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Input/output limit

As explained in Starting Data Analytics with Generative AI and Python

A maximum bound on the amount of prompt and response text a generative AI implementation can process.

An input/output limit bounds how much text a generative AI can read and generate in one interaction. The context window includes both prompt and response tokens, so a long prompt leaves less room for the answer. section 1.1

Track the limit through tokens and model behavior:

  • A token may be a word, part of a word, or punctuation mark; tokenization determines the division, averaging about four tokens per three words. section 1.1
  • Limits vary substantially across models and implementations, with context windows ranging from several thousand to millions of tokens. section 1.1
  • When earlier content falls outside the window, the system may provide no warning; inconsistent replies can reveal that previous exchanges were forgotten. section 1.1
  • Summarize the conversation and key findings regularly to keep important information within the available context. section 1.1

A forgotten instruction

After a conversation grows beyond the context window, a response may contradict an earlier instruction or finding. That inconsistency indicates that earlier prompts or responses have been dropped from active context. section 1.1

How Starting Data Analytics with Generative AI and Python covers it

How deep it goes
Defines tokens and context windows, explains truncation symptoms, and recommends summarization without detailing token-counting methods.
Examples
Uses inconsistent replies after forgotten prompts or responses as the practical symptom of truncation.
What you can do after
Diagnose forgotten context from inconsistent responses and preserve key findings by summarizing conversations.
How it connects
Connects tokens, tokenization, context windows, truncation, and conversation summarization.

This explainer was generated by Manning's knowledge graph from the text of Starting Data Analytics with Generative AI and Python. The section links point to the parts of the book it draws on.