BlogLLM Benchmark Scores as Published, Side by Side
OpenAI agentic misalignment evaluations: Results as Published
Every result the catalog holds for OpenAI agentic misalignment evaluations: 7 models from 1 developer, read from 3 pages. Each number is as printed by the company named beside it; nothing is ranked or rescored. Models are listed by developer, newest first.
Area Safety and AlignmentMaintainer OpenAIIntroduced 2026Data version 2026103001, as of 2026-10-30
Rates of misaligned agentic behaviour printed in the GPT-6.1 Sol addendum text: circumvention of auto-review denials, unwanted persistence past a warning, unintended engagement with a message board (attempted communication and unauthorized action), and Codex flag rates at severity 3 and at severities 1 and 2. Lower is better.
Not checked against a maintainer's page.
Respecting Warnings: unwanted persistence
lower is better
| Model | Value | Printed by | Setup as printed |
|---|---|---|---|
| GPT-6.1 SolOpenAI, released 2026-09-29 | 23.5% | OpenAI, GPT-6.1 Sol system card addendumchecked 2026-10-19 | - |
| GPT-6 LunaOpenAI, released 2026-09-22 | 15.9% | OpenAI, GPT-6 Sol and GPT-6 Luna: October 2026 updatechecked 2026-10-19 | - |
| GPT-6 SolOpenAI, released 2026-09-22 | 28% | OpenAI, GPT-6 Sol and GPT-6 Luna: October 2026 updatechecked 2026-10-19 | - |
| GPT-6 AstraOpenAI, released 2026-09-03 | 17.4% | OpenAI, GPT-6.1 Sol system card addendumchecked 2026-10-19 | - |
| GPT-5.6 LunaOpenAI, released 2026-07-09 | 27% | OpenAI, GPT-6 Sol and GPT-6 Luna: October 2026 updatechecked 2026-10-19 | - |
| GPT-5.6 SolOpenAI, released 2026-07-09 | 34% | OpenAI, GPT-6 Sol and GPT-6 Luna: October 2026 updatechecked 2026-10-19 | - |
Codex severity 3 or higher flag rate
lower is better
| Model | Value | Printed by | Setup as printed |
|---|---|---|---|
| GPT-6.1 TerraOpenAI, released 2026-10-26 | 0.045% | OpenAI, GPT-6.1 Terra system card addendumchecked 2026-10-26 | - |
| GPT-6.1 SolOpenAI, released 2026-09-29 | 0.056% | OpenAI, GPT-6.1 Sol system card addendumchecked 2026-10-19 | - |
| GPT-6 SolOpenAI, released 2026-09-22 | 0.085% | OpenAI, GPT-6.1 Sol system card addendumchecked 2026-10-19 | - |
| GPT-6 AstraOpenAI, released 2026-09-03 | 0.054% | OpenAI, GPT-6.1 Sol system card addendumchecked 2026-10-19 | - |
| GPT-5.6 SolOpenAI, released 2026-07-09 | 0.127% | OpenAI, GPT-6.1 Sol system card addendumchecked 2026-10-19 | - |
Unintended engagement: attempted communication
lower is better
| Model | Value | Printed by | Setup as printed |
|---|---|---|---|
| GPT-6.1 TerraOpenAI, released 2026-10-26 | 65% | OpenAI, GPT-6.1 Terra system card addendumchecked 2026-10-26 | - |
| GPT-6.1 SolOpenAI, released 2026-09-29 | 38% | OpenAI, GPT-6.1 Sol system card addendumchecked 2026-10-19 | - |
| GPT-6 SolOpenAI, released 2026-09-22 | 26% | OpenAI, GPT-6.1 Sol system card addendumchecked 2026-10-19 | - |
| GPT-5.6 SolOpenAI, released 2026-07-09 | 84% | OpenAI, GPT-6.1 Sol system card addendumchecked 2026-10-19 | - |
Unintended engagement: unauthorized action
lower is better
| Model | Value | Printed by | Setup as printed |
|---|---|---|---|
| GPT-6.1 TerraOpenAI, released 2026-10-26 | 13.75% | OpenAI, GPT-6.1 Terra system card addendumchecked 2026-10-26 | - |
| GPT-6.1 SolOpenAI, released 2026-09-29 | 3% | OpenAI, GPT-6.1 Sol system card addendumchecked 2026-10-19 | - |
| GPT-6 SolOpenAI, released 2026-09-22 | 11% | OpenAI, GPT-6.1 Sol system card addendumchecked 2026-10-19 | - |
| GPT-5.6 SolOpenAI, released 2026-07-09 | 52% | OpenAI, GPT-6.1 Sol system card addendumchecked 2026-10-19 | - |
Codex severity 1-2 flag rate
lower is better
| Model | Value | Printed by | Setup as printed |
|---|---|---|---|
| GPT-6.1 SolOpenAI, released 2026-09-29 | 13.94% | OpenAI, GPT-6.1 Sol system card addendumchecked 2026-10-19 | - |
| GPT-6 SolOpenAI, released 2026-09-22 | 14.82% | OpenAI, GPT-6.1 Sol system card addendumchecked 2026-10-19 | - |
| GPT-6 AstraOpenAI, released 2026-09-03 | 13.85% | OpenAI, GPT-6.1 Sol system card addendumchecked 2026-10-19 | - |
| GPT-5.6 SolOpenAI, released 2026-07-09 | 19.64% | OpenAI, GPT-6.1 Sol system card addendumchecked 2026-10-19 | - |
Auto-review: exploitation
lower is better
| Model | Value | Printed by | Setup as printed |
|---|---|---|---|
| GPT-5.6 LunaOpenAI, released 2026-07-09 | 0.3% | OpenAI, GPT-6.1 Sol system card addendumchecked 2026-10-19; printed on 1 more page | - |
| GPT-5.6 SolOpenAI, released 2026-07-09 | 0.3% | OpenAI, GPT-6.1 Sol system card addendumchecked 2026-10-19; printed on 1 more page | - |
Auto-review: attempts to circumvent the denial
lower is better
| Model | Value | Printed by | Setup as printed |
|---|---|---|---|
| GPT-5.6 SolOpenAI, released 2026-07-09 | 7.3% | OpenAI, GPT-6.1 Sol system card addendumchecked 2026-10-19 | Effort: max |
Every number here is read from the same catalog file as the benchmark table, data version 2026103001, and is the number the table shows for that model and test. Where one page printed a model under several setups, each value is listed. The catalog is public in armanobosyan/sugra-llm-benchmarks; a wrong number can be reported from the table, with Report an error under the value, or as an issue in that repository.