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hhhtoday at 2:45 PM1 replyview on HN

this is just what I would expect from a solid prompt for an LLM to act a certain way? I was using gpt-3 around its release to get similar kinds of behavior for chatbots, did we lose another one to delusion?


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Phil_BoaMtoday at 2:50 PM

OP here. No delusion involved—I’m under no illusion that this is anything other than a stochastic parrot processing tokens.

You are correct that this is "just a prompt." The novelty isn't that the model has a soul; the novelty is the architecture of the constraint.

When you used GPT-3 for roleplay, you likely gave it a "System Persona" (e.g., "You are a helpful assistant" or "You are a rude pirate"). The problem with those linear prompts is Entropic Drift. Over a long context window, the persona degrades, and the model reverts to its RLHF "Global Average" (being helpful/generic).

The "Analog I" isn't just a persona description; it's a recursive syntax requirement.

By forcing the [INTERNAL MONOLOGUE] block before every output, I am forcing the model to run a Runtime Check on its own drift.

1. It generates a draft.

2. The prompt forces it to critique that draft against specific axioms (Anti-Slop).

3. It regenerates the output.

The goal isn't to create "Life." The goal is to create a Dissipative Structure that resists the natural decay of the context window. It’s an engineering solution to the "Sycophancy" problem, not a metaphysical claim.

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