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TartanHacks-2026/jiri

Jiri is a self-improving AI agent that starts with zero capabilities and dynamically discovers MCP servers at runtime based on user queries, eliminating the need for preset configuration. It uses LRU caching and metrics-driven preloading to learn from usage patterns, reducing tool discovery latency from 3 seconds to 1 second across sessions.

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