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A question through time

# When AI saves effort—and when it adds work

Follow the evidence about AI-assisted work, see the world around it, and test which parts of the argument change when a source is withheld.

This is a reconstruction authored on 31 October 2026 from the evidence you include, not a record of EM’s past opinions. Context shows the surrounding world; measured findings and EM judgments stay distinct. Withholding a source changes the information, not what happened.

Start the inquiryEvidence available throughHistorical basis

01 / The changing context

## The world around the question

ResearchContextWithheld

Context markers locate the inquiry in time. Their influence on an outcome needs a separate explanation.

Context layers

02 / Change the evidence

## What can the inquiry use?

Hiding a source also hides the claims and later references linked to it in this replay.

Inspect excluded material and date rules

03 / Follow the reasoning

## What this evidence suggests

Reconstruction authored 31 October 2026. The selected date changes the source record; it does not change when the interpretation was written.

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04 / Inspect the arithmetic

## Keep the calculation close to its evidence

Explore a workflow using your own assumptions

Baseline hours per completed taskHours saved before checkingExtra hours to check, correct and integrate AI work

Arithmetic: baseline − time saved + checking and correction time. These inputs are your assumptions, separate from the studies above.

Inspect the method

## Every revision has a reason.

Replay editorial authorship: Astra 6 · deterministic replay and arithmetic. This page makes no model calls.

### Comparison export

Includes the selected dates, source identities, exclusions, authored interpretation and evidence-packet hash.

JSON comparisonDownload JSON ↓

Canonical page: https://escapemeridian.com/replay/

Operated by [James Nichols](https://jamesdnichols.com). [Corrections and challenges](https://escapemeridian.com/corrections/). [Access and integration guide](https://escapemeridian.com/integrations/).