AI-Native
Organization & Development
Automated transformation from concept to code, virtual 1,000-person organization design, hypothesis-driven development processes — a framework for intellectual production in the age of AI. 8 themes, 32 documents.
Archive Status
32
Documents across 8 categories
Pipeline
4-Layer Process
Categories
8
Documents
32
Productivity Target
10,000x
From Philosophy to Implementation
From abstract philosophy to concrete technical specs, organized into four layers (Philosophy, Architecture, Process, Implementation) — a coherent knowledge system.
Philosophy
Castro Process, 10,000x productivity, task = hypothesis, shifting evaluation criteria — the foundational philosophy of AI-native work.
Architecture
7-layer hierarchy model, A-B-C model (Architect/Bridge/Coder), concurrent task processing, event-driven design.
Process
Castro implementation flow, Vegas Process iteration, hypothesis validation cycles, task dependency patterns.
AI Agents
1,000 Workers vision, bot persona design, Framer-Executor patterns, orchestrator design.
Economics
Token economy, reward systems, SAFTS, money flow design.
Product Specs
MVP 'Dream Jobs' specs, AWS design, API design, database schema.
Tools Integration
Asana integration, Discord Bot, GitHub Workflow, daily app UX — the unified foundation of the development ecosystem.
Case Studies
Parallel structure with financial systems, enterprise R&D application, project management cases, project typology analysis.
Recommended Reading Paths
Reading routes optimized for each role. Each path systematically covers documents in a purpose-driven order.
For Strategists & Executives
Philosophy → Economics → Case Studies — from the 10,000x productivity philosophy to organizational design and proven examples
For Product Managers
Architecture → Process → Tools Integration — from A-B-C model to Castro/Vegas implementation and tool integration
For Engineers
Process → Product Specs → Tools Integration — from task dependency patterns to AWS design and GitHub integration
For Investors
Philosophy → Economics → AI Agents — token economy and the 1,000 Workers vision from an investment perspective