Jakob Nielsen called it:

By the end of 2030 (when superintelligence is expected), AI will perform tasks that take humans approximately 100 years to complete, doing so in less than a day.

We find out by Dec 31, 2030. 1,587 days to go

Open

Jakob Nielsen: “By the end of 2030 (when superintelligence is expected), AI will perform tasks that take humans approximately 100 years to complete, doing so in less than a day.

🔒 The test · locked Aug 28, 2026

MET if A published time-horizon evaluation (METR or equivalent methodology) reports a frontier AI system autonomously completing tasks requiring at least 100 person-years of human effort at any point, before 2030-12-31 23:59 (UTC).

Settles by documented review of public evidence against these locked criteria; the reviewer is named and the reasoning published.

The original wording did not settle the timing on its own. The reading above was chosen at registration and locked with the claim — it was not decided after the fact.

Test details
Settled byevidence
Window2026-01-13 2030-12-31
TimezoneUTC
Data vintagelatest_revision
Min source tier2
Contract hash0x54abe904…b8f45b
Full resolution criteria

Settled true if, on or before 2030-12-31, a published time-horizon evaluation (METR or equivalent) reports a frontier AI system autonomously completing tasks that would require at least 100 person-years of human effort. Otherwise false.

Quote verified against the source

Jakob NielsenJakob Nielsen on UX (Substack)Said Jan 13, 2026Added to Thonest Aug 28, 2026Anchored Aug 28, 2026

Added by Thonest from a public source. The person quoted did not submit, approve, or endorse this record; the wording is verified against the source itself.

Read the original on Substack

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Prediction 1 of Nielsen's 18 predictions for 2026, projecting the AI task-horizon curve out to 2030.

History — append-only

2026-08-28
Recorded · Recorded and locked from the original source

Proof

Evidence hash0xdfc34b69…d2bb23
Source snapshot
Record fingerprint0xdfc34b69c3b6d74966b7eeae39837ab091d34e29692436f74e13371f74d2bb23
Proof path
2 hashes from this record to the anchored root
  1. 0x1bb7b6fe96bb681a49a1a8ae5eba13e43e31618500d3493637da80f49ddb1b31
  2. 0x504c891b210a31cb0b4c82731df96f63d5e8e70f22b0dee66000d3b94fde14c3
Merkle root0x05f8961f0f634e4562d5746ff6bd8c85319f81dbcdb402ddae2cacdb49ed586f
batch #93 manifest · 4 entries
Registry0x3d74d9e2f0f4c741fc49b34cc119b6db0cef47c0 · entry #97
the contract refuses any batch that doesn’t follow the previous one, and has no function to edit or delete one — including for us
Anchored onchainbase-mainnet · Aug 28, 2026
0xb7a52fc0…e36029 on block explorer
Quote checkThe quote appears verbatim in the response the platform returned.
Platform capture0xc1315072c994af9825d1f72d7ffee4c3022ad6ad19e233d3f52861da6e8b838e
view the canonical capture · the page as served to us, kept verbatim and covered by the evidence hash

✓ The anchored proof cannot be rewritten, and the published record is append-only by default. Everything that happened afterward is in the history above — corrections are appended, never silently edited in.

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Related

METRsuperintelligence