Uploaded December 2025 | Updated September 2026, 3 weeks ago
In this video, we break down how to design a behavioral contract across security (jailbreak resistance), UX consistency (stable answers, trust), and capabilities (what the model must reliably do). You’ll see how a structured, automated test suite can evaluate a new model family in under an hour, replacing days of ad-hoc notebooks and scattered datasets. We also cover multilingual testing, switching model families (e.g., GPT 3.5 → 4o mini), and why human-led error analysis still matters.
#GenAI #LLMEvaluation #AIQuality #BehavioralContracts #AITrust #MachineLearning #NLP #AIEvaluation #PromptEngineering #AIProduct Development
In this video, we break down how to design a behavioral contract across security (jailbreak resistance), UX consistency (stable answers, trust), and capabilities (what the model must reliably do). You’ll see how a structured, automated test suite can evaluate a new model family in under an hour, replacing days of ad-hoc notebooks and scattered datasets. We also cover multilingual testing, switching model families (e.g., GPT 3.5 → 4o mini), and why human-led error analysis still matters.
#GenAI #LLMEvaluation #AIQuality #BehavioralContracts #AITrust #MachineLearning #NLP #AIEvaluation #PromptEngineering #AIProduct Development










