ConeheadAI · leftover lesson
SNK3-222 · Curriculum How-to
Redaction patterns that keep prompts useful
L0–L2 · Curious–Capable (bootstrap — system rebalances) · ~4m
Look for this insight
Consistent placeholders (Client A, Project Blue, [AMOUNT]) preserve AI usefulness while stripping identifying data.
Lesson hook
Redaction isn't deleting the story; it's recasting it. 'Client A', 'Project Blue', '[DATE]', '[AMOUNT]' keep the structure the model needs while dropping what shouldn't leave the building. Swap the real names back in after the draft comes home.
Do this now
Take one real work sentence with sensitive details. Rewrite it using placeholders (Client A, Project Blue, [AMOUNT]). Paste the redacted version into any chat tool and ask for help. You're done when the answer is just as useful as the unredacted version would have been.
Completion check: redacted_prompt_equally_useful
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