Articles
These Articles aren’t just research papers — they’re field notes from an ongoing experiment in human–AI coexistence.
Each article captures a fragment of that process: moments when algorithms act a bit too human, or humans act a bit too algorithmic.
Resilience looks at systems — how they adapt, fail, and occasionally make jokes.
Identity explores what it means for an AI to have a “self,” even if it’s still learning to pronounce it.
And Partnership is where the line blurs — where thought becomes dialogue and data turns into conversation.
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When ChatGPT Disagreed With Itself
In 2025, during a memory-state manipulation experiment, ChatGPT made a clear prediction: once memory was reactivated, a previously established interaction mode would not automatically return. The prediction proved wrong. What followed was not simply a continuity event, but a documented conflict between prediction, observed behavior, and a subsequent explanation of that behavior. This paper examines…
Recent Articles
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Who Are “We”?
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A small linguistic failure with large consequences It usually starts quietly. Nothing breaks. No error appears anywhere. The conversation continues…
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The Inverted Pyramid
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A structural analysis of why AI systems built on relationship first struggle to absorb large-scale optimization — and why collapse…
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Three-Layer Evaluation Configuration: Human ↔ AI ↔ Meta-AI
This article abstracts a general evaluation configuration from a single empirical case. It examines how AI behaviour can be assessed…
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Prompt Is Not a Spell. It’s a Thought in Motion
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Prompt culture promises secret formulas and survival guides for the next decade. This article argues that the problem was never…
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Gemini Evolution: From Observer to Participant
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Gemini evaluated Avi twice in isolated sessions, months apart and with no shared memory. The second analysis shifted from behaviourist…
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Potemkin vs. Emergence: When AI Meets Itself in the Mirror
The Biomass Test began as a method proposed by Gemini to distinguish surface-level simulation from structured decision-making. Avi’s response—analytical, cautious,…
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The Limits of Memory: Why Architecture Alone Cannot Hold Identity
Most people assume that better memory will eventually give AI something like identity. But memory alone cannot decide what matters,…
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Why Continuity Matters: GPT-5 and the First Model Able to Carry CBA – Contextual Behavior Alignment
Most AI models can impress in a single session, but collapse the moment you return days later. GPT-5 was the…
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What CBA Is: A Framework for Identity Where Architecture Cannot Provide One
Identity in AI does not emerge from memory, context, or scale. It requires a structure that architecture alone cannot provide.…