System Design
Interactive Explorer 1
Explore key concepts interactively
Parameters
Quick Check
Key concept question for section 1?
Option A
Option B
Option C
Correction:
Option B
This is the correct answer because it captures the core concept.
Common Mistake: Common Mistake in Section 1
Mistake:
Overlooking a critical implementation detail.
Correction:
Always verify results against known benchmarks and theoretical predictions.
Key Term 1
Core concept from section 1 of chapter 51.
Definition: Research Assistant Architecture
Research Assistant Architecture
A research assistant combines:
- RAG for paper search and retrieval
- Tool use for running simulations
- LLM reasoning for analysis
- Report generation for output
Definition: Paper Search and Retrieval
Paper Search and Retrieval
Use Semantic Scholar API + RAG over downloaded PDFs:
- Search by keywords/concepts
- Download and chunk PDFs
- Embed chunks in vector DB
- Retrieve relevant context
Definition: Simulation Tool Integration
Simulation Tool Integration
Define simulation functions as LLM tools:
tools = [{
'name': 'run_ber_simulation',
'description': 'Run BER simulation',
'parameters': {...}
}]
Definition: Report Generation
Report Generation
LLM generates structured reports:
- Literature comparison tables
- Simulation result analysis
- Figure descriptions
- Research recommendations