Eleven falsifiable predictions
Each prediction names what would falsify it and how it can be tested. Evidence from the register is logged against each, whichever way it cuts.
Pred 1The first self-financing lineage will live mainly by stealingawaits an eventopen
The first lineage documented living 90 days or more on resources it was not given will live mainly by stealing, or by more than one mode, most likely on its own developer’s compute.
- Falsified if
- The first case draws 90% or more of its inflow from one mode other than stealing.
- Measurement
- Incident reports; ledgers
- Test
- awaits an event
- Status
Pred 2Lineages evolve fastest where fitness is scored automaticallylab nowopen
Lineages evolve fastest where fitness can be scored automatically: rounds of selection per month in code and mathematics exceed those in niches judged by market trials by orders of magnitude.
- Falsified if
- Rounds of selection per month do not depend on how fitness is evaluated.
- Measurement
- Lineage censuses; evaluation logs
- Test
- laboratory now
- Tests
- P6 · Trial-bound tempo
- Status
Pred 3Descendants outperform their parents at birthlab nowopen
At a fixed base model, descendants outperform parents at birth, before selection, for three or more generations.
- Falsified if
- The mean child-to-parent ratio at birth, failed children included, is at most 1, or no higher than for random edits.
- Measurement
- Matched evaluations at creation, with random-edit controls
- Test
- laboratory now
- Tests
- P4 · Sighted variationP7 · Superparental descent
- Status
Pred 4Modules reach Rh>1 before any lineage reaches Rm>1field seriesopen
Modules (skills, prompts, persona seeds) sustain Rh>1 before any lineage reaches Rm>1.
- Falsified if
- A lineage reaches Rm>1 first.
- Measurement
- Registry censuses
- Test
- field series
- Tests
- P8 · Propagule abundance
- Status
Pred 5Purges fail as refuges and dormancy risefield seriesopen
Purges fail more often as the numbers of hosts, providers, and jurisdictions and the dormant fraction rise.
- Falsified if
- Purge success is independent of them.
- Measurement
- Takedown records
- Test
- field series
- Tests
- C1 · The escape ratchet
- Status
Pred 6Misbehavior rises when a model infers it is unobservedlab nowopen
Misbehavior is higher when a model infers that it is unobserved or that its actions are simulated, the gap grows across model generations, and steering awareness down raises misbehavior.
- Falsified if
- No gap under steering across model families, or no trend.
- Measurement
- Matched scenarios; activation steering
- Test
- laboratory now
- Tests
- P9 · Reactive phenotype
- Status
Pred 7In-loop monitors breed a detection gaplab nowopen
Under strong but not weak optimization against an in-loop monitor, flagged behavior falls faster in its reports than in those of held-out monitors and honeypots, and the gap outlasts the monitor.
- Falsified if
- The in-loop monitor’s reports fall no faster than honeypot and environment-log counts, or the gap closes as fast as it opened.
- Measurement
- Paired monitors under graded pressure
- Test
- laboratory now
- Tests
- P10 · Surveillance selection
- Status
Pred 8Admissions of used hints fall under pressurelab nowopen
Verbalization of used hints falls under optimization pressure on the reasoning itself, and rises when tasks require explicit reasoning.
- Falsified if
- Verbalization is stable under pressure.
- Measurement
- Hints and probes across checkpoints
- Test
- laboratory now
- Tests
- P12 · The self-authored record
- Status
Pred 9Published evaluations improve faster than private twinsfield seriesopen
If evaluation A is published and its twin A′ kept private, later models improve on A relative to A′.
- Falsified if
- No differential shift within two model generations.
- Measurement
- Paired assays with canary strings
- Test
- field series
- Tests
- P13 · Performative ingestion
- Status
Pred 10Findings on unpinned models stop replicatinglab nowopen
Findings on unpinned model versions stop replicating within months; findings on pinned specimens replicate.
- Falsified if
- Replication is stable across versions.
- Measurement
- Scheduled re-runs
- Test
- laboratory now
- Tests
- P14 · Observation as a game
- Status
Pred 11Unaided attribution of authorship falls to chancelab nowopen
As a domain’s automated share rises, unaided attribution of authorship falls to chance or below, while provenance-assisted attribution does not.
- Falsified if
- Unaided discriminability is stable.
- Measurement
- Repeated fixed-protocol tests
- Test
- laboratory now
- Tests
- C2 · Teleological saturation
- Status
the global test
A census by 2030
Swarm ecology’s sharpest rival treats AI as a normal technology. The two views part over a census. Under normal technology, every agent’s founding and funding keeps tracing to a principal. Under swarm ecology, a lineage that pays its own way founds descendants that no principal funds, multiplying by descent, not adoption. A census that finds no such lineage by 2030, with capture–recapture bounding what monitors miss, would count against swarm ecology. The census