Skip to main content
Back to Prompt Library
implementation

LlamaIndex Setup & Retrieval

Inspect the original prompt language first, then copy or adapt it once you know how it fits your workflow.

Linked challenge: LlamaIndex Fraud Auditing RAG for Windstorm Claims

Format
Code-aware
Lines
5
Sections
2
Linked challenge
LlamaIndex Fraud Auditing RAG for Windstorm Claims

Prompt source

Original prompt text with formatting preserved for inspection.

5 lines
2 sections
No variables
0 checklist items
import llamaindex
from llama_index.core import VectorStoreIndex, SimpleDirectoryReader
from llama_index.llms.anthropic import Anthropic

llm = Anthropic(model='claude-4-opus')
# Build document ingestion pipeline for hurricane damage notes

Adaptation plan

Keep the source stable, then change the prompt in a predictable order so the next run is easier to evaluate.

Keep stable

Hold the task contract and output shape stable so generated implementations remain comparable.

Tune next

Update libraries, interfaces, and environment assumptions to match the stack you actually run.

Verify after

Test failure handling, edge cases, and any code paths that depend on hidden context or secrets.