###################################################################################
# Step 3: Multi-Format Report Generation
# This script creates reports in different formats and styles for various audiences.
# It demonstrates how the same underlying research can be presented as executive
# briefs, technical reports, client summaries, or presentation outlines.
#
# The pipeline is:
# 1. Read both the topic and desired format from the user.
# 2. Make a defensive copy of the input data for browser compatibility.
# 3. Use the `llmEmbed` segment to convert the topic into a vector.
# 4. Use the `searchLanceDB` segment to retrieve relevant documents.
# 5. Use the custom `generateMultiFormatReport` segment to create format-specific content.
###################################################################################

| copy
| llmEmbed[field="topic", source="ollama", model="mxbai-embed-large", set_as="vector"]
| searchLanceDB[field="vector", path="../Tutorial_2-Search_by_Example_and_RAG/vector_index", table_name="stories", limit=10, all_results_at_once=True, set_as="results"]
| generateMultiFormatReport[source="ollama", model="llama3.2"]
