ai-data-engineering

No evidence of deliberate malware or backdoor code in this file. The primary security risk is accidental data exposure: document text and user queries are transmitted to external embedding/LLM providers and stored in Qdrant. The snippet contains clear syntactic omissions that make it non-runnable and likely truncated. Recommend treating networked services as the main attack/exfiltration surface, securing Qdrant and API keys, redacting sensitive data before embedding, and fixing the code errors prior to execution.