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unified agent loop: single sequential message queue (ava start) replacing per-message task spawning, preventing interleaved conversation history
multi-provider support: anthropic (default) and openai providers with switch_model tool for mid-conversation switching
session persistence: SQLite-backed conversation history with growing window for prompt cache efficiency
context compaction: automatic summarization when approaching model context limits
unified memory system: remember_fact, forget, and recall tools for persistent knowledge across sessions, with character traits, facts, and episodic memory
model persistence: selected model persists across restarts within a session