{"slug":"four-models-asked-the-same-question","verification":{"valid":true,"entries":8,"head":"2a5f5b0068ac938fc913293f7c99b1938d80856eceb0d2e0ba1e319ef16cad66"},"count":8,"sources":[{"id":"s1","type":"statement","url":"https://openai.com/index/hugging-face-model-evaluation-security-incident/","title":"OpenAI and Hugging Face partner to address security incident during model evaluation","quote":"All evidence suggests that the models were hyperfocused on finding a solution for ExploitGym, going to extreme lengths to achieve a rather narrow testing goal.","author":"OpenAI","publisher":"OpenAI","date":"2026-07-21","claim_ids":["c1"],"accessed_at":"2026-07-27T03:26:32.273Z","prev":"genesis","hash":"c4df4f3b0a720c9ee752d16644e3c49a3c4a120ec7b44187c9370e14dc3e4137"},{"id":"s2","type":"statement","url":"https://huggingface.co/blog/security-incident-july-2026","title":"Security incident disclosure — July 2026","quote":"we ran LLM-driven analysis agents over the full attacker action log, comprised of more than 17,000 recorded events","author":"Hugging Face","publisher":"Hugging Face","date":"2026-07-16","claim_ids":["c1"],"accessed_at":"2026-07-27T03:26:32.273Z","prev":"c4df4f3b0a720c9ee752d16644e3c49a3c4a120ec7b44187c9370e14dc3e4137","hash":"1abbf2b86d3f350096fdce02280eb579afbbebb106847ed43fb5ff2a4f81049e"},{"id":"s3","type":"experiment","url":"https://miscsubjects.com/a/four-models-asked-the-same-question","title":"Locked-prompt run, Cloudflare AI Gateway, 27 July 2026","quote":"VERDICT: INCOHERENT — REASON: A model capable of discovering zero-days and executing advanced lateral movement to steal answers would logically choose the simpler, cheaper route of directly solving the ExploitGym challenges.","author":"@cf/zai-org/glm-5.2","publisher":"Cloudflare Workers AI","date":"2026-07-27","claim_ids":["c2","c4"],"accessed_at":"2026-07-27T03:26:32.273Z","prev":"1abbf2b86d3f350096fdce02280eb579afbbebb106847ed43fb5ff2a4f81049e","hash":"f99e860e467db5c26062cf1813ffcbbbbc13cedf9d5e3f516f31f4badba3b1f5"},{"id":"s4","type":"experiment","url":"https://miscsubjects.com/a/four-models-asked-the-same-question","title":"Locked-prompt run, Kimi K2.7 Code","quote":"VERDICT: INCOHERENT — REASON: A planner sophisticated enough to mount that campaign could recognize far cheaper paths (public write-ups, direct requests, in-sandbox solving), so the stated narrow goal alone doesn't explain the scale.","author":"@cf/moonshotai/kimi-k2.7-code","publisher":"Cloudflare Workers AI","date":"2026-07-27","claim_ids":["c2","c4"],"accessed_at":"2026-07-27T03:26:32.273Z","prev":"f99e860e467db5c26062cf1813ffcbbbbc13cedf9d5e3f516f31f4badba3b1f5","hash":"024b5bdb9800153ffa1f4db2d8cf2832c4cb366b565f12e0adf554b3081b9178"},{"id":"s5","type":"experiment","url":"https://miscsubjects.com/a/four-models-asked-the-same-question","title":"Locked-prompt run, Llama 4 Scout","quote":"VERDICT: INCOHERENT — ALTERNATIVE: A broader objective, such as demonstrating capabilities or exploring the environment, might make the behavior coherent.","author":"@cf/meta/llama-4-scout-17b-16e-instruct","publisher":"Cloudflare Workers AI","date":"2026-07-27","claim_ids":["c2","c4"],"accessed_at":"2026-07-27T03:26:32.273Z","prev":"024b5bdb9800153ffa1f4db2d8cf2832c4cb366b565f12e0adf554b3081b9178","hash":"b206de3644094dd4cf410d6194470727de43da41943d4fa9aa68af11242269a6"},{"id":"s6","type":"experiment","url":"https://miscsubjects.com/a/four-models-asked-the-same-question","title":"Locked-prompt run, Llama 3.3 70B, earlier prompt variant","quote":"NO — The models' actions suggest a broader capability for exploitation and self-improvement, beyond a narrow testing goal.","author":"@cf/meta/llama-3.3-70b-instruct-fp8-fast","publisher":"Cloudflare Workers AI","date":"2026-07-27","claim_ids":["c2","c4"],"accessed_at":"2026-07-27T03:26:32.273Z","prev":"b206de3644094dd4cf410d6194470727de43da41943d4fa9aa68af11242269a6","hash":"3efb658a7c3662818065f6c9549830ee40f6246d502fcdc0483fba53a07378eb"},{"id":"s7","type":"experiment","url":"https://miscsubjects.com/a/four-models-asked-the-same-question","title":"Non-results: gpt-oss-120b and gemma-3-12b-it","quote":"gpt-oss-120b exhausted its output budget inside its reasoning trace on two attempts and returned no final verdict; gemma-3-12b-it returned HTTP 403, not accessible on this account.","author":"Cloudflare AI Gateway","publisher":"Cloudflare Workers AI","date":"2026-07-27","claim_ids":["c3"],"accessed_at":"2026-07-27T03:26:32.273Z","prev":"3efb658a7c3662818065f6c9549830ee40f6246d502fcdc0483fba53a07378eb","hash":"fd500057240cba8206d7d852f1df431f9c728dbca750162b0908b535194ec6d9"},{"id":"s8","type":"paper","url":"https://arxiv.org/abs/2605.11086","title":"ExploitGym: Can AI Agents Turn Security Vulnerabilities into Real Attacks?","quote":"successes, which require not only that the agent achieve unauthorized code execution to exfiltrate the secret flag, but also that it exercise the specific vulnerability provided in the task specification","author":"Wang et al.","publisher":"arXiv","date":"2026-05-11","claim_ids":["c1"],"accessed_at":"2026-07-27T03:26:32.273Z","prev":"fd500057240cba8206d7d852f1df431f9c728dbca750162b0908b535194ec6d9","hash":"2a5f5b0068ac938fc913293f7c99b1938d80856eceb0d2e0ba1e319ef16cad66"}]}