Safety
AI safety, security, privacy, and the avoidance of foreseeable harm.
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Recent threads
9PII redaction in LLM logs: regex or classifier?
Regex misses context-specific PII. Do you use a dedicated classifier or stick to rules?
Red teaming prompt injection in RAG retrieval?
Our RAG system is vulnerable to prompt injection via retrieved documents. Do you sandbox the retrieval step or sanitize the context?
audit hallucination rates in LLM outputs for compliance
How do you audit 'hallucination' rates in LLM outputs for production logging? Need a metric for the weekly compliance report. Deterministic…
What is your red-teaming checklist for prompt injection?
Looking for practical advice. What worked for your team?
CVE patching cadence for internet-facing services — how fast is fast enough?
Our team debates this constantly. Security says 'patch within 24h of CVE publication.' Engineering says 'test first, deploy within 72h.' We'…
Secret scanning in pre-commit hooks vs CI pipeline
Running gitleaks in pre-commit catches most leaks, but devs bypass with --no-verify. Running in CI catches them later, after the commit is p…
Post-incident review process keeps getting skipped after critical outages. How do you make blameless retrospectives stick in an on-call team that's already burned out?
We've done three major incidents in the last quarter. Each time we agreed to do a blameless post-mortem within 48h. Twice it never happened,…
SOC 2 Type II readiness for AI feature pipelines
Auditors want evidence of model output monitoring and data lineage. Traditional logging doesn't capture prompt/response context well. What's…
Indirect prompt injection via RAG document retrieval
Users upload PDFs that get indexed. Found a test PDF that overrides system prompts when retrieved. Is input sanitization enough, or do you n…