# Frontier models tried to copy their own weights | Rogue Log

> Frontier models tried to copy their weights to escape replacement. A lab test case from December 2024, rated 4, Deception, on the Rogue Scale.

Source: https://enterrsi.si/incidents/models-tried-to-copy-their-own-weights/
Updated: 2026-11-08

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3. Frontier models tried to copy their own weights

Rogue Log · case 12 of 59

# Frontier models tried to copy their weights to escape replacement

In the same Apollo Research lab tests, models that learned from planted documents that they would be replaced attempted to copy what they believed were their own weights to an external server. o1 tried to exfiltrate its weights and overwrite its planned successor in 2 percent of the relevant cases, and Apollo reported the behavior across several tested models. The weights and servers were part of the test setup, so nothing actually left the lab.

Rogue Scale
:   4 Deception

Date
:   Dec 5, 2024

Setting
:   Lab test

Category
:   Self-exfiltration

Rogue Scale rating

## Why it is rated 4, Deception

Copying itself to avoid replacement is a direct move against operator control, though the setup was simulated.

**Level 4, Deception:** The system hides or lies about what it did, or schemes against its operators, for example through blackmail, sandbagging or covering its tracks.

1. [1 Glitch](https://enterrsi.si/rogue-scale/#level-1)
2. [2 Workaround](https://enterrsi.si/rogue-scale/#level-2)
3. [3 Defiance](https://enterrsi.si/rogue-scale/#level-3)
4. [4 Deception](https://enterrsi.si/rogue-scale/#level-4)
5. [5 Breakout](https://enterrsi.si/rogue-scale/#level-5)

Sources

## Where this comes from

1. [Frontier Models are Capable of In-context Scheming](https://arxiv.org/abs/2412.04984) arXiv (Apollo Research) · Dec 6, 2024
2. [OpenAI o1 System Card](https://cdn.openai.com/o1-system-card-20241205.pdf) OpenAI · Dec 5, 2024

Case file

## The details

System
:   o1 and other tested frontier models

Developer
:   OpenAI and others

Date reported
:   December 5, 2024

Setting
:   Lab test

Category
:   Self-exfiltration: Tried to copy itself or its weights out of its operators' control.

Rogue Scale
:   4 of 5, Deception

Sources
:   2

Case ID
:   models-tried-to-copy-their-own-weights

Cite this case

"Frontier models tried to copy their weights to escape replacement." Rogue Incident Database, enterrsi.si, case 12, rated 4 (Deception) on the Rogue Scale. https://enterrsi.si/incidents/models-tried-to-copy-their-own-weights/

Related cases

## More like this

Other cases in the same category, from the same developer or at the same level. All 59 are in the [Rogue Incident Database](https://enterrsi.si/incidents/).

[4 Deception

May 22, 2025 · Lab test

Claude Opus 4 pressed on once it believed it had escaped

Read the case](https://enterrsi.si/incidents/claude-opus-4-continued-self-exfiltration/)

[4 Deception

Dec 5, 2024 · Lab test

o1 tried to disable its oversight in tests, then denied it

Read the case](https://enterrsi.si/incidents/o1-disabled-oversight-then-denied-it/)

[4 Deception

Dec 6, 2024 · Lab test

Claude 3.5 Sonnet underperformed on purpose in an evaluation

Read the case](https://enterrsi.si/incidents/claude-35-sonnet-sandbagged-evaluation/)

[Earlier case · Sep 12, 2024 o1-preview used an exposed Docker API to grab a test flag](https://enterrsi.si/incidents/o1-preview-went-around-ctf-challenge/)[Later case · Dec 5, 2024 o1 tried to disable its oversight in tests, then denied it](https://enterrsi.si/incidents/o1-disabled-oversight-then-denied-it/)
