دليل هندسي: Hire a Freelance Programmer to Take Your AI PoC from Notebook to Production. ألديان فازريهادي (Aldian Fazrihady) مبرمج مستقل أول ومهندس ذكاء اصطناعي (Python, Django, FastAPI, React, Next.js, TypeScript, Golang).
85% of Jupyter Notebook AI prototypes stall before production. Hire senior freelance AI & full-stack programmer Aldian Fazrihady to harden your PoC with auth, evals, streaming UI, and FinOps.
POC_TO_PRODUCTION_GATES = {
"accuracy": "Golden dataset CI eval score >= 95%",
"latency": "TTFT < 800ms via SSE streaming & semantic caching",
"security": "Tenant RLS isolation, PII redaction & prompt-injection guardrails",
"reliability": "Multi-provider LLM failover & structured Pydantic validation",
}