Inflection AI

What distinguishes an AI agent from a plain LLM call?

Describe the typical agent execution loop.

When is a fixed LCEL chain preferable to an agent loop, and what is the decisive question to ask?

List SWE-bench, AgentBench, GAIA, and TAU-bench: what they measure, their shared blind spots, and how to interpret agent benchmark numbers.

What LangGraph feature allows the agent loop to cycle back to an earlier node rather than terminating?

Which practices reflect the principle of least privilege applied to an agent's tool set?

Order the three eval approaches from cheapest/fastest to most expensive/slowest

Someone confuses 'sequence length' with 'context window'. How do you correct them?

Step back prompting in retrieval: what is it and when does it pay off?

Compare CrewAI, AutoGen, and LangGraph coordination models and their reliability tradeoffs