (1m 40s) Owner: Support Team

LIVE EXECUTION TELEMETRY IDLE

ELAPSED 00:00

THIS RUN +0 min

WEEK TOTAL 15h

Step Execution Stream:

Ready. Click [▶ RUN] on any SOP card to simulate live loop.

PRODUCED ARTIFACT: None yet

ARCHITECTURAL FOUNDATIONS

The Six Core Pillars of YAIBOS

Designed from first principles to eliminate the operational, financial, and psychological friction of deploying autonomous AI inside small businesses.

01 User Interface

Zero-Install All-in-One UI

No terminal commands, no Git merge conflicts, no raw editor hurdles.

The Friction: Non-technical team members and clients are terrified of terminal prompts, package managers, and raw Git commands. Standard agent tools fail on day one due to install friction.

The Standard: A unified desktop or sovereign local web cockpit. Non-technical staff click visual cards, view execution status, and inspect outputs without ever opening a terminal.

Key Normative Requirements:

› Zero exposed developer terminals during standard business operations.
› Unified desktop runtime (Tauri / Electron) or local-network web app.
› Pure Markdown and open JSON data layer behind the visual UI.
› Data sovereignty guarantee: zero proprietary database lock-in.

02 Operations Engine

1-Click SOP Execution (~ Skills for Business)

Turn company procedures into instant, autonomous action buttons (= skills for business).

The Friction: Standard operating procedures typically sit dead in company wikis. Even when turned into agent prompts, executing them requires technical engineering guidance.

The Standard: Every business SOP (~ skill for business) is declared as a structured Markdown file with frontmatter parameters, rendered as a 1-click execution button with duration, telemetry, and output manifests.

Key Normative Requirements:

› Structured SOP Markdown schema with frontmatter parameters and tool scopes.
› Visual catalog grouped by business area (Marketing, Sales, Accounting, Ops).
› Live execution telemetry: status, elapsed duration, human minutes saved.
› Lifespan progression: Assisted (step-by-step) -> Supervised -> Fully Autonomous.
› REST API endpoint (POST /api/v1/sop/run) and deep-link URL (yaibos://run?sop=...) for integration into Asana, Trello, and ERP workflows with hybrid human/AI tasks.

03 Cost Architecture

BYOS (Bring Your Own Subscription)

Zero token bill shock for the host. Team members use their own accounts.

The Friction: When team members run dozens of autonomous agent loops daily, metered API bills escalate unpredictably for the business owner.

The Standard: Team members authenticate using their existing subscriptions (ChatGPT Plus/Team/Pro, Claude Pro, DeepSeek web auth). The harness consumes models directly with zero host token charges.

Key Normative Requirements:

› Support consumer subscription OAuth and session bridging alongside metered API keys.
› Client-side encrypted credential storage with zero third-party broker exposure.
› Decoupled per-member usage quotas and execution auditing.

04 Knowledge Layer

Integrated Team Second Brain

Human-legible company memory that autonomous agents can read and update.

The Friction: Vector databases and agent memory silos remain opaque black boxes that human team members cannot inspect, verify, or casually edit.

The Standard: Company memory lives in standard, open Markdown files. Staff can read and edit documentation in a built-in rich editor, while agents leverage local hybrid search.

Key Normative Requirements:

› Standard open Markdown storage with bi-directional in-app editing.
› Local hybrid semantic search (lightweight vector embeddings + BM25 keyword matching).
› Background memory hygiene: stale note detection and duplicate resolution.

05 Security & Governance

Granular Team Permissions (RBAC) & Ownership

Selective folder permissions with designated area responsibility.

The Friction: Traditional personal second brains lack multi-user security. Giving agents blanket workspace access risks accidental modification of payroll or accounting files.

The Standard: Folder-level and file-level permissions (Read, Execute, Write/Propose, Admin) with designated human area owners who approve modifications.

Key Normative Requirements:

› Strict folder-level and tool-level execution whitelists.
› Area ownership gates: agent writes to protected areas require human sign-off.
› Immutable local audit trail tracking all agent filesystem changes.

06 Engine Design

Modular Sovereign Engine Architecture

Everything is a plugin. Zero vendor lock-in, swappable models and tools.

The Friction: Monolithic agent frameworks tightly couple the model provider, database, and UI, forcing painful rewrites whenever underlying tech shifts.

The Standard: A minimal, resilient pluggable engine where model connectors, MCP tool providers, storage layers, and UI themes are swappable, hot-reloadable plugins.

Key Normative Requirements:

› Lightweight modular engine with swappable components.
› Open plugin manifest standard for tools, memory, and model providers.
› Model Context Protocol (MCP) native integration.

Looking for the formal technical schema?

Read the complete draft RFC including YAML frontmatter specs, telemetry schemas, and sandboxing rules.

READ COMPLETE SPECIFICATION →

LINEAGE & ECOSYSTEM

Standing on the Shoulders of Giants

YAIBOS did not emerge in a vacuum. It synthesizes decades of collective breakthroughs in Personal Knowledge Management (PKM), asynchronous business operations, and local-first AI engineering. Here are the key pioneers whose work shaped these specifications.

Tiago Forte

link

Author of 'Building a Second Brain' & Founder of Forte Labs

Pioneered mainstream Personal Knowledge Management (PKM) with the PARA method (Projects, Areas, Resources, Archives) and CODE framework. Proved that externalizing human memory into a structured digital vault liberates the mind for higher-order synthesis.

Key Insight: "The foundation: organizing human memory so an AI agent has a clear world model to consult."

Eliott Meunier

link

Author of 'Le Deuxième Cerveau', Creator of Evocative & Prisme One

Visionary on sovereign AI stacks and the IPCRA framework. Demonstrated how to transform an Obsidian markdown vault from a static note repository into an active operating system executing autonomous agent loops.

Key Insight: "Pioneered connecting sovereign local markdown notes directly to autonomous agent execution."

Meta (Analytics Team)

link

Enterprise AI Second Brain Case Study (60,000 Workers)

Published the landmark blueprint detailing how Meta deployed an AI second brain across 60,000 knowledge workers. Validated that grounding agents in structured internal documentation beats generic conversational chatbots at scale.

Key Insight: "Enterprise proof: structured internal company context is the true differentiator for AI utility."

Nate Herk

link

AI Automation Educator & Architect of Claude Code AIOS

Formulated the 4 C's framework: Context (rules and voice), Connections (APIs and tools), Capabilities (reusable skills and SOPs), and Cadence (scheduled routines and audits). Inspired our practical SOP packaging.

Key Insight: "The 4 C's framework showed how to package agent skills and routines into repeatable assets."

Iwo Szapar

link

Second Brain Architect & Co-Founder of Remote-how

Global champion of asynchronous operations, written documentation, and remote company architecture. Showed that sovereign, asynchronous workflows allow teams to perform at enterprise quality with minimal operational friction.

Key Insight: "Async-first operations: companies run better when processes and decisions are documented in text."

Andrej Karpathy

link

Former Director of AI at Tesla, Co-Founder of OpenAI

Popularized the 'LLM OS' architecture and the 'LLM Wiki' concept, where an agent continuously synthesizes raw inbox clips into an evolving, interconnected knowledge base.

Key Insight: "A brilliant conceptual starting point for local agent compilation, though limited for real business operations without multi-user governance, 1-click execution, and zero-terminal UX."

Dan Harrison

link

Founder of Claude for Coaches & Systems Architect

Developer and educator creating pragmatic AI operating systems for service businesses. Demonstrated how founders can replace manual administrative drudgery with lean, AI-driven operations to reclaim personal freedom.

Key Insight: "Focuses on practical business leverage, keeping operational complexity low and freedom high."

Nick Milo

link

Founder of Linking Your Thinking (LYT) & Creator of Maps of Content

Champion of the 'File over App' philosophy and spatial note-making. Reminds the industry that personal thinking and company memory must remain in open, future-proof plain text files, never held hostage by proprietary SaaS databases.

Key Insight: "File over App: your knowledge and SOPs must live in open Markdown, owned forever by you."

READ THE COMPLETE ARCHITECTURAL LINEAGE (8 DETAILED PROFILES)

Notice an inspiration or project missing? YAIBOS is maintained as an open community specification under CC-BY-4.0. We actively invite creators and researchers to contribute case studies and comparative benchmarks.

PROPOSE A REFERENCE ↗

MARKET LANDSCAPE & GAP ANALYSIS

YAIBOS Implementation Scorecard

Evaluating active AI agent platforms, second-brain frameworks, and visual orchestrators against the YAIBOS sovereign small-business standard.

Evaluation Criteria (Rated 0 to 5):

Zero-Install UI Clean web or desktop interface without terminal commands or Git hurdles.

1-Click SOPs Procedures rendered as visual buttons with telemetry and duration tracking.

BYOS Auth Team members use existing subscriptions with zero host token bill shock.

Team Second Brain Plain Markdown storage with bi-directional in-app editing and semantic search.

Team RBAC Granular folder-level and file-level permissions with area ownership.

Modular Engine Pluggable engine design where tools, models, and memory are swappable.

Modular Agent Engine & Runtime GRADE: B+

DeepSeek Harness (dsh + Cordis)

↗

High-performance modular agent runtime built on a lightweight plugin engine with swappable memory and execution plugins.

VERDICT: The closest architectural match for the execution engine, but currently lacks a non-technical UI and multi-user RBAC.

Criteria Score Rating (0-5)

Zero-Install UI:

1-Click SOPs:

BYOS Auth:

Team Second Brain:

Team RBAC:

Modular Engine:

Key Strengths:

✓ World-class modular plugin architecture.
✓ Robust telemetry, duration counting, and audit trace logging.
✓ Growing community ecosystem of open plugins (dsh-mnemon, web runners).

Gaps Relative to YAIBOS:

✕ Strictly developer-oriented: requires terminal knowledge to deploy.
✕ No native multi-user RBAC or folder permissions.
✕ Requires bridging for consumer subscription auth (ChatGPT/Claude web auth).

Visual Agent Canvas & Self-Hosted Platform GRADE: B+

Obsidian AI (sup3rus3r/obsidian-ai)

↗

Self-hosted, open-source platform for orchestrating AI agents through a visual drag-and-drop canvas with native MCP support, prompt vault, and team RBAC.

VERDICT: Superb self-hosted visual orchestration with strong secrets management and multi-provider LLM support, though its node canvas is more complex than 1-click business SOP buttons and it lacks a native bi-directional Markdown note editor.

Criteria Score Rating (0-5)

Zero-Install UI:

1-Click SOPs:

BYOS Auth:

Team Second Brain:

Team RBAC:

Modular Engine:

Key Strengths:

✓ Drag-and-drop visual canvas for agent teams and DAG execution workflows.
✓ Production security: Fernet secrets vault, AES encryption, JWT auth, and role-based access control.
✓ Native Model Context Protocol (MCP) support and multi-provider model switching without config changes.

Gaps Relative to YAIBOS:

✕ Node-and-wire visual canvas still demands workflow logic design rather than simple 1-click SOP cards for business staff.
✕ Does not provide an integrated, human-editable Markdown second-brain note vault.
✕ Self-hosting requires Docker or server deployment before non-technical staff can use it.

Custom AI Systems & Automation Studio GRADE: B

LoopSuit AI

↗

AI-native product studio and automation agency deploying custom autonomous agents, onboarding pipelines, and bespoke operational workflows for business operators.

VERDICT: Strong operational design and rapid production-ready MVP delivery, but structured as custom agency deployments rather than a sovereign, self-hosted open-source second brain operating system.

Criteria Score Rating (0-5)

Zero-Install UI:

1-Click SOPs:

BYOS Auth:

Team Second Brain:

Team RBAC:

Modular Engine:

Key Strengths:

✓ Custom autonomous agent workflows for lead intake, client onboarding, and operational procedures.
✓ High-end product design and rapid two-week delivery for operators.
✓ Emphasizes client ownership of the final deployed automation system.

Gaps Relative to YAIBOS:

✕ Bespoke agency delivery rather than a standardized, open-source sovereign software harness.
✕ No integrated, bi-directional Markdown second-brain knowledge layer.
✕ Auth and pricing models vary per client setup rather than standardized BYOS session auth.

Visual Harness UI GRADE: B

OpenDesign / DSHKer

↗

Local-first visual desktop interface designed to run DeepSeek Harness workflows without a terminal.

VERDICT: Demonstrates that complex agent harnesses can have a friendly consumer UI, though still early in enterprise features.

Criteria Score Rating (0-5)

Zero-Install UI:

1-Click SOPs:

BYOS Auth:

Team Second Brain:

Team RBAC:

Modular Engine:

Key Strengths:

✓ Zero-install desktop app for non-technical team members.
✓ Visual preview of agent executions and artifacts.
✓ Direct integration with dsh execution backend.

Gaps Relative to YAIBOS:

✕ No integrated team second brain or Markdown editor.
✕ Single-user desktop focus with zero role-based permissions.
✕ Early stage with evolving API stability.

AI Second Brain & Assistant GRADE: B-

Khoj

↗

Self-hosted AI search and personal assistant that indexes local Markdown notes and documents.

VERDICT: Strong on local Markdown second-brain capabilities, but lacks an operational 1-click business SOP runner.

Criteria Score Rating (0-5)

Zero-Install UI:

1-Click SOPs:

BYOS Auth:

Team Second Brain:

Team RBAC:

Modular Engine:

Key Strengths:

✓ Excellent local Markdown indexing and semantic retrieval.
✓ Clean web and desktop interface.
✓ Self-hosted privacy guarantees.

Gaps Relative to YAIBOS:

✕ Oriented toward conversational Q&A rather than running business SOPs.
✕ No 1-click action cards with telemetry and duration tracking.
✕ Rudimentary team sharing and permission controls.

Knowledge Base + Plugin Ecosystem GRADE: B-

Obsidian (with Agent & Smart Plugins)

↗

The premier local Markdown editor with community agent plugins (Smart Connections, Banners, Local LLMs).

VERDICT: Unbeatable as a personal knowledge vault, but too complex for non-technical staff and lacks multi-user RBAC.

Criteria Score Rating (0-5)

Zero-Install UI:

1-Click SOPs:

BYOS Auth:

Team Second Brain:

Team RBAC:

Modular Engine:

Key Strengths:

✓ The gold standard for plain text Markdown sovereignty.
✓ Massive plugin ecosystem and local graph visualization.
✓ Zero proprietary data format lock-in.

Gaps Relative to YAIBOS:

✕ High onboarding friction for non-technical team members.
✕ Obsidian Sync has zero folder-level RBAC for team permissions.
✕ Agent execution relies on fragmented community plugins rather than a cohesive runtime.

Desktop AI Workspace GRADE: C+

AnythingLLM

↗

All-in-one desktop and enterprise app for chatting with documents and local models.

VERDICT: Polished document workspace, but strictly conversational with no concept of business SOP execution.

Criteria Score Rating (0-5)

Zero-Install UI:

1-Click SOPs:

BYOS Auth:

Team Second Brain:

Team RBAC:

Modular Engine:

Key Strengths:

✓ One-click desktop installer with zero technical setup required.
✓ Supports multi-user workspaces and basic permission levels.
✓ Flexible model endpoint configuration.

Gaps Relative to YAIBOS:

✕ No 1-click SOP procedures or automated business agent loops.
✕ Data locked in internal vector databases instead of plain Markdown.
✕ Rigid plugin architecture with limited extensibility.

Visual Workflow & LLMOps GRADE: C

Dify / Flowise

↗

Visual canvas builders for chaining LLMs, tools, and multi-agent workflows into APIs.

VERDICT: Powerful for developers, but node spaghetti is too complex for non-technical teams, and lacks sovereign Markdown notes.

Criteria Score Rating (0-5)

Zero-Install UI:

1-Click SOPs:

BYOS Auth:

Team Second Brain:

Team RBAC:

Modular Engine:

Key Strengths:

✓ Powerful visual logic builder for custom multi-agent chains.
✓ Good team access management in enterprise self-hosted tiers.
✓ Wide support for external API connectors.

Gaps Relative to YAIBOS:

✕ Visual node graphs are intimidating for non-technical operators.
✕ Relies on PostgreSQL and cloud vector stores, completely missing sovereign Markdown files.
✕ Heavy infrastructure footprint to self-host.

Self-Hosted Model Interface GRADE: C+

Open WebUI

↗

Feature-rich self-hosted chat interface for Ollama, OpenAI, and compatible endpoints.

VERDICT: Great as a sovereign ChatGPT alternative, but has no operational SOP catalog or agent action loops.

Criteria Score Rating (0-5)

Zero-Install UI:

1-Click SOPs:

BYOS Auth:

Team Second Brain:

Team RBAC:

Modular Engine:

Key Strengths:

✓ Familiar and clean ChatGPT-style user interface.
✓ Good user management and multi-role RBAC in server mode.
✓ Broad model support including local Ollama runners.

Gaps Relative to YAIBOS:

✕ Purely conversational: no 1-click execution cards or task duration telemetry.
✕ Lacks a bi-directional Markdown second brain.
✕ Not designed to automate repetitive business processes.

Developer Agent Frameworks GRADE: D+

CrewAI / AutoGPT / OpenManus

Code-first multi-agent orchestration libraries designed for software engineers.

VERDICT: Powerful algorithmic experiments, but completely inaccessible to non-technical business teams.

Criteria Score Rating (0-5)

Zero-Install UI:

1-Click SOPs:

BYOS Auth:

Team Second Brain:

Team RBAC:

Modular Engine:

Key Strengths:

✓ Flexible multi-agent role delegation in Python or TypeScript.
✓ Rapidly adopting open standards like Model Context Protocol (MCP).

Gaps Relative to YAIBOS:

✕ Zero graphical UI: requires terminal execution and virtual environments.
✕ Metered API consumption causes severe token bill shock.
✕ No persistent human-readable knowledge layer or team permissions.

Live Implementation Cohorts

Build and deploy your AI Business OS with Samuel Michelot.

Reading open specifications is great: having an operating system running inside your business is transformative. In the AI Bootcamp at Simple AI Studio, you build your sovereign AI Business OS step-by-step alongside other ambitious founders and small business operators.

1. Team Second Brain

Organize your company knowledge into open Markdown files that you own forever. Zero cloud database lock-in.

2. 1-Click SOP Creation

Turn your daily workflows (lead scoring, billing audits, support triage) into 1-click autonomous procedures.

3. Zero Token Shock (BYOS)

Connect your team's existing subscriptions (ChatGPT, Claude) so running procedures costs zero metered API markup.

4. Zero Terminal Hustle

No Git conflicts or terminal prompts for your staff. Everything runs through a clean, calm, visual cockpit.

EXPLORE THE AI BOOTCAMP ASK SAMUEL A QUESTION

Delivered live online by Simple AI Studio. Small group cohorts for founders, managers, and SMB operators.

BOOTCAMP CURRICULUM SIMPLE AI STUDIO

Week 1: Sovereign Architecture Foundations

Install your local desktop harness, configure Model Context Protocol (MCP) servers, and connect your AI subscriptions.

Week 2: The Team Second Brain Memory

Build your company knowledge base in open Markdown. Implement folder permissions and clear operational directives.

Week 3: Standard Operating Procedures Skills

Codify your company processes into 1-click executable SOPs with timeout limits, safety gates, and audit trails.

Week 4: The 1-Click Cockpit Operations

Deploy a clean visual dashboard for your non-technical team members and clients. Measure actual hours saved weekly.

Next Cohort Opening Soon simpleaistudio.com ↗

OPEN STANDARD & SCHEMAS

Ready to implement or inspect the complete RFC specification?

YAIBOS is published as an open architectural specification under CC-BY-4.0. Access the complete technical schemas, SOP YAML manifests, telemetry data structures, and security guarantees.

VIEW FULL SPEC (RFC-01) → ABOUT SAMUEL & THE STORY

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SOVEREIGN ASYNC CONTACT

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Have feedback on the YAIBOS specification, want to propose a new implementation for the scorecard, or exploring a sovereign AI harness for your business?

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