How fast will AI computing improve 2030?
A fivefold gain in accelerator performance per dollar by 2030?
Subjective probability, no independent calibration.
When might AI reach AGI or superintelligence, change our jobs, threaten human control, master long tasks, design approved medicines or increase energy demand? Explore thirteen documented AI futures, including chips, science, the economy, governance, robotics and cybersecurity.
Thirteen documented research questions, not validated statistical predictions: eight provisional numerical drafts, three illustrative internal models and two questions without official percentages. None of those 13 topic drafts is locked or scored; the two separately registered 2027 milestone forecasts are editorially locked.
Evidence Pulse 2.0 checks the published Cortist News index when JavaScript is available. The source-linked, dated research articles remain accessible through Cortist News.
All eight provisional numerical forecasts remain on their first recorded draft. Contextual news can be reviewed without silently changing published estimates.
Topic-by-topic evidence index ↗ · Full version history ↗Cortist now tracks the newest published estimate and every documented version for all thirteen topics. AGI, superintelligence, robotics, cybersecurity, chips, science, economy and governance each have separate, provisional numerical draft snapshots. Five other questions have no official numerical probability. Nothing is independently locked or scored yet.
The historic v0.1 records remain unchanged. New assessments require separate timestamped versions and an explicit source-based rationale, not silent overwrites.One evidence standard. Thirteen distinct subjects, time horizons and degrees of uncertainty.
A fivefold gain in accelerator performance per dollar by 2030?
Subjective probability, no independent calibration.
A novel, independently reproduced autonomous discovery by 2035?
Subjective probability, no independent calibration.
A sustained one-point US productivity boost attributable to AI by 2035?
Subjective probability, no independent calibration.
Three enforceable G20 frontier-AI safety regimes by 2032?
Subjective probability, no independent calibration.
Can an AI agent repeatedly pass independently evaluated, actively defended sandbox cyber ranges?
Active-defender criteria under review. Not locked or scored.
Can a humanoid complete independently verified mixed eight-hour industrial shifts without teleoperation?
Criteria proposed; not calibrated, locked or scored.
Could AI satisfy an independently reviewed general intelligence test before 2031?
Draft criteria. No independent lock or Brier score.
Could AI exceed expert human abilities across a broad range of domains?
Draft criteria. No independent lock or Brier score.
Understand extinction and loss-of-control scenarios, expert disagreement and missing evidence.
The 2100 research horizon is not a predicted extinction date.
Which tasks, careers and early-career opportunities could change by 2030, and what can labor data verify?
J-001 is a research candidate, not an independently reviewed numerical forecast.
Three source-backed research candidates with precise deadlines, transparent working models and open review requirements. No official Cortist probabilities have been assigned.
80% reliability on independently evaluated long-form technical tasks - not an entire working day.
One therapeutically new drug approval with independently verified AI design of the active compound.
Measured US electricity used by all data centers in 2030; not AI-only demand.
How to read this board: 38% and 24% are provisional editorial estimates for their respective deadlines, not independently validated results. The circular graphics display the published estimates, not observed progress. X-001, J-001, A-001, M-001 and E-001 have no assigned probabilities and cannot currently be scored. The year 2100 is a proposed research horizon, not a predicted extinction date.
A strong record needs more than a confident number. It needs defensible definitions, independent review and a fair resolution.
Define the event, a deadline and measurable evidence thresholds before evaluation.
AGI / ASI criteria: draftIndependently review the terms and anchor the prospective record before an outcome.
Independent lock: pendingCompare the outcome with original rules and score only valid resolved forecasts.
Resolved and scored: 0Dated F-001 and F-002 v0.1 records and SHA-256 checksums are publicly available. Independent reviews, external time anchoring and prospective locks are not yet complete. We will not present provisional drafts as scored achievements.
The X-001 risk question has unresolved issues around attributing human extinction to AI and verifying the outcome. No numerical probability is assigned.
Cortist now concentrates on seven questions. Help us test their assumptions, definitions and source quality.
Forecasts are precise events. Topics explain the research, history and related news.
When could artificial general intelligence be demonstrated?
TOPIC GUIDEWhat would exceed broad human expert capabilities?
TOPIC GUIDEUnderstand extinction and loss-of-control risks.
TOPIC GUIDEEvidence on automation, hiring and future skills.
TOPIC GUIDEAutonomy, long tasks, reliable tools and oversight.
TOPIC GUIDEDrug discovery, clinical evidence and FDA approvals.
TOPIC GUIDEData centers, electricity and grid constraints.