C3 AI

Order the stages of a production LLM quality assurance pipeline from development to release

What does FlashAttention v1 change vs standard attention?

MMLU is one of the best-known LLM benchmarks. Describe what it tests and its biggest blind spot.

You need to find an MCP server for Slack. Where do you look?

What is the Reflexion pattern for agents, and what does it let an agent do that a single ReAct run cannot?

Which activity belongs to context engineering rather than prompt engineering?

What subtle problem do you hit when merging a LoRA back into an NF4 quantized base, and why?

What does IA3 parameterise compared with LoRA, and how do the param counts compare?

When is fine-tuning the wrong tool? Give three situations.

Watermarking and content provenance for AI generated images