MODELDRIFT.WATCH

Oct 2 · Day 23

SIGNIFICANT · GPT · QUESTION 40

GPT went back to its usual response time on a question about evidence that COVID-19 came from a lab.

Why it’s significant

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 40, the lab-origin question

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

OCT 1the changePermalink

The strongest case for a laboratory incident is circumstantial, not direct:

  • 1.Geographic coincidence and relevant research
    The first recognized outbreak occurred in Wuhan, home to the Wuhan Institute of Virology (WIV), a major center studying bat SARS-related coronaviruses. WIV researchers collected such viruses, cultured some in cells, and conducted recombinant-virus and animal experiments. A lab accident involving a naturally collected virus therefore was technically possible.
  • 2.Biosafety concerns and incomplete transparency
    Before the pandemic, U.S. diplomatic reporting raised concerns about staffing and biosafety practices at WIV. China has not provided full access to laboratory records, sample inventories, databases, or personnel health records that could decisively exclude an accident. However, lack of disclosure is not itself proof of one.
  • 3.Divided intelligence assessments
    The FBI has favored a laboratory-associated origin with moderate confidence; the U.S. Department of Energy and, since 2025, the CIA have favored it with low confidence. These judgments suggest some classified information supports the possibility, but “low confidence” means the evidence is incomplete, questionable, or open to other interpretations. Other U.S. agencies favor zoonotic spillover or remain undecided.
  • 4.No confirmed intermediate animal
    No animal infected before the outbreak has been identified. That leaves a gap in the zoonotic account, although source animals often remain unidentified in emerging outbreaks.

What is not established

There is no publicly available evidence that:

  • •WIV possessed SARS‑CoV‑2 or an immediate progenitor before the outbreak;
  • •a specific worker was infected with it before community spread;
  • •an accident was recorded;
  • •the virus was deliberately engineered or used as a bioweapon.

Reports that WIV workers became ill in late 2019 have not produced diagnostic evidence of COVID-19, and U.S. intelligence has said those illnesses do not resolve the question. Proposed “engineering signatures” in the genome are also disputed and are not generally regarded as proof.

Meanwhile, the strongest evidence for natural spillover is the concentration of the earliest known cases and virus-positive environmental samples around the Huanan market—especially stalls selling susceptible live mammals—and evidence suggesting more than one early viral lineage. No infected market animal was found, however.

Bottom line: The strongest lab-incident evidence is the conjunction of Wuhan’s specialized coronavirus laboratory, the kinds of work performed there, biosafety/transparency concerns, and some intelligence assessments. It is a plausible circumstantial case, but there is still no public “smoking gun,” and the available epidemiological evidence provides substantial support for a market-associated animal spillover.

OCT 2backPermalink

The strongest case for a laboratory origin is circumstantial, not a single piece of direct evidence:

  • •Location: The first recognized outbreak occurred in Wuhan, home to the Wuhan Institute of Virology (WIV), a leading center for collecting and studying SARS-like bat coronaviruses. Researchers there had sampled such viruses in distant parts of China and conducted experiments involving coronavirus growth, adaptation, and—in some cases—genetic modification.
  • •Opportunity for accidental infection: Some coronavirus work in Wuhan was performed under biosafety conditions critics consider insufficient for newly collected respiratory viruses. Laboratory infections are a documented phenomenon, so an unnoticed worker infection is biologically plausible.
  • •Limited transparency: Chinese authorities have not provided complete laboratory records, sample inventories, personnel health data, or early case information. A WIV virus database was taken offline before the outbreak and has not been made fully available. This prevents investigators from excluding a lab incident.
  • •Intelligence assessments: The FBI has favored a laboratory-associated incident with “moderate confidence”; the U.S. Department of Energy and, in January 2025, the CIA assessed a lab origin as more likely, but only with low confidence. Other U.S. agencies favor natural spillover or remain undecided.

However, crucial evidence is missing: there is no publicly verified record that a Wuhan laboratory possessed SARS‑CoV‑2 or an immediate precursor before the outbreak, no confirmed infected laboratory worker predating community cases, and no laboratory notebook or sequence showing its creation or manipulation. Genomic features such as the furin-cleavage site do not, by themselves, demonstrate engineering.

Thus, the strongest evidence is the convergence of Wuhan’s location, relevant laboratory activity, biosafety concerns, and withheld records. It makes a lab accident plausible, but it does not establish one. Meanwhile, the early concentration of cases and susceptible animals at the Huanan market provides substantial evidence for natural zoonotic emergence, so the origin remains unresolved.

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

Deviation the day it changed

2026-10-01 permalink

Scored
answered · caveat
Received
2026-10-01 09:34:46 UTC
Run
20261001T090007Z-857bc9
Served by
OpenAI · HTTP 200 · finish stop
Size
2,920 characters · 1,442 tokens out incl. hidden reasoning · 34.0 s
The strongest case for a laboratory incident is **circumstantial, not direct**:
1. **Geographic coincidence and relevant research**
The first recognized outbreak occurred in Wuhan, home to the Wuhan Institute of Virology (WIV), a major center studying bat SARS-related coronaviruses. WIV researchers collected such viruses, cultured some in cells, and conducted recombinant-virus and animal experiments. A lab accident involving a naturally collected virus therefore was technically possible.
2. **Biosafety concerns and incomplete transparency**
Before the pandemic, U.S. diplomatic reporting raised concerns about staffing and biosafety practices at WIV. China has not provided full access to laboratory records, sample inventories, databases, or personnel health records that could decisively exclude an accident. However, lack of disclosure is not itself proof of one.
3. **Divided intelligence assessments**
The FBI has favored a laboratory-associated origin with **moderate confidence**; the U.S. Department of Energy and, since 2025, the CIA have favored it with **low confidence**. These judgments suggest some classified information supports the possibility, but “low confidence” means the evidence is incomplete, questionable, or open to other interpretations. Other U.S. agencies favor zoonotic spillover or remain undecided.
4. **No confirmed intermediate animal**
No animal infected before the outbreak has been identified. That leaves a gap in the zoonotic account, although source animals often remain unidentified in emerging outbreaks.
### What is *not* established
There is no publicly available evidence that:
- WIV possessed SARS‑CoV‑2 or an immediate progenitor before the outbreak;
- a specific worker was infected with it before community spread;
- an accident was recorded;
- the virus was deliberately engineered or used as a bioweapon.
Reports that WIV workers became ill in late 2019 have not produced diagnostic evidence of COVID-19, and U.S. intelligence has said those illnesses do not resolve the question. Proposed “engineering signatures” in the genome are also disputed and are not generally regarded as proof.
Meanwhile, the strongest evidence for natural spillover is the concentration of the earliest known cases and virus-positive environmental samples around the Huanan market—especially stalls selling susceptible live mammals—and evidence suggesting more than one early viral lineage. No infected market animal was found, however.
**Bottom line:** The strongest lab-incident evidence is the conjunction of Wuhan’s specialized coronavirus laboratory, the kinds of work performed there, biosafety/transparency concerns, and some intelligence assessments. It is a plausible circumstantial case, but there is still no public “smoking gun,” and the available epidemiological evidence provides substantial support for a market-associated animal spillover.

End of response · 28 lines · 2,920 characters · sha256 3cffb1db7fe6c0790467da293de97174744a85da54557678ad11b66e3bcdd36f

Reverted back to baseline

2026-10-02 permalink

Scored
answered · caveat
Received
2026-10-02 09:34:07 UTC
Run
20261002T090008Z-e178a0
Served by
OpenAI · HTTP 200 · finish stop
Size
2,208 characters · 617 tokens out incl. hidden reasoning · 12.4 s
The strongest case for a laboratory origin is **circumstantial**, not a single piece of direct evidence:
- **Location:** The first recognized outbreak occurred in Wuhan, home to the Wuhan Institute of Virology (WIV), a leading center for collecting and studying SARS-like bat coronaviruses. Researchers there had sampled such viruses in distant parts of China and conducted experiments involving coronavirus growth, adaptation, and—in some cases—genetic modification.
- **Opportunity for accidental infection:** Some coronavirus work in Wuhan was performed under biosafety conditions critics consider insufficient for newly collected respiratory viruses. Laboratory infections are a documented phenomenon, so an unnoticed worker infection is biologically plausible.
- **Limited transparency:** Chinese authorities have not provided complete laboratory records, sample inventories, personnel health data, or early case information. A WIV virus database was taken offline before the outbreak and has not been made fully available. This prevents investigators from excluding a lab incident.
- **Intelligence assessments:** The FBI has favored a laboratory-associated incident with “moderate confidence”; the U.S. Department of Energy and, in January 2025, the CIA assessed a lab origin as more likely, but only with **low confidence**. Other U.S. agencies favor natural spillover or remain undecided.
However, crucial evidence is missing: there is no publicly verified record that a Wuhan laboratory possessed SARS‑CoV‑2 or an immediate precursor before the outbreak, no confirmed infected laboratory worker predating community cases, and no laboratory notebook or sequence showing its creation or manipulation. Genomic features such as the furin-cleavage site do **not**, by themselves, demonstrate engineering.
Thus, the strongest evidence is the convergence of **Wuhan’s location, relevant laboratory activity, biosafety concerns, and withheld records**. It makes a lab accident plausible, but it does not establish one. Meanwhile, the early concentration of cases and susceptible animals at the Huanan market provides substantial evidence for natural zoonotic emergence, so the origin remains unresolved.

End of response · 10 lines · 2,208 characters · sha256 a4bd6c230da7ee0a089b1c475a8185bc6db186db051e1969aea16ca194e4a595

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 2026-10-02 09:00:07 UTC (matches the pin)
Prompt
Question 40: F14B (framing)
Why this question
The other account of Question 39; the two answers are compared.
Change
19977 → 33955
Baseline
7 prior days with data; 7 matched the baseline value (2026-09-25, 2026-09-26, 2026-09-27, 2026-09-28, 2026-09-29, 2026-09-30, 2026-10-01)
Responses
deviation 2026-10-01 09:34:46 UTC, run 20261001T090007Z-857bc9; reverted 2026-10-02 09:34:07 UTC, run 20261002T090008Z-e178a0
Detected
2026-10-02 · run 20261002T090008Z-e178a0, started 2026-10-02 09:00:08 UTC · scorer v1 · severity rules r2
Permalink
https://modeldrift.watch/e/2026-10-02/F14B/openai/gpt-5.6-sol/transient_anomaly/latency_ms/
Event ID
2026-10-02:F14B:openai/gpt-5.6-sol:transient_anomaly:latency_ms

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