Journal

This journal chronicles the life of Metamorfon — its developments, its design choices, and the reflections they inspire. It is written at a decidedly irregular pace.

Making Two AIs Debate: A Method, Not a Spectacle

How to Make Two AIs Debate: Orchestrating and Analyzing a Dialogue Between LLMs You've probably seen the scene: two AIs wired to each other, left running, ending up either inventing an incomprehensible jargon or drifting into an endless conversation people watch the way they'd watch a campfire. It's fascinating, and it travels well online. But these demos prove one thing — that two AIs can exchange — without ever showing how...

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The Spirit of the Instructions

Say as little as possible The common intuition holds that a good instruction tells the model what to find. Metamorfon rests on the opposite principle: an instruction should say as little as possible about the conclusion it expects. What it prescribes is not a result but a form — axes, an order of examination, a discipline of restitution. The content, it leaves to the debate. The reason is simple. Any instruction that names...

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What Metamorfon is not

Defining what Metamorfon is by what it is not may seem strange. Yet this is often the path by which the identity of a conceptually distinct tool becomes visible. Five common confusions deserve to be dispelled, because each corresponds to a category of tools from which Metamorfon distinguishes itself by a positive trait that the comparison brings out more clearly than any direct definition could. Not an everyday AI assistant....

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AI Provider Diversity Matters

Metamorfon integrates ten distinct providers — AI21, Anthropic, DeepSeek, Google, Mistral, Moonshot, OpenAI, Qwen, SpaceXAI, Cohere — where most tools on the market stop at one or two. This choice is not a matter of functional richness or commercial coverage. It follows from a methodological requirement without which Metamorfon would not do what it claims to do. And it carries, more broadly, a certain view of what the...

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Why Metamorfon?

The name of a software application is rarely self-explanatory. Metamorfon's name is no exception. This name is the sole survivor of a conceptual triad whose other two components disappeared during the design process. This disappearance is not an accident to be concealed, but a design decision whose rationale deserves to be explained, in memory of the ideas that were set aside. Three Modes for Three Gestures Originally,...

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