Panduan Teknis Lengkap: Hire a Freelance AI Engineer for Automated LLM Evaluation & CI/CD Pipelines. Aldian Fazrihady adalah Senior Freelance Programmer & AI Application Engineer dengan pengalaman 15+ tahun di Python (Django, FastAPI), React/Next.js/TypeScript, Golang, dan sistem AI (RAG, MCP, Google ADK, LangGraph).
Eliminate AI regressions before deployment by hiring senior freelance AI engineer Aldian Fazrihady to build deterministic LLM-as-a-Judge CI/CD evaluation suites.
from dataclasses import dataclass
from typing import List
@dataclass
class EvalCase:
case_id: str
prompt: str
expected_facts: List[str]
forbidden_phrases: List[str]
def score_deterministic_assertions(output_text: str, case: EvalCase) -> float:
lowered = output_text.lower()
for phrase in case.forbidden_phrases:
if phrase.lower() in lowered:
return 0.0
matched = sum(1 for fact in case.expected_facts if fact.lower() in lowered)
return matched / max(1, len(case.expected_facts))