APEX AI Agent Handlers: Intercepting & Updating Requests and Responses

this request vs response split is the part people usually miss. once you treat request as “what model sees” and response as “what system allows”, debugging gets way easier in real flows.

Hello. I apologize for posting something unrelated to the discussion. I met the person I was looking for here, so I am writing this directly.

This is my first time here. I am impressed by your abilities. I’m a Python Full Stack Engineer with 10+ years of experience building backend systems, cloud infrastructure, and AI-driven platforms.

I’ve worked on large-scale systems across Python, AWS, Kubernetes, and modern AI architectures (LLMs, RAG, automation, distributed systems).

Right now, I’m exploring a different working structure with a small number of developers internationally.

Instead of a standard freelance setup, I’m interested in working with engineers who: • Are based in the US, Canada, UK, or Europe • Have strong communication skills in English • Are open to long-term technical collaboration models

The focus is simple:

I handle system design + engineering execution Collaboration happens around communication and opportunity flow

I’m not going into full details publicly, but I’m open to private discussions with the right people. Thanks