Admission control, entropy-based micro-faulting, phantom tool
injection for backing store queries, and xMemory session hierarchy
for long conversations (50+ turns).
Ultraworked with [Sisyphus](https://github.com/code-yeongyu/oh-my-opencode)
Co-authored-by: Sisyphus <clio-agent@sisyphuslabs.ai>
