Hello there.
What is the capital of France?
Explain RMSNorm in one sentence.
Why is continual learning hard for transformer language models?
Summarize the main differences between Faiss and Qdrant.
How does surprise-gated memory writing avoid pollution?
Compare LoRA and full fine-tuning for adapter switching.
Why is provenance important for memory writes in research platforms?
Describe a TRIZ contradiction between speed and stability.
What is the role of episodic memory in a self-evolving LLM?
Provide one example of a candidate diff that adds a memory_read sub-block.
What does it mean for a router to choose between fast_path_v1 and adaptive_reasoning_v1?
