
Dynamic Function Registration — Runtime Tool Discovery
Delivery in
5 days
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What you get with this Offer
I will build a dynamic function registration system for your LLM application — enabling tools to be registered, updated, and removed at runtime without application restart, with a tool registry that supplies the appropriate function subset for each query through relevance-based tool selection rather than including all tools in every request. Static function registrations that include all tools in every request degrade in two ways as tool count grows — token cost increases linearly with every tool added, and function selection accuracy decreases as the model must distinguish between an ever-larger tool set; dynamic tool selection supplies only the relevant tools for each specific query, maintaining both token efficiency and selection accuracy at scale.
The system covers a tool registry with runtime registration and deregistration, embedding-based tool relevance scoring for each query, dynamic tool subset selection, registry API for administrative tool management, and token usage comparison between static and dynamic approaches.
The system covers a tool registry with runtime registration and deregistration, embedding-based tool relevance scoring for each query, dynamic tool subset selection, registry API for administrative tool management, and token usage comparison between static and dynamic approaches.
What the Freelancer needs to start the work
Please share your tool inventory and their use case descriptions, your LLM provider, your current token budget per request, and your expected tool count growth trajectory.
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