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>
Object-addressed memory: segment messages into semantic objects,
embed with sentence-transformers, store in pgvector-backed store,
and reassemble context via goal-aware retrieval.
Ultraworked with [Sisyphus](https://github.com/code-yeongyu/oh-my-opencode)
Co-authored-by: Sisyphus <clio-agent@sisyphuslabs.ai>
5-level fidelity manager (L0-Full to L4-Evicted) with helper LLM
(Haiku 4.5) for intelligent summarization during degradation.
Ultraworked with [Sisyphus](https://github.com/code-yeongyu/oh-my-opencode)
Co-authored-by: Sisyphus <clio-agent@sisyphuslabs.ai>
