Principles for AI Delegation

Table of content

The goal isn’t to automate everything. It’s to automate the right things.

The delegation spectrum

ALWAYS HUMAN          DELEGATE + REVIEW          FULLY AUTOMATE
     ←─────────────────────────────────────────────────→

Strategic decisions    Complex research          Data entry
Creative vision        Draft writing             Formatting
Relationship calls     Scheduling                Reminders
Value judgments        Code review               Status updates
Final approval         Analysis                  Triage

What to delegate

ConfidenceTasksYour role
HighInfo retrieval, formatting, scheduling, data transformationTrust output
MediumDraft writing, prioritization, research, code generationReview and edit
Keep humanStrategy, relationships, creative choices, ethicsDo yourself

The review gradient

Risk levelHow to reviewExample
LowGlance, trust unless offFormatted document
MediumRead completely, check factsEmail draft
HighVerify claims, check reasoningStrategic recommendation

Match review depth to stakes.

The learning loop

1. Delegate task
2. Review output
3. Correct errors (explicitly, with context)
4. AI learns preferences
5. Next time is better

Only works if you actually correct mistakes — don’t just fix silently.

Common mistakes

MistakeSignsFix
Over-delegationDon’t understand AI’s choices, stakes higher than realizedKeep more human judgment
Under-delegationRepetitive work, no judgment needed, process over substanceDelegate more
Unclear delegationAI misses the point, more fixing than doingBetter prompts

Decision framework

For any task, ask:

QuestionIf yes →If no →
Downside of AI error is minor?Delegate freelyReview or keep human
I’d notice if AI got it wrong?Delegate freelyBe careful
Easy to fix AI’s output?Delegate freelyKeep human

The meta-principle

Delegate the process, keep the judgment.

AI handlesYou handle
Gathering informationChoosing between options
Structuring optionsDefining what matters
Executing decisionsFinal calls

This leverages AI’s strengths (speed, thoroughness, consistency) while preserving yours (values, creativity, accountability).


Next: Getting Started Guide

Topics: personal-os workflow ai-agents