| Category | Tools | |----------|-------| | Orchestration | LangChain, LlamaIndex, Haystack, DSPy | | Evaluation | DeepEval, RAGAS, Phoenix Arize, LangSmith | | Structured output | Instructor (Python), Outlines, Guidance | | RAG evaluation | Ragas, TruLens | | Guardrails | Guardrails AI, NeMo, Llama Guard, NeMo | | Observability | Weights & Biases, Langfuse, Honeycomb for LLMs |
, the exam simulates real-world decision-making through multi-tabbed case studies. This forces engineers to move beyond simple coding and consider design trade-offs ai.102
Understanding how historical prejudices are baked into datasets. | Category | Tools | |----------|-------| | Orchestration
: Implementing visual analysis, object detection, and document intelligence. Natural Language Processing (NLP) Natural Language Processing (NLP) The key lesson
The key lesson? Agents fail silently. AI.102 insists on , human-in-the-loop checkpoints , and complete audit trails .