Context Distillation

01 The Concept

Context distillation extracts the essential information from long documents and rewrites it in a compressed format, preserving key facts while dramatically reducing token count.

02 Weak vs. Strong

EX 01Context Distillation Blueprint

Systematically implement context distillation with validation and metrics.

→ Why it works

Structured context distillation yields measurable quality improvements.

03 Key Points

01Information extraction: Identifying the most important facts in long texts.

02Compression writing: Rewriting extracted facts in minimal token formats.

03Fidelity checking: Verifying that compressed contexts preserve meaning.

04Progressive distillation: Multiple compression passes for maximum density.

05Context budgeting: Allocating token budgets to different information types.

04 Model-Specific Notes

Claude excels at context distillation with structured XML inputs.

05 For Your Role

Think of context distillation as organizing your work so every step is clear.

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