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🤓Help I'm a robot inside a human 🤖
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mugabits/README.md

Hey, I'm Jose

Fractional CTO · Principal AI Engineer · AI-native systems builder

I build AI-native operating systems, intelligent workflow structures, and automation systems that turn complex business processes into software that runs.

My work sits at the intersection of AI, software architecture, automation, and business operations.


Currently

  • Building AI-native operating systems for business workflows
  • Designing ISM / Intelligent Structure Models for complex systems
  • Automating multi-step operational processes with AI
  • Working on an AI services company
  • Launching a practical AI newsletter for businesses
  • Building a Skool community around applied AI and business systems
  • Sharing thoughts on code, AI, and business implementation on X

What I Build

  • AI-native operating systems
  • ISM / Intelligent Structure Models
  • Agentic workflows and automation pipelines
  • AI harness engineering
  • AI agents and LLM-integrated business tools
  • RAG-powered applications
  • Scripting and workflow automation
  • Decision systems, dashboards, and scorecards
  • Full-stack products from idea to production

How I Work

  • Start with the business process, not the model
  • Design intelligent structures around real workflows
  • Use AI where it improves speed, judgment, or execution
  • Keep systems simple, observable, and maintainable
  • Ship practical tools over polished demos

AI / Systems Stack

Hermes Agent · OpenClaw · OpenAI · Claude · LLMs · AI Harness Engineering · AI Agents · Agentic Workflows · RAG · Prompt Engineering · MCP · LangChain · Pinecone · Vector Databases · Embeddings · n8n · Automation Pipelines · Scripting · TypeScript · Python · React · Node.js · FastAPI · PostgreSQL · AWS · Google Cloud · Azure · Serverless · Containers · APIs · Cloud Architecture


Featured / In Progress

  • AI-native operating systems
  • Agentic workflow experiments
  • RAG and LLM application prototypes
  • Automation scripts and utilities
  • Business systems and decision frameworks
  • Practical AI tools for operators, founders, and teams

Credentials & Signals

  • AWS Certified Solutions Architect
  • Building with OpenAI, Claude, RAG, agents, and workflow automation
  • Focused on practical AI systems for business operations
  • Writing: Newsletter for practical AI implementation for businesses
  • Community soon: applied AI systems for builders and operators

Elsewhere

Website · LinkedIn · X · Business


Build what matters. Automate what doesn’t.

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