07
Oct
PAP Just Launched. What Does It Do That MCP Doesn't?
3 min read
Field notes from Amrita Thavrani
AI, without the hand-waving.
Making AI make sense: clear explanations, better questions, practical ways to think about the systems you ship.
Start here
01
Understand the term
Plain-English definitions, when the meeting turns into alphabet soup.
Open the glossary → 02Find the broken layer
Prompt, context, loop, or harness? Find the failure before you rewrite the prompt.
Read Four Layers → 03Run the AI program
Make evaluation a working practice, with ownership beyond launch.
Read LLM Evaluation →AI, in plain English
Context window
The token budget for the input and output a model can handle in one request.
RAG
Retrieving information and adding it to the model's input to help generate an answer.
Agent
A system in which a model chooses actions and tools to work toward a goal.
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