Practical guide

How to make a personalized news digest

Use an explicit reader priorities, not opaque engagement history. Let the reader edit priorities, inspect exclusions, and preserve high-consequence sources even when they are not frequent interests.[1][2]

Why this gets difficult

Personalization can remove noise, but it can also hide unfamiliar evidence, reinforce old priorities, and make the system's omissions impossible to challenge.[1][2]

A practical way through

  1. Write the reader's roles, active projects, recurring interests, and important exclusions in plain language.[1][2]
  2. Separate high-consequence monitoring from preference-based ranking so novelty does not bury risk.[1][2]
  3. Check included and left-out items after several editions, then adjust the priorities when the same omissions repeat.[1][2]
  4. Keep source choice under the reader's control rather than allowing clicks alone to reshape the diet.[1][2]

An example

The situation: A reader interested in product strategy clicks mostly on AI stories, while a quiet regulatory source publishes a change that affects the product.[1][2]

What changes: The reader keeps regulatory exposure as a standing priority, so the change can rank despite lower historical engagement.[1][2]

What you get: The brief remains personally useful without becoming a mirror of the reader's most clickable topic.[1][2]

What to watch for

  • Any set of priorities is incomplete and can become stale as responsibilities change.[1][2]
  • Inspectable exclusions reduce hidden filtering risk but do not eliminate bias in source selection or ranking.[1][2]

Sources worth keeping

  • Sources chosen deliberately for the reader's real responsibilities.[1][2]
  • Standing high-consequence sources that should survive preference changes.[1][2]
  • Companion sources that challenge method or perspective without being chosen merely for ideological opposition.[1][2]

How Scottie helps

Scottie uses a disclosed reader priorities to rank actual source items and lets the reader see everything Scottie read, including material that did not make the brief.[3]

Related reading

Sources and official links

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