Automation Engineering Projects in AlhambraAutomation Engineering Projects in AlhambraBuilding AI Agents That Actually Work: From Automation to Autonomy
I’ve been deep in the weeds building AI-powered automations and autonomous agents that go beyond simple prompts.
My current focus:
Designing task-oriented AI agents that can reason, plan, and take action
Automating real workflows (ops, research, content, internal tools) with LLMs + APIs
Turning messy, manual processes into reliable, scalable systems
Exploring multi-agent setups, tool calling, memory, and guardrails
The goal isn’t “AI for demos” — it’s production-ready AI systems that save time and unlock leverage.
If you’re thinking about:
AI agents for your product or internal team
Replacing repetitive workflows with automation
Shipping AI features that users actually trust
Happy to share learnings, patterns, and pitfalls I’m seeing as this space moves fast 🚀 
