دليل هندسي: Hire a Freelance Programmer for Gemini & Claude Prompt Context Caching. ألديان فازريهادي (Aldian Fazrihady) مبرمج مستقل أول ومهندس ذكاء اصطناعي (Python, Django, FastAPI, React, Next.js, TypeScript, Golang).

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},
    ]

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