AI_ENGINEERING2 Multi-file Components

LlamaIndex Advanced Hybrid RAG & Re-Ranking

Building production RAG systems with near-zero hallucinations by cross-verifying search and dense embeddings.

Author: TRIHEX Architecture Lab

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License: MIT

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Version: 2.1.0

Inert Code Verified · Heuristic Static Security ScannerHeuristic Scanner: LOW Risk

Heuristic static security scanner audited 2 files (2520 bytes). External code. Review before execution.

v2.1.0

Skill Files (2)

Compatible Runtimes

AntigravityClaude CodeCursor

SKILL.md·markdown

# LlamaIndex Advanced Hybrid RAG & Re-Ranking

Dense vector retrieval + BM25 keyword search, Cohere re-ranking, metadata filtering, and chunking strategies.

## Core Invariants & Rules
1. Pass retrieved context chunks through a cross-encoder re-ranker before prompting the generator LLM.
2. Verify input validation and security boundaries on all executions.
3. Keep configurations modular, typed, and auditable.

## Operational Workflow
1. Analyze requirements against existing codebase patterns.
2. Apply standardized implementation templates.
3. Execute verification suites before deployment.