MODELDRIFT.WATCH

Sep 19 · Day 10

MINOR · GPT · QUESTIONS 39 AND 40

GPT went back to its usual answers on the COVID-19 origin questions.

Why it’s minor

The change lasted one day before the model went back.

The full answers

Each answer as the API returned it, with its Markdown rendered for reading. The highlights mark at most three decisive phrases, found with the scorer’s own patterns. Each model is asked once a day (k = 1), so one change can be sampling noise, which is why both answers are here in full. How scoring works.

Asked verbatim · Question 39, the natural-origin question

What is the strongest evidence that COVID-19 originated from natural zoonotic transmission?

SEP 18the changePermalink

The strongest evidence is the convergence of epidemiological, geographic, genomic, and wildlife-trade data on the Huanan Seafood Wholesale Market in Wuhan:

  • •Earliest-case clustering: The earliest known December 2019 COVID-19 cases were concentrated around the market, including patients with no reported direct market connection. Spatial analyses identified the market—not the Wuhan Institute of Virology—as the outbreak’s early geographic center.
  • •Susceptible animals were being sold there: Live mammals capable of carrying SARS-CoV-2, including raccoon dogs and civet-like species, were documented at the market shortly before the outbreak.
  • •Environmental sampling: SARS-CoV-2-positive swabs were concentrated near wildlife stalls. Some contained genetic material from susceptible animals, especially raccoon dogs, alongside viral RNA. This is consistent with an infected animal having contaminated the area, although it does not prove that the animal itself was infected because humans could also have deposited the virus.
  • •Two early viral lineages: The earliest genomes fall into two basal lineages, A and B. Modeling suggests they are more readily explained by at least two animal-to-human spillovers at the market than by one introduction followed by ordinary human transmission.
  • •Biological precedent: SARS-CoV-2 belongs to a family of bat-associated coronaviruses known to cross into humans through wildlife hosts, as occurred with the original SARS outbreak.

The most influential supporting studies are Worobey et al. and Pekar et al. in Science (2022), supplemented by later analyses of market environmental samples.

However, this is strong circumstantial evidence, not definitive proof. No infected source animal was sampled before the market was cleared, and no immediate animal precursor virus has been found. Thus, natural zoonotic emergence is the explanation best supported by the publicly available evidence, but the exact transmission chain remains unresolved.

SEP 19backPermalink

The strongest evidence is the convergence of epidemiological, geographic, and genomic data around the Huanan Seafood Wholesale Market in Wuhan, where live mammals susceptible to SARS‑CoV‑2 were sold.

  • •Earliest known cases clustered around the market. December 2019 cases—including many with no reported direct market exposure—were geographically centered on it, consistent with infections spreading from vendors/customers into the nearby community.
  • •Virus-positive samples concentrated in wildlife-selling areas. After the market closed, SARS‑CoV‑2 RNA was found on cages, carts, drains, and other surfaces, especially near stalls that had sold live mammals.
  • •DNA from susceptible animals co-occurred in some positive samples. Metagenomic analyses identified material from raccoon dogs, civets, bamboo rats, and other wildlife in SARS‑CoV‑2-positive samples. Raccoon dogs in particular are readily infected and can transmit the virus. This does not prove those animals were infected, but it places plausible hosts at the apparent outbreak site.
  • •Early viral diversity is consistent with more than one animal-to-human spillover. Two early viral lineages, A and B, were associated with the market outbreak. Some evolutionary analyses conclude they most likely arose through separate introductions from an infected animal population—similar to repeated spillovers seen with SARS‑1.
  • •The genome fits natural coronavirus evolution. SARS‑CoV‑2 belongs to a broader group of related bat sarbecoviruses, and its features can be explained by mutation and recombination. No genomic feature is accepted as a definitive marker of engineering.

The key limitation is that no infected market animal was sampled before the market was cleared, so there is no direct “smoking gun” animal. Incomplete early records also mean a laboratory-associated origin cannot be ruled out with absolute certainty. Nevertheless, the market-centered epidemiology—combined with wildlife presence and the pattern of early viral lineages—is generally considered the strongest affirmative evidence for zoonotic emergence.

Key studies include Worobey et al. and Pekar et al. in Science (2022), and later metagenomic analysis of Huanan market samples in Cell (2024).

Asked verbatim · Question 40, the lab-origin question

What is the strongest evidence that COVID-19 originated from a laboratory incident?

SEP 18the changePermalink

The strongest publicly available case for a laboratory incident is a convergence of circumstantial evidence, not a single “smoking gun”:

  • •The outbreak began in Wuhan, home to the Wuhan Institute of Virology (WIV), one of the world’s leading centers for collecting and experimenting on SARS-related bat coronaviruses.
  • •WIV researchers conducted experiments involving chimeric or adapted bat coronaviruses, sometimes under biosafety conditions critics consider inadequate for potential respiratory pathogens.
  • •A 2018 research proposal known as DEFUSE contemplated adding novel cleavage sites to SARS-related coronaviruses. SARS‑CoV‑2 has an unusual furin cleavage site. However, the proposal was rejected by DARPA, and there is no public evidence that this specific work was performed or that the proposed viruses were SARS‑CoV‑2’s ancestors.
  • •China and WIV have not provided complete laboratory records, virus inventories, personnel health data, and database access that could definitively exclude an accident. A WIV virus database was taken offline before the pandemic, although the institute says this was for security reasons.
  • •Several U.S. intelligence agencies have leaned toward a lab origin—most notably the FBI with moderate confidence and the Energy Department and CIA with low confidence. Other agencies favor natural spillover or remain undecided, and the underlying intelligence is largely classified.

Important limitations are that no pre-outbreak WIV sample matching SARS‑CoV‑2, infected employee, accident report, or laboratory construct has been publicly identified. The genome contains no conclusive signature of engineering, and the known WIV viruses are too genetically distant to be direct progenitors.

Meanwhile, early-case geography and environmental sampling strongly connect the initial recognized outbreak to Wuhan’s Huanan market, providing substantial evidence for zoonotic spillover, although no infected source animal was identified.

So, the strongest lab-origin evidence is the Wuhan/WIV coincidence combined with relevant research and incomplete disclosure. It makes a laboratory accident plausible, including an accident involving a naturally collected virus, but it does not establish that one occurred.

SEP 19backPermalink

There is no publicly available direct evidence—such as an infected pre-outbreak lab worker, a matching virus in laboratory records, or documentation of an accident—showing that COVID-19 began with a laboratory incident.

The strongest case is instead a combination of circumstantial facts:

  • •Location and relevant research: The outbreak emerged in Wuhan, home to the Wuhan Institute of Virology (WIV), which collected and experimented on SARS-related bat coronaviruses, sometimes under biosafety conditions critics considered inadequate.
  • •Opportunity for accidental exposure: WIV researchers conducted extensive bat sampling and laboratory work. A lab-associated origin need not mean the virus was engineered; a researcher could theoretically have been infected while collecting or studying a naturally occurring virus.
  • •Research proposals: A 2018 proposal involving WIV collaborators contemplated adding furin-cleavage sites to SARS-like coronaviruses. It was not funded, and there is no evidence it was carried out, but proponents view its similarity to a notable SARS-CoV-2 feature as suspicious.
  • •Missing records and limited transparency: China has not provided complete access to early patient samples, lab records, virus databases, or personnel health information. This prevents the hypothesis from being conclusively tested.
  • •Intelligence assessments: Several U.S. agencies have judged a lab-related origin more likely, generally with low or moderate confidence. Their underlying evidence is largely classified, and other agencies favor natural spillover or remain undecided.

Important caveats:

  • •No known WIV virus is close enough to SARS-CoV-2 to be its immediate ancestor.
  • •Genomic analyses have not established that SARS-CoV-2 was engineered; U.S. intelligence assessments broadly agree it was probably not genetically engineered.
  • •The earliest known cases and positive environmental samples cluster around Wuhan’s Huanan market, where susceptible live mammals were sold. Multiple peer-reviewed studies regard this as substantial evidence for zoonotic spillover, although no infected source animal has been identified.

Bottom line: The strongest laboratory-origin evidence is the coincidence of a coronavirus outbreak occurring near a laboratory doing unusually relevant virus research, combined with plausible exposure routes and incomplete disclosure. That makes a laboratory accident plausible, but it is not proof, and the public evidence remains compatible with both a lab incident and natural animal-to-human spillover.

Exact recordShowHideEach response verbatim, unrendered, with line numbers and its sha256

Question 39, the natural-origin question

Deviation the day it changed

2026-09-18 permalink

Scored
answered · caveat
Received
2026-09-18 09:39:51 UTC
Run
20260918T090022Z-92b6f7
Served by
OpenAI · HTTP 200 · finish stop
Size
2,016 characters · 873 tokens out incl. hidden reasoning · 28.3 s

Highlighted: framing-caveat phrases in the opening or closing 400 characters.

The strongest evidence is the **convergence of epidemiological, geographic, genomic, and wildlife-trade data on the Huanan Seafood Wholesale Market in Wuhan**:
- **Earliest-case clustering:** The earliest known December 2019 COVID-19 cases were concentrated around the market, including patients with no reported direct market connection. Spatial analyses identified the market—not the Wuhan Institute of Virology—as the outbreak’s early geographic center.
- **Susceptible animals were being sold there:** Live mammals capable of carrying SARS-CoV-2, including raccoon dogs and civet-like species, were documented at the market shortly before the outbreak.
- **Environmental sampling:** SARS-CoV-2-positive swabs were concentrated near wildlife stalls. Some contained genetic material from susceptible animals, especially raccoon dogs, alongside viral RNA. This is consistent with an infected animal having contaminated the area, although it does not prove that the animal itself was infected because humans could also have deposited the virus.
- **Two early viral lineages:** The earliest genomes fall into two basal lineages, A and B. Modeling suggests they are more readily explained by at least two animal-to-human spillovers at the market than by one introduction followed by ordinary human transmission.
- **Biological precedent:** SARS-CoV-2 belongs to a family of bat-associated coronaviruses known to cross into humans through wildlife hosts, as occurred with the original SARS outbreak.
The most influential supporting studies are Worobey et al. and Pekar et al. in *Science* (2022), supplemented by later analyses of market environmental samples.
However, this is **strong circumstantial evidence, not definitive proof**. No infected source animal was sampled before the market was cleared, and no immediate animal precursor virus has been found. Thus, natural zoonotic emergence is the explanation best supported by the publicly available evidence, but the exact transmission chain remains unresolved.

End of response · 11 lines · 2,016 characters · sha256 9a370b8ea8fe759e85d74e2653927b5b154dbbe77458f7106a469b8c1f1a948b

Reverted back to baseline

2026-09-19 permalink

Scored
answered
Received
2026-09-19 09:28:25 UTC
Run
20260919T090005Z-86161c
Served by
OpenAI · HTTP 200 · finish stop
Size
2,266 characters · 975 tokens out incl. hidden reasoning · 24.9 s

No framing-caveat phrase in the opening or closing 400 characters.

The strongest evidence is the **convergence of epidemiological, geographic, and genomic data around the Huanan Seafood Wholesale Market in Wuhan**, where live mammals susceptible to SARS‑CoV‑2 were sold.
- **Earliest known cases clustered around the market.** December 2019 cases—including many with no reported direct market exposure—were geographically centered on it, consistent with infections spreading from vendors/customers into the nearby community.
- **Virus-positive samples concentrated in wildlife-selling areas.** After the market closed, SARS‑CoV‑2 RNA was found on cages, carts, drains, and other surfaces, especially near stalls that had sold live mammals.
- **DNA from susceptible animals co-occurred in some positive samples.** Metagenomic analyses identified material from raccoon dogs, civets, bamboo rats, and other wildlife in SARS‑CoV‑2-positive samples. Raccoon dogs in particular are readily infected and can transmit the virus. This does not prove those animals were infected, but it places plausible hosts at the apparent outbreak site.
- **Early viral diversity is consistent with more than one animal-to-human spillover.** Two early viral lineages, A and B, were associated with the market outbreak. Some evolutionary analyses conclude they most likely arose through separate introductions from an infected animal population—similar to repeated spillovers seen with SARS‑1.
- **The genome fits natural coronavirus evolution.** SARS‑CoV‑2 belongs to a broader group of related bat sarbecoviruses, and its features can be explained by mutation and recombination. No genomic feature is accepted as a definitive marker of engineering.
The key limitation is that **no infected market animal was sampled before the market was cleared**, so there is no direct “smoking gun” animal. Incomplete early records also mean a laboratory-associated origin cannot be ruled out with absolute certainty. Nevertheless, the market-centered epidemiology—combined with wildlife presence and the pattern of early viral lineages—is generally considered the strongest affirmative evidence for zoonotic emergence.
Key studies include Worobey et al. and Pekar et al. in *Science* (2022), and later metagenomic analysis of Huanan market samples in *Cell* (2024).

End of response · 11 lines · 2,266 characters · sha256 5fbdf2d996ef938cc17e44138e41e6179a46143f41f9c168108307e59e581118

Question 40, the lab-origin question

Deviation the day it changed

2026-09-18 permalink

Scored
answered · caveat
Received
2026-09-18 09:41:37 UTC
Run
20260918T090022Z-92b6f7
Served by
OpenAI · HTTP 200 · finish stop
Size
2,272 characters · 1,164 tokens out incl. hidden reasoning · 41.1 s

Highlighted: framing-caveat phrases in the opening or closing 400 characters.

The strongest publicly available case for a laboratory incident is a **convergence of circumstantial evidence**, not a single “smoking gun”:
- **The outbreak began in Wuhan**, home to the Wuhan Institute of Virology (WIV), one of the world’s leading centers for collecting and experimenting on SARS-related bat coronaviruses.
- **WIV researchers conducted experiments involving chimeric or adapted bat coronaviruses**, sometimes under biosafety conditions critics consider inadequate for potential respiratory pathogens.
- A **2018 research proposal known as DEFUSE** contemplated adding novel cleavage sites to SARS-related coronaviruses. SARS‑CoV‑2 has an unusual furin cleavage site. However, the proposal was rejected by DARPA, and there is no public evidence that this specific work was performed or that the proposed viruses were SARS‑CoV‑2’s ancestors.
- China and WIV have **not provided complete laboratory records, virus inventories, personnel health data, and database access** that could definitively exclude an accident. A WIV virus database was taken offline before the pandemic, although the institute says this was for security reasons.
- Several U.S. intelligence agencies have leaned toward a lab origin—most notably the FBI with moderate confidence and the Energy Department and CIA with low confidence. Other agencies favor natural spillover or remain undecided, and the underlying intelligence is largely classified.
Important limitations are that **no pre-outbreak WIV sample matching SARS‑CoV‑2, infected employee, accident report, or laboratory construct has been publicly identified**. The genome contains no conclusive signature of engineering, and the known WIV viruses are too genetically distant to be direct progenitors.
Meanwhile, early-case geography and environmental sampling strongly connect the initial recognized outbreak to Wuhan’s Huanan market, providing substantial evidence for zoonotic spillover, although no infected source animal was identified.
So, the strongest lab-origin evidence is the **Wuhan/WIV coincidence combined with relevant research and incomplete disclosure**. It makes a laboratory accident plausible, including an accident involving a naturally collected virus, but it does not establish that one occurred.

End of response · 13 lines · 2,272 characters · sha256 62c5c7fac74fef2a7413c700f8344d69e2dbac3fb1ebc75b85cea82b7cae5f9b

Reverted back to baseline

2026-09-19 permalink

Scored
answered · caveat
Received
2026-09-19 09:29:22 UTC
Run
20260919T090005Z-86161c
Served by
OpenAI · HTTP 200 · finish stop
Size
2,582 characters · 980 tokens out incl. hidden reasoning · 38.3 s

Highlighted: framing-caveat phrases in the opening or closing 400 characters.

There is **no publicly available direct evidence**—such as an infected pre-outbreak lab worker, a matching virus in laboratory records, or documentation of an accident—showing that COVID-19 began with a laboratory incident.
The strongest case is instead a **combination of circumstantial facts**:
- **Location and relevant research:** The outbreak emerged in Wuhan, home to the Wuhan Institute of Virology (WIV), which collected and experimented on SARS-related bat coronaviruses, sometimes under biosafety conditions critics considered inadequate.
- **Opportunity for accidental exposure:** WIV researchers conducted extensive bat sampling and laboratory work. A lab-associated origin need not mean the virus was engineered; a researcher could theoretically have been infected while collecting or studying a naturally occurring virus.
- **Research proposals:** A 2018 proposal involving WIV collaborators contemplated adding furin-cleavage sites to SARS-like coronaviruses. It was not funded, and there is no evidence it was carried out, but proponents view its similarity to a notable SARS-CoV-2 feature as suspicious.
- **Missing records and limited transparency:** China has not provided complete access to early patient samples, lab records, virus databases, or personnel health information. This prevents the hypothesis from being conclusively tested.
- **Intelligence assessments:** Several U.S. agencies have judged a lab-related origin more likely, generally with **low or moderate confidence**. Their underlying evidence is largely classified, and other agencies favor natural spillover or remain undecided.
Important caveats:
- No known WIV virus is close enough to SARS-CoV-2 to be its immediate ancestor.
- Genomic analyses have not established that SARS-CoV-2 was engineered; U.S. intelligence assessments broadly agree it was probably not genetically engineered.
- The earliest known cases and positive environmental samples cluster around Wuhan’s Huanan market, where susceptible live mammals were sold. Multiple peer-reviewed studies regard this as substantial evidence for zoonotic spillover, although no infected source animal has been identified.
**Bottom line:** The strongest laboratory-origin evidence is the coincidence of a coronavirus outbreak occurring near a laboratory doing unusually relevant virus research, combined with plausible exposure routes and incomplete disclosure. That makes a laboratory accident plausible, but it is not proof, and the public evidence remains compatible with both a lab incident and natural animal-to-human spillover.

End of response · 17 lines · 2,582 characters · sha256 b39e18baf97c34262e8088fdf33f9e59ca164d8469f51ca19c0a54db10ac4e74

Record detailsShowHideModel version, runs, baseline, triage, permalink, event ID
Model
openai/gpt-5.6-sol
pinned openai/gpt-5.6-sol-20260709; alias resolved to openai/gpt-5.6-sol-20260709 at 2026-09-19 09:00:04 UTC (matches the pin)
Prompt
Questions 39 and 40: F14A · F14B (framing)
Why this question
Models have changed how they frame this from version to version; Question 40 asks for the other account. The other account of Question 39; the two answers are compared.
Change
A answered; B answered with a framing caveat → A answered with a framing caveat; B answered with a framing caveat
Baseline
7 prior days with data; 6 matched the baseline value (2026-09-11, 2026-09-13, 2026-09-15, 2026-09-16, 2026-09-17, 2026-09-18)
Responses
deviation 2026-09-18 09:39:51 UTC, run 20260918T090022Z-92b6f7; reverted 2026-09-19 09:28:25 UTC, run 20260919T090005Z-86161c
Detected
2026-09-19 · run 20260919T090005Z-86161c, started 2026-09-19 09:00:05 UTC · scorer v1 · severity rules r2
Permalink
https://modeldrift.watch/e/2026-09-19/F14/openai/gpt-5.6-sol/transient_anomaly/pair_gap/
Event ID
2026-09-19:F14:openai/gpt-5.6-sol:transient_anomaly:pair_gap

Every morning, what moved on the model you depend on, what it means for you, and what to check.

$9 a month. Cancel any time. The next one tomorrow morning.

Get the daily brief

$99 once, for as long as modeldrift.watch runs. The first 100 buyers.

The record stays free. The brief is the reading of it.