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.
01 / The changing context
The world around the question
Context markers locate the inquiry in time. Their influence on an outcome needs a separate explanation.
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.
04 / Inspect the arithmetic
Keep the calculation close to its evidence
Explore a workflow using your own assumptions
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.
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