# Learner Profile
Updated: 2026-04-24

## Style
- Learns best with: Analogies (Memory page <-> Capsule hotel), Concrete trade-offs (Latency vs Throughput)
- Strength: Strong logical intuition regarding memory constraints.
- Pace: Fast. Grasped PagedAttention/TP concepts quickly from first principles.

## Patterns
- Tends to focus on memory usage ("is it OOM?"), which is a good instinct for inference tuning.
- Needs precision on API flags (e.g., `--tensor-parallel-size`).

## Topics
- vLLM Inference Optimization (10/10 concepts mastered, 2026-04-24)