Beyond the Prompt: Building Self-Evolving AI Agents for Deep Research and CI/CD Automation

We are officially transitioning from the era of "AI wrappers" to the era of truly autonomous agentic systems. If you’ve spent any time building with Large Language Models (LLMs), you’ve likely hit the wall of the single-turn prompt. You write a prompt, the model responds, and if it makes a mistake, the process breaks. This stateless, reactive paradigm is fine for simple chatbots, but it fails catastrophically when applied to complex, open-ended engineering tasks like autonomous deep research o...