feat(orchestration,research): 统一 .env + 7 家 LLM provider 接入 #36

Job	Run time
orchestration · typecheck + test	32s
web · typecheck + build	29s
python services · ruff + mypy (research)	22s
python services · ruff + mypy (data)	20s
python services · ruff + mypy (paper)	14s
Cross-file consistency check / 跨文件一致性检验	6s
	2m 3s

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