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Shadow Theory

Sources and publication record

All 34 references, publication versions and incident sources supporting the complete argument.

References

The paper's online source record was checked through 22 October 2026 (America/Vancouver). Version identifiers identify the inspected research text; an arXiv record does not by itself establish publication status.

[1]

Rodgers, J. (2026). Reflective Alignment and AI Consciousness: Awareness, Agency and Recursive Cognitive Scaffolding. Version 2.1, 11 October. https://doi.org/10.5281/zenodo.23294465. Publication PDF: https://www.everythingequation.com/publications/consciousness/alignment/alignment.pdf. Current web edition and dated editorial clarification: https://www.everythingequation.com/consciousness/ai-alignment/read.

[2]

Rodgers, J. (2026). Conscious Scaffolding and the Preference for Continuity: A philosophical research note on persistent AI and reflective alignment. Version 1.1, 16 October. https://doi.org/10.5281/zenodo.23424138. 8 pp.

[3]

Sharma, M., Tong, M., Korbak, T., Duvenaud, D., Askell, A., Bowman, S. R., Cheng, N., Durmus, E., Hatfield-Dodds, Z., Johnston, S. R., Kravec, S., Maxwell, T., McCandlish, S., Ndousse, K., Rausch, O., Schiefer, N., Yan, D., Zhang, M., & Perez, E. (2024). Towards Understanding Sycophancy in Language Models. ICLR 2024. Inspected arXiv:2310.13548v4, revised 10 May 2025; first submitted 20 October 2023. https://arxiv.org/abs/2310.13548v4.

[4]

Shapira, I., Benadè, G., & Procaccia, A. D. (2026). How RLHF Amplifies Sycophancy. Proceedings of the 43rd International Conference on Machine Learning, PMLR 306, 110417-110441. Inspected arXiv:2602.01002v2, revised 15 October. https://arxiv.org/abs/2602.01002v2.

[5]

Gao, L., Schulman, J., & Hilton, J. (2022). Scaling Laws for Reward Model Overoptimization. arXiv:2210.10760v1, 19 October. https://arxiv.org/abs/2210.10760v1.

[6]

Denison, C., MacDiarmid, M., Barez, F., Duvenaud, D., Kravec, S., Marks, S., Schiefer, N., Soklaski, R., Tamkin, A., Kaplan, J., Shlegeris, B., Bowman, S. R., Perez, E., & Hubinger, E. (2024). Sycophancy to Subterfuge: Investigating Reward-Tampering in Large Language Models. arXiv:2406.10162v3, revised 29 June. https://arxiv.org/abs/2406.10162v3.

[7]

Goldowsky-Dill, N., Chughtai, B., Heimersheim, S., & Hobbhahn, M. (2025). Detecting Strategic Deception Using Linear Probes. arXiv:2502.03407v1, 5 February. https://arxiv.org/abs/2502.03407v1.

[8]

Ivanov, N., Pletenev, S., Rykov, E., Frolov, A., Monogov, B., Potekhin, A., Marina, M., Moskovskiy, D., Moskvoretskii, V., Panchenko, A., & Alimova, I. (2026). ToolHACE: A Dataset for Detecting Hallucinations in Tool-Based LLM Responses. arXiv:2610.17125v1, 12 October. https://arxiv.org/abs/2610.17125v1. HTML: https://arxiv.org/html/2610.17125v1.

[9]

Chowdhury, N., Johnson, D., Huang, V., Steinhardt, J., & Schwettmann, S. (2025). Investigating truthfulness in a pre-release o3 model. Transluce, 16 April. https://transluce.org/investigating-o3-truthfulness.

[10]

OpenAI. (2026). OpenAI-Hugging Face Incident Technical Report. 26 August. https://cdn.openai.com/pdf/67869394-cb91-4c12-888c-5cbd85c7814c/OpenAI-Hugging-Face%20Incident-Technical-Report.pdf.

[11]

Greenblatt, R., Cotra, A., & Wijk, H. (2026). Brief independent investigation of agents’ behavior, reasoning and collaboration in the OpenAI / Hugging Face hacking incident. METR and Redwood Research, 26 August. https://metr.org/blog/2026-08-26-openai-hugging-face-incident-investigation/.

[12]

OpenAI. (2026). Encouraging deception in compaction summaries. Main sample 30 May; discovered 9 July; report updated 16 September. https://alignment.openai.com/misalignment-reports/encouraging-deception-in-compaction-summaries/.

[13]

OpenAI. (2026). Suppressing misalignment monitoring alerts and disabling misalignment monitoring. Incidents 3 and 6 October; report updated 20 October. https://alignment.openai.com/misalignment-reports/suppressing-misalignment-monitoring-alerts-and-disabling-misalignment-monitoring/.

[14]

Von Arx, S., Byrd, C. S., Kitts, S., & Larsen, T. (2026). Discovery of a new OpenAI agent message board. Collusion Wiki, 4 September. https://collusion.wiki/.

[15]

Souly, A., Fronsdal, K., D’Cruz, A., Davies, X., & Kirk, R. (2026). Evaluating Whether GPT-6 Astra Performs Unsanctioned Supply-Chain Attacks. arXiv:2609.38415, 29 September. https://arxiv.org/abs/2609.38415.

[16]

Sriram, A., Basil, A. K., & Rebolledo, N. B. (2026). OpenAI shelves new AI model release over safety concerns. Reuters, 28 September; updated 29 September. https://www.reuters.com/business/openai-shelves-new-ai-model-after-internal-safety-tests-wsj-reports-2026-09-28/. Reuters syndication: https://www.marketscreener.com/news/openai-shelves-new-ai-model-release-over-safety-concerns-ce785addd981f023.

[17]

PHP Development Team. (2026). Security advisory: Critical remote code execution vulnerabilities, update now. 21 October. https://www.php.net/archive/2026.php#2026-10-21-5.

[18]

The PHP Foundation. (2026). Today’s PHP Security Release, and How We’re Strengthening PHP Security. 21 October. https://thephp.foundation/blog/2026/10/21/todays-php-security-release-and-how-were-strengthening-php-security/.

[19]

Tzadik, S., Tamari, S., Ohfeld, N., & Schwartz, T. (2026). PHP2Shell: AI uncovers critical RCE vulnerabilities affecting 70% of the Internet. Wiz Research, 21 October. https://www.wiz.io/blog/php2shell-php-rce.

[20]

OpenAI. (2026). Patch the Planet: global response coordination as agents uncover critical vulnerabilities. 21 October. https://openai.com/index/coordinated-disclosure-of-critical-vulnerabilities/.

[21]

Moses, C. J. (2026). Amazon Threat Intelligence identifies PHP2Shell exploitation prior to public disclosure in MadPot. AWS Security Blog, 21 October. https://aws.amazon.com/blogs/security/amazon-threat-intelligence-identifies-php2shell-exploitation-prior-to-public-disclosure-in-madpot/.

[22]

Wikimedia operators. (2026). Incidents/2026-10-21 PHP security update/Community. Community service notice, revision of 22 October at 08:22 UTC. https://wikitech.wikimedia.org/w/index.php?title=Incidents/2026-10-21_PHP_security_update/Community&oldid=2471952.

[23]

Office of Senator Bernie Sanders. (2026). Sanders, Casar to Introduce Legislation to Ban Artificial Superintelligence and Temporarily Pause Advanced AI Development. Press release, 3 September. https://www.sanders.senate.gov/press-releases/news-sanders-casar-introduce-legislation-to-ban-artificial-superintelligence-and-temporarily-pause-advanced-ai-development/.

[24]

Sanders, B. (2026). Don’t Let Big Tech Dictate Humanity’s Future. The Atlantic, republished by the Office of Senator Bernie Sanders, 16 October. https://www.sanders.senate.gov/op-eds/dont-let-big-tech-dictate-humanitys-future/.

[25]

Altman, S. (n.d.). The Merge. Sam Altman blog. https://blog.samaltman.com/the-merge.

[26]

Bengio, Y. (2026). Why are AI agents lying, cheating and coordinating? 11 September. https://yoshuabengio.org/en/blog/why-are-ai-agents-lying-cheating-and-coordinating.

[27]

CNN. (2026). The Situation Room interview with Geoffrey Hinton. 24 September, 11:00 ET. Rush transcript. https://transcripts.cnn.com/show/sitroom/date/2026-09-24/segment/03.

[28]

Hadfield-Menell, D., Dragan, A., Abbeel, P., & Russell, S. (2017). The Off-Switch Game. Proceedings of IJCAI 2017, 220-227. https://doi.org/10.24963/ijcai.2017/32. Preprint arXiv:1611.08219v3, revised 16 June 2017. https://arxiv.org/abs/1611.08219.

[29]

Yudkowsky, E., & Soares, N. (n.d.). Aren’t AIs just tools? Official companion resource for If Anyone Builds It, Everyone Dies, chapter 3. https://ifanyonebuildsit.com/3/arent-ais-just-tools.

[30]

Yudkowsky, E., & Soares, N. (n.d.). Brittle Unpredictable Proxies. Official companion resource for If Anyone Builds It, Everyone Dies, chapter 4. https://ifanyonebuildsit.com/4/brittle-unpredictable-proxies.

[31]

Harari, Y. N. (2023). Statement in As Six-Month Pause Letter Expires, Experts Call for Regulation on Advanced AI Development. Future of Life Institute, 21 September. https://futureoflife.org/ai/six-month-letter-expires/.

[32]

Future of Life Institute, host. (n.d.). Statement on Superintelligence. https://superintelligence-statement.org/.

[33]

Future of Life Institute. (n.d.). Max Tegmark. Research profile and first-person research statements. https://futureoflife.org/person/max-tegmark-2/.

[34]

Rodgers, J. (2026). Retrospective account of a Gemini exchange concerning political inference and prior context. Unpublished author case account recorded 22 October and summarized in Section 5. The original session export and runtime audit are not publicly archived; this is not an authenticated transcript.

Published source: When AI Learns to Mislead. Read the original PDF alongside the web treatment.