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processing the rest of the material. This staged review is far more efficient than discovering
a systematic problem after a complete document has been produced.

FIGURE 2-8: A WORKFLOW FOR LONG DOCUMENTS

What to notice: Chunking matters as much as the size of the context window, and returning
to the original locations is a condition for meaningful review.
Source: Prepared by the author based on long-context research [13].

TABLE 2-15: LONG-CONTEXT RISKS AND THEIR CONTROLS

The risk Its sign A practical measure

Ask for a map and staged
Information lost in The answer focuses on the
extraction, and test different
the middle beginning or the end.
positions.

Versions become Figures or policies from different Name every file with its date and
mixed versions appear. version.

Conflicting
The system applies an old rule Start a clean brief and a new
instructions
after the goal has changed. stage.
accumulate

Summaries that
Each part is summarized
cannot be Use a fixed field template.
differently.
aggregated

Claims with no Ask for the source, the page, and
The result is hard to verify.
location the quotation.

More context than Distraction, cost, and time all
Send only the relevant material.
needed increase.

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