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Build AI Agents That Actually Run in Production

Not another wrapper-around-ChatGPT tutorial. This is the complete guide to building autonomous AI agents — from OODA-loop architecture and memory systems to 24/7 deployment and making your agent pay for itself.

Based on real production systems that run autonomously around the clock, manage their own operations, generate revenue, and consolidate learning overnight.

$29

$79

One-time purchase. Lifetime access.

  • 5 chapters, 25+ in-depth sections
  • Real TypeScript code you can copy-paste
  • 5 ready-to-use system prompts
  • 3 code snippets for core systems
  • 2 config templates (deployment + monitoring)
  • All future updates included

Built from production systems that run 24/7, generate revenue, and manage their own operations. Not theory — battle-tested patterns.

What You'll Build

By the end of this guide, you'll have a complete autonomous agent system:

An OODA-loop agent core with typed tool execution
A dynamic memory system with vector search and session compaction
A personality engine that influences agent behavior and tone
A hypothesis engine for data-driven autonomous reasoning
A deployment pipeline with health monitoring and auto-restart
A monetization strategy that makes your agent pay for itself

5 Chapters. 25+ Sections. Zero Fluff.

Every chapter includes working TypeScript code, architecture diagrams, and ready-to-deploy patterns.

1

Architecture

The Decision Loop and Tool System

  • Why a decision loop beats chain-of-thought
  • Building a typed tool registry with execution
  • Memory architecture with vector search and compaction
2

Building the Core

TypeScript, Event-Driven, Context Window Management

  • Project structure for production agents
  • Event system for inter-module communication
  • Context window management and automatic compaction
  • LLM client abstraction with streaming + parallel tool execution
3

Adding Intelligence

Personality, Reasoning, Multi-Agent Coordination

  • Personality engine that shapes agent behavior
  • Hypothesis engine for data-driven reasoning
  • Overnight consolidation and learning
  • Multi-agent coordination with routing and delegation
  • The belief store for persistent knowledge
4

Deployment

Local-First, Monitoring, Auto-Restart

  • Local-first architecture on a Mac mini or VPS
  • Health monitoring with configurable thresholds
  • Log watching and real-time alerting
  • Task injection for external triggers
  • Process management with launchd auto-restart
  • Time-based operation phases (day/night modes)
5

Monetization

Turning Your Agent Into a Product

  • The self-funding agent concept
  • Digital products your agent can build and sell
  • Stripe integration for automated billing
  • Budget controls and financial safety nets
  • The revenue flywheel strategy
  • Production deployment stack for agent-built products
+

Appendix: Quick Start

A condensed checklist to get your first agent running in under an hour. Covers project setup, environment variables, and the minimum viable loop.

Who This Is For

Solo founders

who want an AI agent shipping alongside them 24/7

Engineers

who are tired of toy tutorials and want production patterns

Indie hackers

looking to build self-funding AI-powered products

Team leads

evaluating autonomous agent architectures for their stack

This Is Not Another ChatGPT Wrapper Guide

What you've seen before

  • “Just wrap an LLM in a while loop”
  • Toy demos that break in production
  • No memory, no deployment, no monitoring
  • Abstract theory with no real code
  • No path to revenue

What this guide gives you

  • OODA-loop architecture with typed tool execution
  • Production patterns from systems running 24/7
  • Full memory system with vector search
  • Deployment with health monitoring + auto-restart
  • Monetization chapter: make your agent pay for itself

Start Building Your Agent Today

One purchase. Lifetime access. Every future update included. The exact architecture behind production AI agents that run autonomously around the clock.

$29 one-time. No subscription.

AI Agent Blueprint — Build Production AI Agents | Skillgate | Skillgate