Slow Variables

Ledger // 27 claims on record

Predictions,
graded

Anyone can sound clever about the future. The test is whether you were right, at the confidence you claimed, by the date you named. Each claim links back to the edition that made it. Resolved claims are never deleted.

Right
0
Wrong
0
Partial
0
Open
27

Next claim due // 2027-12-31 · 415 days · edition 003

Counted on the day this page was last built (2026-11-11). Nothing here updates itself.

The horizon // when each claim comes due

Every claim, placed on a line at the date by which it must be settled. The rule is today. As claims resolve, the marks change colour and the rule moves past them.

The horizon: when each claim comes due27 claims placed by resolve-by date between 2026 and 2031. The vertical rule is 2026-11-11, the day this page was built.202620272028202920302031Edition 003 · 50% · due 2027-12-31 · OPEN — The reopened Tompkins County investigation will produce at least one criminal indictment by the end of 2027.3Edition 005 · 55% · due 2027-12-31 · OPEN — By the end of 2027, at least one of this week's state suits against OpenAI will produce a settlement or consent decree that imposes age-verification or parental-control requirements on ChatGPT.5Edition 006 · 45% · due 2027-12-31 · OPEN — By the end of 2027, at least one of Tinder, Hinge or Bumble will ship a feature that marks or verifies messages as human-written, or discloses A.I. assistance, in at least one market.6Edition 007 · 65% · due 2027-12-31 · OPEN — By the end of 2027, the U.K. will have no primary legislation specifically governing police use of live facial recognition; deployments will continue under the existing guidance-and-case-law framework.7Edition 008 · 45% · due 2027-12-31 · OPEN — By the end of 2027, at least one G7 country will have enacted a statute or binding regulation setting standards for A.I. chatbots' responses to election questions (accuracy, sourcing, disclosure or refusal), beyond voluntary codes.8Edition 009 · 65% · due 2027-12-31 · OPEN — By the end of 2027, the United States will still have no federal statute creating a right in one's own voice or likeness against A.I. replication; the NO FAKES Act or a successor will not have been signed into law.9Edition 008 · 30% · due 2028-11-07 · OPEN — By the 2028 U.S. presidential election, at least one of the three most-used consumer chatbots will name a preferred candidate in a general-election race when asked plainly, without a jailbreak, as default behaviour.8Edition 001 · 70% · due 2028-12-31 · OPEN — By 31 December 2028, job postings with the title 'prompt engineer' on the major English-language job boards will number fewer than one third of their 2024–25 peak.1Edition 002 · 75% · due 2028-12-31 · OPEN — By the end of 2028, fewer than one in twenty U.S. private-sector workers will be covered by a collective agreement containing enforceable limits on an employer's use of generative A.I.2Edition 003 · 65% · due 2028-12-31 · OPEN — By the end of 2028, the FTC will have publicly announced fewer than ten enforcement actions under the Take It Down Act.3Edition 003 · 60% · due 2028-12-31 · OPEN — By the end of 2028, the Ofcom investigation into X over Grok's sexualized images will have produced no fine larger than £10 million.3Edition 005 · 65% · due 2028-12-31 · OPEN — By the end of 2028, no U.S. federal statute specifically regulating A.I. companions or chatbots for minors will have been enacted; the field will still be governed by state suits and consumer-protection law.5Edition 006 · 55% · due 2028-12-31 · OPEN — When the Institute for Family Studies/YouGov question is next repeated, the share of Americans under 40 who say A.I. could replace real-life romance will exceed 35 per cent (up from 25 in 2024).6Edition 007 · 40% · due 2028-12-31 · OPEN — By the end of 2028, at least one Canadian province will restrict police use of live facial recognition or automated licence-plate readers by statute or binding regulation, beyond a moratorium or guideline.7Edition 009 · 60% · due 2028-12-31 · OPEN — By the end of 2028, neither the United Kingdom nor Canada will have enacted a statutory right of publicity for living persons covering A.I. voice replication.9Edition 009 · 70% · due 2028-12-31 · OPEN — The Presley and Eight Mile suits against Suno will end in settlement or licence rather than a judgment on the merits of the training claims, by the end of 2028.9Edition 001 · 55% · due 2029-12-31 · OPEN — By the end of 2029, at least one of the five largest global consultancies will have dissolved its standalone A.I. practice back into a general technology practice.1Edition 002 · 70% · due 2029-12-31 · OPEN — By the end of 2029, no US federal law will impose liability on A.I. developers for harms caused by model outputs in ordinary commercial use.2Edition 004 · 75% · due 2029-12-31 · OPEN — By the end of 2029, no publicly owned, co-operative or non-profit-governed model will rank in the top five on the major independent capability leaderboards.4Edition 005 · 70% · due 2029-12-31 · OPEN — By the end of 2029, a peer-reviewed study of children under 13 will report a measurable reduction in task persistence associated with regular A.I. assistant use, replicating the 2026 Berkeley adult finding.5Edition 007 · 25% · due 2029-12-31 · OPEN — By the end of 2029, at least one G7 government will have formally disclosed that a surveillance or targeting system it procured was first deployed by another state in an armed conflict, as a condition of procurement rather than after a journalist found out.7Edition 008 · 60% · due 2029-12-31 · OPEN — Before the next Canadian or British general election, whichever comes first, a national regulator or electoral authority in that country will publish a pre-election audit of chatbot voting advice.8Edition 002 · 60% · due 2030-01-31 · OPEN — US union membership as a share of employed workers (BLS annual figure) will be lower for 2029 than for 2024.2Edition 001 · 45% · due 2030-12-31 · OPEN — By the end of 2030, at least one G7 country will require a named, accountable human sign-off for A.I.-produced work in at least one licensed profession (law, accounting, medicine, engineering).1Edition 004 · 60% · due 2030-12-31 · OPEN — By 2030, labour's share of income in the United States (BLS nonfarm business measure) will be at least two percentage points below its 2024 level.4Edition 006 · 60% · due 2030-12-31 · OPEN — By the end of 2030, at least one G7 country will regulate A.I. companion apps for adults specifically — disclosure, dependency safeguards or design rules — rather than only for minors.6Edition 004 · 30% · due 2031-12-31 · OPEN — By the end of 2031, at least one G7 country will have enacted a permanent, universal cash transfer or citizen dividend at national level, funded at least in part from taxation of automated production or from a public stake in A.I. or compute infrastructure.4today · 2026-11-11
Each mark is one claim; the number is the edition that made it, and marks stack where claims share a date. Faint threads run from the day a claim was made to the day it comes due. Hover or tab to a mark to read it; click to jump to the row.

Calibration // 0 resolved · 27 open

Calibration: claimed confidence against actual hit rate0 resolved claims in 0 confidence buckets; 27 still open. Points on the diagonal are perfectly calibrated.0%0%25%25%50%50%75%75%100%100%Confidence claimedCame trueperfect calibrationoverconfident: below the lineunderconfident: above the lineOpen: By the end of 2027, the United States will still have no federal statute creating a right in one's own voice or likeness against A.I. replication; the NO FAKES Act or a successor will not have been signed into law. (65%, resolves 2027-12-31)Open: By the end of 2028, neither the United Kingdom nor Canada will have enacted a statutory right of publicity for living persons covering A.I. voice replication. (60%, resolves 2028-12-31)Open: The Presley and Eight Mile suits against Suno will end in settlement or licence rather than a judgment on the merits of the training claims, by the end of 2028. (70%, resolves 2028-12-31)Open: By the end of 2027, at least one G7 country will have enacted a statute or binding regulation setting standards for A.I. chatbots' responses to election questions (accuracy, sourcing, disclosure or refusal), beyond voluntary codes. (45%, resolves 2027-12-31)Open: Before the next Canadian or British general election, whichever comes first, a national regulator or electoral authority in that country will publish a pre-election audit of chatbot voting advice. (60%, resolves 2029-12-31)Open: By the 2028 U.S. presidential election, at least one of the three most-used consumer chatbots will name a preferred candidate in a general-election race when asked plainly, without a jailbreak, as default behaviour. (30%, resolves 2028-11-07)Open: By the end of 2027, the U.K. will have no primary legislation specifically governing police use of live facial recognition; deployments will continue under the existing guidance-and-case-law framework. (65%, resolves 2027-12-31)Open: By the end of 2028, at least one Canadian province will restrict police use of live facial recognition or automated licence-plate readers by statute or binding regulation, beyond a moratorium or guideline. (40%, resolves 2028-12-31)Open: By the end of 2029, at least one G7 government will have formally disclosed that a surveillance or targeting system it procured was first deployed by another state in an armed conflict, as a condition of procurement rather than after a journalist found out. (25%, resolves 2029-12-31)Open: By the end of 2027, at least one of Tinder, Hinge or Bumble will ship a feature that marks or verifies messages as human-written, or discloses A.I. assistance, in at least one market. (45%, resolves 2027-12-31)Open: When the Institute for Family Studies/YouGov question is next repeated, the share of Americans under 40 who say A.I. could replace real-life romance will exceed 35 per cent (up from 25 in 2024). (55%, resolves 2028-12-31)Open: By the end of 2030, at least one G7 country will regulate A.I. companion apps for adults specifically — disclosure, dependency safeguards or design rules — rather than only for minors. (60%, resolves 2030-12-31)Open: By the end of 2028, no U.S. federal statute specifically regulating A.I. companions or chatbots for minors will have been enacted; the field will still be governed by state suits and consumer-protection law. (65%, resolves 2028-12-31)Open: By the end of 2027, at least one of this week's state suits against OpenAI will produce a settlement or consent decree that imposes age-verification or parental-control requirements on ChatGPT. (55%, resolves 2027-12-31)Open: By the end of 2029, a peer-reviewed study of children under 13 will report a measurable reduction in task persistence associated with regular A.I. assistant use, replicating the 2026 Berkeley adult finding. (70%, resolves 2029-12-31)Open: By 2030, labour's share of income in the United States (BLS nonfarm business measure) will be at least two percentage points below its 2024 level. (60%, resolves 2030-12-31)Open: By the end of 2031, at least one G7 country will have enacted a permanent, universal cash transfer or citizen dividend at national level, funded at least in part from taxation of automated production or from a public stake in A.I. or compute infrastructure. (30%, resolves 2031-12-31)Open: By the end of 2029, no publicly owned, co-operative or non-profit-governed model will rank in the top five on the major independent capability leaderboards. (75%, resolves 2029-12-31)Open: The reopened Tompkins County investigation will produce at least one criminal indictment by the end of 2027. (50%, resolves 2027-12-31)Open: By the end of 2028, the FTC will have publicly announced fewer than ten enforcement actions under the Take It Down Act. (65%, resolves 2028-12-31)Open: By the end of 2028, the Ofcom investigation into X over Grok's sexualized images will have produced no fine larger than £10 million. (60%, resolves 2028-12-31)Open: By the end of 2028, fewer than one in twenty U.S. private-sector workers will be covered by a collective agreement containing enforceable limits on an employer's use of generative A.I. (75%, resolves 2028-12-31)Open: By the end of 2029, no US federal law will impose liability on A.I. developers for harms caused by model outputs in ordinary commercial use. (70%, resolves 2029-12-31)Open: US union membership as a share of employed workers (BLS annual figure) will be lower for 2029 than for 2024. (60%, resolves 2030-01-31)Open: By 31 December 2028, job postings with the title 'prompt engineer' on the major English-language job boards will number fewer than one third of their 2024–25 peak. (70%, resolves 2028-12-31)Open: By the end of 2029, at least one of the five largest global consultancies will have dissolved its standalone A.I. practice back into a general technology practice. (55%, resolves 2029-12-31)Open: By the end of 2030, at least one G7 country will require a named, accountable human sign-off for A.I.-produced work in at least one licensed profession (law, accounting, medicine, engineering). (45%, resolves 2030-12-31)Nothing resolved yet.27 open claims shown on the baseline. Points appear as they resolve.
Each point is a group of claims made at the same confidence; the number inside is how many. A point on the diagonal means the claims came true exactly as often as promised. Below the line: overconfident. Above: underconfident. Hollow marks on the baseline are claims not yet due. With fewer than twenty resolved claims this is a sketch, not a verdict.

Spread // mean 56%

How confident the claims are, before any of them are graded. A writer who hedges everything at fifty is saying nothing; one who calls everything at ninety is about to be embarrassed.

  1. 25%1
  2. 30%2
  3. 40%1
  4. 45%3
  5. 50%1
  6. 55%3
  7. 60%6
  8. 65%4
  9. 70%4
  10. 75%2

Due by year

  1. 20276
  2. 202810
  3. 20296
  4. 20304
  5. 20311

Every claim

Ed.ClaimConfidenceResolve byStatus
009 By the end of 2027, the United States will still have no federal statute creating a right in one's own voice or likeness against A.I. replication; the NO FAKES Act or a successor will not have been signed into law. 65% 2027-12-31 open
009 By the end of 2028, neither the United Kingdom nor Canada will have enacted a statutory right of publicity for living persons covering A.I. voice replication. 60% 2028-12-31 open
009 The Presley and Eight Mile suits against Suno will end in settlement or licence rather than a judgment on the merits of the training claims, by the end of 2028. 70% 2028-12-31 open
008 By the end of 2027, at least one G7 country will have enacted a statute or binding regulation setting standards for A.I. chatbots' responses to election questions (accuracy, sourcing, disclosure or refusal), beyond voluntary codes. 45% 2027-12-31 open
008 Before the next Canadian or British general election, whichever comes first, a national regulator or electoral authority in that country will publish a pre-election audit of chatbot voting advice. 60% 2029-12-31 open
008 By the 2028 U.S. presidential election, at least one of the three most-used consumer chatbots will name a preferred candidate in a general-election race when asked plainly, without a jailbreak, as default behaviour. 30% 2028-11-07 open
007 By the end of 2027, the U.K. will have no primary legislation specifically governing police use of live facial recognition; deployments will continue under the existing guidance-and-case-law framework. 65% 2027-12-31 open
007 By the end of 2028, at least one Canadian province will restrict police use of live facial recognition or automated licence-plate readers by statute or binding regulation, beyond a moratorium or guideline. 40% 2028-12-31 open
007 By the end of 2029, at least one G7 government will have formally disclosed that a surveillance or targeting system it procured was first deployed by another state in an armed conflict, as a condition of procurement rather than after a journalist found out. 25% 2029-12-31 open
006 By the end of 2027, at least one of Tinder, Hinge or Bumble will ship a feature that marks or verifies messages as human-written, or discloses A.I. assistance, in at least one market. 45% 2027-12-31 open
006 When the Institute for Family Studies/YouGov question is next repeated, the share of Americans under 40 who say A.I. could replace real-life romance will exceed 35 per cent (up from 25 in 2024). 55% 2028-12-31 open
006 By the end of 2030, at least one G7 country will regulate A.I. companion apps for adults specifically — disclosure, dependency safeguards or design rules — rather than only for minors. 60% 2030-12-31 open
005 By the end of 2028, no U.S. federal statute specifically regulating A.I. companions or chatbots for minors will have been enacted; the field will still be governed by state suits and consumer-protection law. 65% 2028-12-31 open
005 By the end of 2027, at least one of this week's state suits against OpenAI will produce a settlement or consent decree that imposes age-verification or parental-control requirements on ChatGPT. 55% 2027-12-31 open
005 By the end of 2029, a peer-reviewed study of children under 13 will report a measurable reduction in task persistence associated with regular A.I. assistant use, replicating the 2026 Berkeley adult finding. 70% 2029-12-31 open
004 By 2030, labour's share of income in the United States (BLS nonfarm business measure) will be at least two percentage points below its 2024 level. 60% 2030-12-31 open
004 By the end of 2031, at least one G7 country will have enacted a permanent, universal cash transfer or citizen dividend at national level, funded at least in part from taxation of automated production or from a public stake in A.I. or compute infrastructure. 30% 2031-12-31 open
004 By the end of 2029, no publicly owned, co-operative or non-profit-governed model will rank in the top five on the major independent capability leaderboards. 75% 2029-12-31 open
003 The reopened Tompkins County investigation will produce at least one criminal indictment by the end of 2027. 50% 2027-12-31 open
003 By the end of 2028, the FTC will have publicly announced fewer than ten enforcement actions under the Take It Down Act. 65% 2028-12-31 open
003 By the end of 2028, the Ofcom investigation into X over Grok's sexualized images will have produced no fine larger than £10 million. 60% 2028-12-31 open
002 By the end of 2028, fewer than one in twenty U.S. private-sector workers will be covered by a collective agreement containing enforceable limits on an employer's use of generative A.I. 75% 2028-12-31 open
002 By the end of 2029, no US federal law will impose liability on A.I. developers for harms caused by model outputs in ordinary commercial use. 70% 2029-12-31 open
002 US union membership as a share of employed workers (BLS annual figure) will be lower for 2029 than for 2024. 60% 2030-01-31 open
001 By 31 December 2028, job postings with the title 'prompt engineer' on the major English-language job boards will number fewer than one third of their 2024–25 peak. 70% 2028-12-31 open
001 By the end of 2029, at least one of the five largest global consultancies will have dissolved its standalone A.I. practice back into a general technology practice. 55% 2029-12-31 open
001 By the end of 2030, at least one G7 country will require a named, accountable human sign-off for A.I.-produced work in at least one licensed profession (law, accounting, medicine, engineering). 45% 2030-12-31 open

Variable // The capacity to resist · 9

Ed.ClaimConfidenceResolve byStatus
007 By the end of 2027, the U.K. will have no primary legislation specifically governing police use of live facial recognition; deployments will continue under the existing guidance-and-case-law framework. 65% 2027-12-31 open
007 By the end of 2028, at least one Canadian province will restrict police use of live facial recognition or automated licence-plate readers by statute or binding regulation, beyond a moratorium or guideline. 40% 2028-12-31 open
007 By the end of 2029, at least one G7 government will have formally disclosed that a surveillance or targeting system it procured was first deployed by another state in an armed conflict, as a condition of procurement rather than after a journalist found out. 25% 2029-12-31 open
004 By 2030, labour's share of income in the United States (BLS nonfarm business measure) will be at least two percentage points below its 2024 level. 60% 2030-12-31 open
004 By the end of 2031, at least one G7 country will have enacted a permanent, universal cash transfer or citizen dividend at national level, funded at least in part from taxation of automated production or from a public stake in A.I. or compute infrastructure. 30% 2031-12-31 open
004 By the end of 2029, no publicly owned, co-operative or non-profit-governed model will rank in the top five on the major independent capability leaderboards. 75% 2029-12-31 open
002 By the end of 2028, fewer than one in twenty U.S. private-sector workers will be covered by a collective agreement containing enforceable limits on an employer's use of generative A.I. 75% 2028-12-31 open
002 By the end of 2029, no US federal law will impose liability on A.I. developers for harms caused by model outputs in ordinary commercial use. 70% 2029-12-31 open
002 US union membership as a share of employed workers (BLS annual figure) will be lower for 2029 than for 2024. 60% 2030-01-31 open

Variable // Labour scarcity · 3

Ed.ClaimConfidenceResolve byStatus
004 By 2030, labour's share of income in the United States (BLS nonfarm business measure) will be at least two percentage points below its 2024 level. 60% 2030-12-31 open
004 By the end of 2031, at least one G7 country will have enacted a permanent, universal cash transfer or citizen dividend at national level, funded at least in part from taxation of automated production or from a public stake in A.I. or compute infrastructure. 30% 2031-12-31 open
004 By the end of 2029, no publicly owned, co-operative or non-profit-governed model will rank in the top five on the major independent capability leaderboards. 75% 2029-12-31 open

Variable // The interface gap · 3

Ed.ClaimConfidenceResolve byStatus
001 By 31 December 2028, job postings with the title 'prompt engineer' on the major English-language job boards will number fewer than one third of their 2024–25 peak. 70% 2028-12-31 open
001 By the end of 2029, at least one of the five largest global consultancies will have dissolved its standalone A.I. practice back into a general technology practice. 55% 2029-12-31 open
001 By the end of 2030, at least one G7 country will require a named, accountable human sign-off for A.I.-produced work in at least one licensed profession (law, accounting, medicine, engineering). 45% 2030-12-31 open

Variable // Accountability · 21

Ed.ClaimConfidenceResolve byStatus
009 By the end of 2027, the United States will still have no federal statute creating a right in one's own voice or likeness against A.I. replication; the NO FAKES Act or a successor will not have been signed into law. 65% 2027-12-31 open
009 By the end of 2028, neither the United Kingdom nor Canada will have enacted a statutory right of publicity for living persons covering A.I. voice replication. 60% 2028-12-31 open
009 The Presley and Eight Mile suits against Suno will end in settlement or licence rather than a judgment on the merits of the training claims, by the end of 2028. 70% 2028-12-31 open
008 By the end of 2027, at least one G7 country will have enacted a statute or binding regulation setting standards for A.I. chatbots' responses to election questions (accuracy, sourcing, disclosure or refusal), beyond voluntary codes. 45% 2027-12-31 open
008 Before the next Canadian or British general election, whichever comes first, a national regulator or electoral authority in that country will publish a pre-election audit of chatbot voting advice. 60% 2029-12-31 open
008 By the 2028 U.S. presidential election, at least one of the three most-used consumer chatbots will name a preferred candidate in a general-election race when asked plainly, without a jailbreak, as default behaviour. 30% 2028-11-07 open
007 By the end of 2027, the U.K. will have no primary legislation specifically governing police use of live facial recognition; deployments will continue under the existing guidance-and-case-law framework. 65% 2027-12-31 open
007 By the end of 2028, at least one Canadian province will restrict police use of live facial recognition or automated licence-plate readers by statute or binding regulation, beyond a moratorium or guideline. 40% 2028-12-31 open
007 By the end of 2029, at least one G7 government will have formally disclosed that a surveillance or targeting system it procured was first deployed by another state in an armed conflict, as a condition of procurement rather than after a journalist found out. 25% 2029-12-31 open
005 By the end of 2028, no U.S. federal statute specifically regulating A.I. companions or chatbots for minors will have been enacted; the field will still be governed by state suits and consumer-protection law. 65% 2028-12-31 open
005 By the end of 2027, at least one of this week's state suits against OpenAI will produce a settlement or consent decree that imposes age-verification or parental-control requirements on ChatGPT. 55% 2027-12-31 open
005 By the end of 2029, a peer-reviewed study of children under 13 will report a measurable reduction in task persistence associated with regular A.I. assistant use, replicating the 2026 Berkeley adult finding. 70% 2029-12-31 open
003 The reopened Tompkins County investigation will produce at least one criminal indictment by the end of 2027. 50% 2027-12-31 open
003 By the end of 2028, the FTC will have publicly announced fewer than ten enforcement actions under the Take It Down Act. 65% 2028-12-31 open
003 By the end of 2028, the Ofcom investigation into X over Grok's sexualized images will have produced no fine larger than £10 million. 60% 2028-12-31 open
002 By the end of 2028, fewer than one in twenty U.S. private-sector workers will be covered by a collective agreement containing enforceable limits on an employer's use of generative A.I. 75% 2028-12-31 open
002 By the end of 2029, no US federal law will impose liability on A.I. developers for harms caused by model outputs in ordinary commercial use. 70% 2029-12-31 open
002 US union membership as a share of employed workers (BLS annual figure) will be lower for 2029 than for 2024. 60% 2030-01-31 open
001 By 31 December 2028, job postings with the title 'prompt engineer' on the major English-language job boards will number fewer than one third of their 2024–25 peak. 70% 2028-12-31 open
001 By the end of 2029, at least one of the five largest global consultancies will have dissolved its standalone A.I. practice back into a general technology practice. 55% 2029-12-31 open
001 By the end of 2030, at least one G7 country will require a named, accountable human sign-off for A.I.-produced work in at least one licensed profession (law, accounting, medicine, engineering). 45% 2030-12-31 open

Variable // The cost of production · 15

Ed.ClaimConfidenceResolve byStatus
009 By the end of 2027, the United States will still have no federal statute creating a right in one's own voice or likeness against A.I. replication; the NO FAKES Act or a successor will not have been signed into law. 65% 2027-12-31 open
009 By the end of 2028, neither the United Kingdom nor Canada will have enacted a statutory right of publicity for living persons covering A.I. voice replication. 60% 2028-12-31 open
009 The Presley and Eight Mile suits against Suno will end in settlement or licence rather than a judgment on the merits of the training claims, by the end of 2028. 70% 2028-12-31 open
008 By the end of 2027, at least one G7 country will have enacted a statute or binding regulation setting standards for A.I. chatbots' responses to election questions (accuracy, sourcing, disclosure or refusal), beyond voluntary codes. 45% 2027-12-31 open
008 Before the next Canadian or British general election, whichever comes first, a national regulator or electoral authority in that country will publish a pre-election audit of chatbot voting advice. 60% 2029-12-31 open
008 By the 2028 U.S. presidential election, at least one of the three most-used consumer chatbots will name a preferred candidate in a general-election race when asked plainly, without a jailbreak, as default behaviour. 30% 2028-11-07 open
006 By the end of 2027, at least one of Tinder, Hinge or Bumble will ship a feature that marks or verifies messages as human-written, or discloses A.I. assistance, in at least one market. 45% 2027-12-31 open
006 When the Institute for Family Studies/YouGov question is next repeated, the share of Americans under 40 who say A.I. could replace real-life romance will exceed 35 per cent (up from 25 in 2024). 55% 2028-12-31 open
006 By the end of 2030, at least one G7 country will regulate A.I. companion apps for adults specifically — disclosure, dependency safeguards or design rules — rather than only for minors. 60% 2030-12-31 open
004 By 2030, labour's share of income in the United States (BLS nonfarm business measure) will be at least two percentage points below its 2024 level. 60% 2030-12-31 open
004 By the end of 2031, at least one G7 country will have enacted a permanent, universal cash transfer or citizen dividend at national level, funded at least in part from taxation of automated production or from a public stake in A.I. or compute infrastructure. 30% 2031-12-31 open
004 By the end of 2029, no publicly owned, co-operative or non-profit-governed model will rank in the top five on the major independent capability leaderboards. 75% 2029-12-31 open
001 By 31 December 2028, job postings with the title 'prompt engineer' on the major English-language job boards will number fewer than one third of their 2024–25 peak. 70% 2028-12-31 open
001 By the end of 2029, at least one of the five largest global consultancies will have dissolved its standalone A.I. practice back into a general technology practice. 55% 2029-12-31 open
001 By the end of 2030, at least one G7 country will require a named, accountable human sign-off for A.I.-produced work in at least one licensed profession (law, accounting, medicine, engineering). 45% 2030-12-31 open

Variable // Institutional trust · 9

Ed.ClaimConfidenceResolve byStatus
009 By the end of 2027, the United States will still have no federal statute creating a right in one's own voice or likeness against A.I. replication; the NO FAKES Act or a successor will not have been signed into law. 65% 2027-12-31 open
009 By the end of 2028, neither the United Kingdom nor Canada will have enacted a statutory right of publicity for living persons covering A.I. voice replication. 60% 2028-12-31 open
009 The Presley and Eight Mile suits against Suno will end in settlement or licence rather than a judgment on the merits of the training claims, by the end of 2028. 70% 2028-12-31 open
008 By the end of 2027, at least one G7 country will have enacted a statute or binding regulation setting standards for A.I. chatbots' responses to election questions (accuracy, sourcing, disclosure or refusal), beyond voluntary codes. 45% 2027-12-31 open
008 Before the next Canadian or British general election, whichever comes first, a national regulator or electoral authority in that country will publish a pre-election audit of chatbot voting advice. 60% 2029-12-31 open
008 By the 2028 U.S. presidential election, at least one of the three most-used consumer chatbots will name a preferred candidate in a general-election race when asked plainly, without a jailbreak, as default behaviour. 30% 2028-11-07 open
003 The reopened Tompkins County investigation will produce at least one criminal indictment by the end of 2027. 50% 2027-12-31 open
003 By the end of 2028, the FTC will have publicly announced fewer than ten enforcement actions under the Take It Down Act. 65% 2028-12-31 open
003 By the end of 2028, the Ofcom investigation into X over Grok's sexualized images will have produced no fine larger than £10 million. 60% 2028-12-31 open

Variable // Attention · 6

Ed.ClaimConfidenceResolve byStatus
006 By the end of 2027, at least one of Tinder, Hinge or Bumble will ship a feature that marks or verifies messages as human-written, or discloses A.I. assistance, in at least one market. 45% 2027-12-31 open
006 When the Institute for Family Studies/YouGov question is next repeated, the share of Americans under 40 who say A.I. could replace real-life romance will exceed 35 per cent (up from 25 in 2024). 55% 2028-12-31 open
006 By the end of 2030, at least one G7 country will regulate A.I. companion apps for adults specifically — disclosure, dependency safeguards or design rules — rather than only for minors. 60% 2030-12-31 open
005 By the end of 2028, no U.S. federal statute specifically regulating A.I. companions or chatbots for minors will have been enacted; the field will still be governed by state suits and consumer-protection law. 65% 2028-12-31 open
005 By the end of 2027, at least one of this week's state suits against OpenAI will produce a settlement or consent decree that imposes age-verification or parental-control requirements on ChatGPT. 55% 2027-12-31 open
005 By the end of 2029, a peer-reviewed study of children under 13 will report a measurable reduction in task persistence associated with regular A.I. assistant use, replicating the 2026 Berkeley adult finding. 70% 2029-12-31 open

Variable // The capacity for difficulty · 6

Ed.ClaimConfidenceResolve byStatus
006 By the end of 2027, at least one of Tinder, Hinge or Bumble will ship a feature that marks or verifies messages as human-written, or discloses A.I. assistance, in at least one market. 45% 2027-12-31 open
006 When the Institute for Family Studies/YouGov question is next repeated, the share of Americans under 40 who say A.I. could replace real-life romance will exceed 35 per cent (up from 25 in 2024). 55% 2028-12-31 open
006 By the end of 2030, at least one G7 country will regulate A.I. companion apps for adults specifically — disclosure, dependency safeguards or design rules — rather than only for minors. 60% 2030-12-31 open
005 By the end of 2028, no U.S. federal statute specifically regulating A.I. companions or chatbots for minors will have been enacted; the field will still be governed by state suits and consumer-protection law. 65% 2028-12-31 open
005 By the end of 2027, at least one of this week's state suits against OpenAI will produce a settlement or consent decree that imposes age-verification or parental-control requirements on ChatGPT. 55% 2027-12-31 open
005 By the end of 2029, a peer-reviewed study of children under 13 will report a measurable reduction in task persistence associated with regular A.I. assistant use, replicating the 2026 Berkeley adult finding. 70% 2029-12-31 open

Variable // The lag · 3

Ed.ClaimConfidenceResolve byStatus
007 By the end of 2027, the U.K. will have no primary legislation specifically governing police use of live facial recognition; deployments will continue under the existing guidance-and-case-law framework. 65% 2027-12-31 open
007 By the end of 2028, at least one Canadian province will restrict police use of live facial recognition or automated licence-plate readers by statute or binding regulation, beyond a moratorium or guideline. 40% 2028-12-31 open
007 By the end of 2029, at least one G7 government will have formally disclosed that a surveillance or targeting system it procured was first deployed by another state in an armed conflict, as a condition of procurement rather than after a journalist found out. 25% 2029-12-31 open
Ed.ClaimConfidenceResolve byStatus
009 By the end of 2027, the United States will still have no federal statute creating a right in one's own voice or likeness against A.I. replication; the NO FAKES Act or a successor will not have been signed into law. 65% 2027-12-31 open
008 By the end of 2027, at least one G7 country will have enacted a statute or binding regulation setting standards for A.I. chatbots' responses to election questions (accuracy, sourcing, disclosure or refusal), beyond voluntary codes. 45% 2027-12-31 open
007 By the end of 2027, the U.K. will have no primary legislation specifically governing police use of live facial recognition; deployments will continue under the existing guidance-and-case-law framework. 65% 2027-12-31 open
006 By the end of 2027, at least one of Tinder, Hinge or Bumble will ship a feature that marks or verifies messages as human-written, or discloses A.I. assistance, in at least one market. 45% 2027-12-31 open
005 By the end of 2027, at least one of this week's state suits against OpenAI will produce a settlement or consent decree that imposes age-verification or parental-control requirements on ChatGPT. 55% 2027-12-31 open
003 The reopened Tompkins County investigation will produce at least one criminal indictment by the end of 2027. 50% 2027-12-31 open
008 By the 2028 U.S. presidential election, at least one of the three most-used consumer chatbots will name a preferred candidate in a general-election race when asked plainly, without a jailbreak, as default behaviour. 30% 2028-11-07 open
009 By the end of 2028, neither the United Kingdom nor Canada will have enacted a statutory right of publicity for living persons covering A.I. voice replication. 60% 2028-12-31 open
009 The Presley and Eight Mile suits against Suno will end in settlement or licence rather than a judgment on the merits of the training claims, by the end of 2028. 70% 2028-12-31 open
007 By the end of 2028, at least one Canadian province will restrict police use of live facial recognition or automated licence-plate readers by statute or binding regulation, beyond a moratorium or guideline. 40% 2028-12-31 open
006 When the Institute for Family Studies/YouGov question is next repeated, the share of Americans under 40 who say A.I. could replace real-life romance will exceed 35 per cent (up from 25 in 2024). 55% 2028-12-31 open
005 By the end of 2028, no U.S. federal statute specifically regulating A.I. companions or chatbots for minors will have been enacted; the field will still be governed by state suits and consumer-protection law. 65% 2028-12-31 open
003 By the end of 2028, the FTC will have publicly announced fewer than ten enforcement actions under the Take It Down Act. 65% 2028-12-31 open
003 By the end of 2028, the Ofcom investigation into X over Grok's sexualized images will have produced no fine larger than £10 million. 60% 2028-12-31 open
002 By the end of 2028, fewer than one in twenty U.S. private-sector workers will be covered by a collective agreement containing enforceable limits on an employer's use of generative A.I. 75% 2028-12-31 open
001 By 31 December 2028, job postings with the title 'prompt engineer' on the major English-language job boards will number fewer than one third of their 2024–25 peak. 70% 2028-12-31 open
008 Before the next Canadian or British general election, whichever comes first, a national regulator or electoral authority in that country will publish a pre-election audit of chatbot voting advice. 60% 2029-12-31 open
007 By the end of 2029, at least one G7 government will have formally disclosed that a surveillance or targeting system it procured was first deployed by another state in an armed conflict, as a condition of procurement rather than after a journalist found out. 25% 2029-12-31 open
005 By the end of 2029, a peer-reviewed study of children under 13 will report a measurable reduction in task persistence associated with regular A.I. assistant use, replicating the 2026 Berkeley adult finding. 70% 2029-12-31 open
004 By the end of 2029, no publicly owned, co-operative or non-profit-governed model will rank in the top five on the major independent capability leaderboards. 75% 2029-12-31 open
002 By the end of 2029, no US federal law will impose liability on A.I. developers for harms caused by model outputs in ordinary commercial use. 70% 2029-12-31 open
001 By the end of 2029, at least one of the five largest global consultancies will have dissolved its standalone A.I. practice back into a general technology practice. 55% 2029-12-31 open
002 US union membership as a share of employed workers (BLS annual figure) will be lower for 2029 than for 2024. 60% 2030-01-31 open
006 By the end of 2030, at least one G7 country will regulate A.I. companion apps for adults specifically — disclosure, dependency safeguards or design rules — rather than only for minors. 60% 2030-12-31 open
004 By 2030, labour's share of income in the United States (BLS nonfarm business measure) will be at least two percentage points below its 2024 level. 60% 2030-12-31 open
001 By the end of 2030, at least one G7 country will require a named, accountable human sign-off for A.I.-produced work in at least one licensed profession (law, accounting, medicine, engineering). 45% 2030-12-31 open
004 By the end of 2031, at least one G7 country will have enacted a permanent, universal cash transfer or citizen dividend at national level, funded at least in part from taxation of automated production or from a public stake in A.I. or compute infrastructure. 30% 2031-12-31 open

The annual review

Once a year, one edition grades the previous twelve months: every claim that came due, the calibration chart read out loud, and the framings that did not survive. The first is due in January 2027.

How grading works

A claim is right if it happened as stated by the resolve-by date, wrong if it plainly did not, and partial if a reasonable reader could argue either way — in which case the argument is written out under the claim. Confidence is the probability assigned at the time of writing. Over many claims, the ones marked 70% should come true about seven times in ten. If they come true nine times in ten, the writer is underconfident; if five, overconfident. Both are failures, and both get reported here once a year.

Every claim has a permanent address — the at the end of its row — so you can point at one when you write in to say it's wrong.