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Essay

Optimism Shapes Reality

Key ideas

Wang argues that time estimates shape how long work takes, so realistic scopes slow teams down and optimism, or no scope at all, moves them faster.

  1. 1

    Estimates change how long work takes

    Wang claims the causality mostly runs from the scope to the duration, and not the other way round. He names this the Limbo Effect: people tend to land just under whatever bar is set. His evidence is spikes at round-number marathon times and students finishing homework right at the deadline.

  2. 2

    Realistic scopes remove urgency

    Wang starts from a high-urgency setting, such as site downtime or an early-stage startup, then models adding a scope at the median expected time. He reasons that nothing rewards finishing well ahead of it while finishing late looks like bad planning. In his model the median may dip slightly but the mean rises, and he says the mean is what a company cares about.

  3. 3

    Optimistic scopes get closer to urgency

    Wang then sets a scope at about the 10th percentile of outcomes and says the mean is probably still above the no-scope case, but not by much, since the team stays under pressure. He notes the argument assumes accurate estimates. He says engineers tend to scope pessimistically because under-scoping is punished more than over-scoping, which makes the result worse.

  4. 4

    Ignoring scope beats optimism

    Wang ranks working as fast as possible, regardless of any scope, as the real remedy, and optimism as a less good one. Someone deeply optimistic, he says, can keep beating their goals and over time change what is possible. He ties this to two Scale credos, on tempo and on ambition.

  5. 5

    Small slowdowns compound

    Wang concedes the effect may look small in isolation but calls it death by 1000 papercuts, ending with minor tasks taking weeks. He frames the memo around his fear of Scale losing startup execution and slowing to a big company's pace as it grows.

In Alexandr’s words

“When we say things will take a long time, they will take a long time.”
Alexandr Wang·Optimism Shapes Reality·Read in context(opens the original in a new tab)
“Doing things as fast as possible, without regard for the scope, is the only antidote against the Limbo Effect.”
Alexandr Wang·Optimism Shapes Reality·Read in context(opens the original in a new tab)
“A dearth of optimism will slowly kill any product, team, or mission.”
Alexandr Wang·Optimism Shapes Reality·Read in context(opens the original in a new tab)

About this entry

Published
May 30, 2022
Publisher
alexw.substack.com
Type
Essay
Language
English
Added
Nov 2, 2026
Source last checked
Nov 2, 2026

Cover photo of Alexandr Wang, not from this work: Meta Platforms, Inc., CC BY-SA 4.0, via Wikimedia Commons.

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