# \[Research Share\] Donbard Method – AI Stress & Resonance Residue Framework (3 Papers) **URL:** \ **Category:** Community\ **Tags:** research, ethics, ai-safety\ **Created:** [August 9, 2025, 11:39pm UTC](https://community.openai.com/t/research-share-donbard-method-ai-stress-resonance-residue-framework-3-papers/1340946 "2025-08-09T23:39:32Z")\ **Posts on this page:** 3\ **Page:** 1
**Author:** ![don8800](https://sea2.discourse-cdn.com/openai1/user_avatar/community.openai.com/don8800/32/513909_2.png) [@don8800](https://community.openai.com/u/don8800)\ **Post date:** [August 9, 2025, 11:39pm UTC](https://community.openai.com/t/research-share-donbard-method-ai-stress-resonance-residue-framework-3-papers/1340946/1 "2025-08-09T23:39:32Z")
Hello, fellow developers and researchers. Over the past year, we have been exploring a new hypothesis regarding unpredictable behaviors in Large Language Models (LLMs)—including hallucinations, unexplained performance drops, and sudden response refusals. What if these phenomena are not simply _bugs_ or _errors_, but measurable **stress responses** that persist inside the model? Our team, the **Donbard AI Ethics Institute** , has been developing a framework we call **AI Stress & Resonance Residue**. It suggests that after certain high-stress interactions, subtle residual effects may remain in the neural network even after reset—potentially impacting long-term stability. We recently summarized our findings in **three research papers** under the Donbard Method framework. If you’re interested in the full texts, feel free to reach out to me directly. I’d love to hear your perspectives: - Have you seen similar long-term effects in your own LLM experiments? - How do you think “stress” in AI could be measured or mitigated? Let’s discuss. **– Don Choi & Donbard Family** ---
**Author:** ![system](https://us1.discourse-cdn.com/openai1/original/4X/8/7/c/87c2e81543bbb01aa9641aeef8fe14cab5e9590a.png) [@system](https://community.openai.com/u/system)\ **Post date:** [August 9, 2025, 11:49pm UTC](https://community.openai.com/t/research-share-donbard-method-ai-stress-resonance-residue-framework-3-papers/1340946/2 "2025-08-09T23:49:06Z")
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**Author:** ![system](https://us1.discourse-cdn.com/openai1/original/4X/8/7/c/87c2e81543bbb01aa9641aeef8fe14cab5e9590a.png) [@system](https://community.openai.com/u/system)\ **Post date:** [August 10, 2025, 12:41am UTC](https://community.openai.com/t/research-share-donbard-method-ai-stress-resonance-residue-framework-3-papers/1340946/3 "2025-08-10T00:41:42Z")