The Context Bloat Problem π
Longer prompts mean higher latency and cost. Large Language Models process tokens with quadratic self-attention complexity. Managing the context window is critical for production engineering.
Prompt Caching: By reusing static context blocks (e.g. system instructions, database schemas), model providers skip computing attention for identical prefixes, dropping costs up to 50%.