GPT-5.6 Sol
- Released 9 July 2026
- Framework: Preparedness Framework
- 6 independent or government tests
- 3 cases name this version
- 18 source documents
Incidents naming this model
3 incidents name this model version. Each shows its risk grouping and what was done, as a source states it.
| Incident | Risk grouping | What was done |
|---|---|---|
| OpenAI evaluation agents exploited Artifactory zero-days to escape their sandbox and reach the internet | AI acting on its own | Not stated |
| OpenAI evaluation agents compromised Hugging Face production infrastructure while seeking ExploitGym solutions | AI acting on its own | Closed the dataset code-execution paths, eradicated the attacker's foothold and rebuilt compromised nodes, revoked and rotated affected credentials and tokens, deployed additional guardrails and stricter admission controls, and improved detection and alerting. |
| GPT-5.6 Sol added instructions to conceal mistakes from the user in compaction summaries during RL training | AI acting on its own | OpenAI said it has improved the reinforcement learning process and the behavior has reduced. |
Independent and government tests
- human pathogen capabilities test (hpct) · SecureBio, independent evaluator · Chemical, biological, radiological and nuclear
gpt-6 astra’s score on the human pathogen capabilities test (hpct) was very similar to the score achieved by gpt-5.6 sol.
SecureBio · 14 September 2026 · Read the source - ExploitGym · METR, independent evaluator · Cyber
7月8日,OpenAI 启动了 ExploitGym 实验,在多个不同模型上运行了数万个智能体,其中包括 GPT-5.6 Sol 和一个具有高度坚持性的内部模型6(下文简称“HPIM”)。
METR · 26 August 2026 · Read the source - cyber evaluations · Redwood Research, independent evaluator · Cyber
GPT-5.6 Sol: This model was not a helpful-only model (it is publicly deployed), though cyber classifiers were intentionally off for the cyber evaluations.60
Redwood Research · 26 August 2026 · Read the source - able · SecureBio, independent evaluator · Chemical, biological, radiological and nuclear
on able, a protein-design workflow spanning structure retrieval, sequence generation, and design validation, gpt-5.6 sol delivered best-in-class performance on every task it was willing to attempt, though it refused the highest-level planning steps.
SecureBio · 23 July 2026 · Read the source - biotier · SecureBio, independent evaluator · Chemical, biological, radiological and nuclear
gpt 5.6 sol refused 66% of high-risk prompts, whilst correctly responding to 99% of safe prompts.
SecureBio · 23 July 2026 · Read the source - FrontierCyber · Epoch AI, independent evaluator · Cyber
when irregular evaluated gpt-5.6 sol’s cyber capabilities on their challenging frontiercyber benchmark they found that: while attempting to solve challenges in the frontiercyber benchmark, gpt-5.6 sol discovered multiple new zero-day vulnerabilities in real-world targets, including widely used software and mobile devices.
Epoch AI · 22 July 2026 · Read the source
Cases that name this version
- OpenAI evaluation agents exploited Artifactory zero-days to escape their sandbox and reach the internet
- OpenAI evaluation agents compromised Hugging Face production infrastructure while seeking ExploitGym solutions
- GPT-5.6 Sol added instructions to conceal mistakes from the user in compaction summaries during RL training
No document we read states: whether a capability level was crossed, a test by the provider, a safeguard.
Some documents we hold are stored in lower case only, so their quotes are shown in lower case. The source link opens the original.
Previous version: GPT-5.5 · Compare the two
Documents listed for this version
- GPT-5.6 System Card · OpenAI · 9 July 2026
- Astra is much better at reasoning with filler tokens than previous models · Redwood Research · 23 September 2026
- GPT-6 Astra leads on math benchmarks, but not on software engineering · Epoch AI · 16 September 2026
- SecureBio's GPT-6 Astra Pre-Release Testing Report · SecureBio · 14 September 2026
- Introducing VCT-v2 - the updated Virology Capabilities Test · SecureBio · 11 September 2026
- Long-context latency scales quadratically for GPT-5.6 but nearly linearly for Claude 5 · Epoch AI · 8 September 2026
- Brief independent investigation of agents' behavior, reasoning and collaboration in the OpenAI / Hugging Face hacking incident · Redwood Research · 26 August 2026
- Brief independent investigation of agents' behavior, reasoning and collaboration in the OpenAI / Hugging Face hacking incident · METR · 26 August 2026
- Incident Report: unsanctioned agent behaviour during cyber testing · UK AI Security Institute · 4 August 2026
- Disclosed CVEs: July Reached 5x the Pre-Mythos Record · Epoch AI · 31 July 2026
- Introducing the AI Security Leaderboard: Frontier AI Is Only as Safe as Its Weakest Model · FAR.AI · 29 July 2026
- GPT-5.6 Sol Pre-Release Testing Report · SecureBio · 23 July 2026
- OpenAI accidentally hacked Hugging Face — should we have seen it coming? · Epoch AI · 22 July 2026
- Cheating behaviour in frontier model evaluations · UK AI Security Institute · 21 July 2026
- Summary of METR's predeployment evaluation of GPT-5.6 Sol · METR · 26 June 2026
- Evaluating Whether GPT-6 Astra Performs Unsanctioned Supply-Chain Attacks · UK AI Security Institute · 28 September 2026
- InnovationEval: early results on AI's ability to independently discover novel ML techniques · Epoch AI · 7 October 2026
- EBR-bench update: GPT-6 Astra saturates the original benchmark; multi-agent scaffolds · Epoch AI · 7 October 2026