Adaptive intelligence, and PII redaction.

Avoiding jailbreaks. No prisoners harmed in the writing of this.

The joys of testing, vibe coding problems and explaining the new architecture properly.

My AI now delegates confusion. Progress, apparently.

Who's the daddy? Decomposition and response answerers.

Vibe coding needs testing, and the importance of "Intent" resolution in retrieval.

Feeling the vibe, when fat gets thrown out for thin.

Digging into tool-calling, code-calling, and courtrooms.

I discuss connecting to external LLMs, adaptors, routing & redaction.

For those curious about how this thing actually runs in the real world, we briefly step away from LLMs and…