AI & Machine Learning / 16:25

LLM search using Core Spotlight

AI & Machine Learningiosipadosmacos

Key Points

  • Level up basic search into a retrieval-augmented system using SpotlightSearchTool and LanguageModelSession.
  • Covers Core Spotlight integration, delegate-based hydration patterns, and how metadata quality impacts the search results.
  • Explains how to use custom PipelineStages for tasks like sentiment analysis.
  • Covers best practices for indexing and building flexible, context-rich search experiences in an app.
  • The session moves through Grounding answers with Spotlight tool-calling, Configure and add SpotlightSearchTool, Displaying results and partial replies, Provide full items with an index delegate, Customizing with guidance profiles, Reference resolution with a contact resolver, and related wrap-up guidance.
  • Key concepts include Core Spotlight, SpotlightSearchTool, LanguageModelSession, PipelineStages, Foundation Models, HTML, CSSearchableItem, Evaluations framework.

Condensed Flow

01

Grounding answers with Spotlight tool-calling:

Focuses on Core Spotlight, SpotlightSearchTool.

02

Configure and add SpotlightSearchTool:

Focuses on SpotlightSearchTool, LanguageModelSession, HTML.

03

Provide full items with an index delegate:

Focuses on SpotlightSearchTool, CSSearchableItem.

04

Customizing with guidance profiles:

Focuses on SpotlightSearchTool.

05

Custom pipeline stages:

Focuses on SpotlightSearchTool.

06

Evaluating response quality:

Focuses on Evaluations framework.

More Detail

Additional details

  • Detailed flow: Grounding answers with Spotlight tool-calling -> Configure and add SpotlightSearchTool -> Displaying results and partial replies -> Provide full items with an index delegate -> Customizing with guidance profiles -> Reference resolution with a contact resolver -> Custom pipeline stages -> Evaluating response quality.
  • APIs and concepts to recognize: Core Spotlight, SpotlightSearchTool, LanguageModelSession, PipelineStages, Foundation Models, HTML, CSSearchableItem, Evaluations framework, SystemLanguageModel, CSSearchableIndex, CoreSpotlight, FoundationModels.
  • Version and support notes focus on SpotlightSearchTool.
  • Implementation focus: Foundation Models, Core Spotlight, SystemLanguageModel, SpotlightSearchTool, LanguageModelSession, CSSearchableIndex, CSSearchableItem, HTML, CoreSpotlight, FoundationModels.

Resources