Tag: LLM safety
15Aug
Emergent Abilities in NLP: When LLMs Start Reasoning Without Explicit Training
Discover how large language models develop emergent abilities like reasoning without explicit training. Learn about parameter thresholds, risks, and best practices for managing unpredictable AI behaviors in production.
17Apr
Adversarial Testing for LLMs: Scaling Red Teaming for AI Safety
Learn how to scale adversarial testing and red teaming for LLMs to find critical vulnerabilities and ensure AI safety using automated frameworks.
7Mar
Production Guardrails for Compressed LLMs: How Confidence and Abstention Keep AI Safe and Fast
Learn how compressed LLMs use confidence scoring and abstention to stay safe without slowing down. Discover Defensive M2S, tiered guardrails, and real-world efficiency gains that make AI production-ready.