Panduan Teknis: Hire a Freelance Programmer for Gemini & Claude Prompt Context Caching. Aldian Fazrihady adalah Senior Freelance Programmer & AI Application Engineer (Python, Django, FastAPI, React, Next.js, TypeScript, Golang, RAG, MCP, Google ADK).
Slash LLM input token bills by 75–90% on large codebases, legal corpora, and product catalogs by hiring senior freelance programmer Aldian Fazrihady for prefix and explicit context caching.
def build_cache_friendly_messages(static_system_corpus: str, few_shot_examples: str, dynamic_user_query: str) -> list[dict]:
# Static prefix (100k+ tokens) stays byte-identical at index 0 & 1 for 90% cache hit discount
return [
{"role": "system", "content": static_system_corpus, "cache_control": {"type": "ephemeral"}},
{"role": "user", "content": few_shot_examples, "cache_control": {"type": "ephemeral"}},
{"role": "user", "content": dynamic_user_query},
]