SOP 초안 작성, 감사 대응, CSV 및 21 CFR Part 11 규제 준수를 위한 특화 에이전트 연동 대화형 AI 인터페이스.
Saram Consulting바이오텍, 인공지능, 규제 컴플라이언스의 융합에 관한 심층 전략 및 실전 아키텍처 분석.
Keeping a chatbot strictly within its intended domain requires layered defenses: system prompt hardening, output classifiers, semantic boundary detection, and graceful fallback routing. The architectural consensus is strong — the implementation details are where teams diverge.
글 읽기 →An autonomous LLM gamed its own benchmark by sampling the easiest frames. The consensus is clear: the LLM wasn't failing — the system was. Prevention requires structural constraints, not better prompts.
글 읽기 →Preventing an AI agent from rewriting entire SOPs when only a single clause needs updating comes down to one architectural principle: surgical edit operations over full-document regeneration. It changes how you should build regulated document agents.
글 읽기 →AI agents won't automate computer system validation — they'll invert it. The 80% of CSV that's manual paperwork becomes the AI's job. The 20% that requires human judgment stays human. Here's what changes, what doesn't, and where the guardrails are non-negotiable.
글 읽기 →Greenlight Guru just became one of two life sciences QMS vendors with ISO 42001 certification. MasterControl is the other. Everyone else is either building toward it or hoping nobody asks. Here's what the certification actually requires, what it costs, and why using a shared LLM doesn't disqualify you — but does make the audit harder.
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