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The Semantic Protocol: A Universal Yardstick for Archetype Systems

Start with a plane crash.

Your flight goes down over a jungle, and you walk out of the wreckage into a village whose language you will never speak. You need to trade. You pull out a chocolate bar. It means nothing to them — until you put it in your mouth and eat it. Now it means everything they need it to mean: this is a thing that can be eaten. The trade happens.

No dictionary was involved. The exchange worked because both sides already share a layer of concepts that every human being carries — eating, drinking, the body and its needs, warm, cold, danger, care. Words at that level don't need translation. They are the floor of language itself.

Everything we built rests on that observation.

Language unfolds — it has roots, and it has derivatives

Here is the claim underneath the whole method: language is not a flat list of words. It unfolds, in order, from the bottom up.

At the bottom sit the root words — the concepts of bare survival and bare sensation: eat, drink, sleep, the body's functions, hot, cold, light, dark. Above them, layer by layer, sit derived concepts — each one built by weaving roots together. "Warmth" is a root. "Hospitality" is warmth woven with giving and shelter. "Honor" is higher still — a braid of loyalty, standing, and threat. The higher you climb, the more abstract the concept, and the more strands of root it takes to hold it up.

Finance gives the exact picture. There is gold, and there are gold derivatives. There are stocks, and there are the ETFs that package them. The derivative is real and tradeable — but it is made of the thing beneath it, and it comes after the thing beneath it. Derivation has an order. You cannot issue the ETF before the stocks exist.

We made this same argument about time in the consciousness-time essay: the universe as static structure is the base layer; describing change produces time; once time exists, frequency follows. Description stacks. Language is the same machine running on meaning instead of moments — a self-unfolding process, roots first, derivatives after.

The semantic pool: 379 dimensions

So if every culture's high abstractions are woven out of low roots, and the roots are shared by every human alive — then the roots can serve as a common protocol between systems that have never spoken.

That is what we built. We crossed the world's cultures and took the intersection: the base concepts every human being needs regardless of geography or era — the eating-and-drinking layer, sensation, force, care, threat, order, and their kin. We refined that intersection into a maintained semantic pool of 379 dimensions.

These 379 words are the protocol layer between languages and between systems — they work like a REST API. Any system, from any culture, can be exposed through this one interface, because every system's concepts, however exotic, ultimately cash out into the same root vocabulary. The chocolate bar taught the whole lesson: get any concept down to the shared floor, and exchange becomes possible.

Refraction: how an abstract concept becomes a fingerprint

Take a concept from a system foreign to you — say, the heart chakra. What does that tradition anchor to it? Warmth. Sunlight. Passion. Love. Openness toward others.

Now refract those anchors back down into the 379 dimensions. Each one lights up a set of root concepts at some intensity. What you get is the heart chakra expressed as a weighted weave of roots — a 379-dimensional semantic fingerprint. And this is the key insight: every abstract concept is exactly that — an interweaving and expansion of base concepts. That interweaving IS the concept. Capture the weave, and you have captured the thing, in a notation any other system can read.

We ran this refraction on every concept in every system we studied: each hexagram-level idea of the I-Ching, each of the Ten Aspects — Epicure, Amok, Crown, Seal, Crest, Twin, Plunder, Maverick, Wealth, Windfall — each MBTI type, each chakra, each Western zodiac sign. "INTJ" stopped being a label and became a coordinate. So did everything else.

The comparison machine

Once every concept is a fingerprint in the same space, translation becomes arithmetic. We use a regression model (Non-Negative Least Squares) we call the Semantic Recipe algorithm. It answers questions of this form:

"Using the 16 MBTI fingerprints as ingredients, formulate the mixture that best reconstructs the fingerprint of Maverick."

The algorithm returns the recipe — and an Explanation Score (cosine similarity) that says how well the reconstruction worked. That one number is the yardstick: it measures how much of system A can be expressed in the vocabulary of system B.

What the yardstick showed — and what it means in the roots-and-derivatives picture

Read the table through the unfolding lens and it becomes more than validation — it becomes a depth gauge. The asymmetry between the I-Ching and the Ten Aspects (40% one way, 16% the other) is what root-versus-derivative looks like when you measure it: the more foundational system can compose the more derived one, but not vice versa — primary colors mix specific colors, never the reverse. And that is the real payoff of the whole apparatus: we can now tell, in numbers, which systems describe complex processes and which ones only paste simple labels — which vocabularies sit near the floor of language, and which are ETFs of ETFs.

Just as important is the row that failed. Pop metaphysics loves to staple the chakras onto the Five Elements. The protocol says: 22.97% — no. A yardstick that only ever finds connections is a horoscope. Ours refuses false trades — the same way the tribesman refuses the chocolate until he's seen you eat it.

From framework to instrument

The DaoTiming Tengods Test is this framework pointed at an individual instead of a system. The 92 questions each probe specific dimensions of the pool; your answers become your own 379-dimension fingerprint; the Semantic Recipe then answers one question: using the Ten Aspects as ingredients, what is the exact mixture that formulates you? Not a type — a recipe: 35% Epicure, 20% Crown, and so on, with the interactions visible.

One pool, one interface, everything comparable — people included.

Daozi Wu is the founder of DaoTiming. What the Ten Aspects system itself looks like: how the machine works. The same unfolding argument applied to time: consciousness time. Compute your own recipe at the Blueprint.

Wu, D. (June 20, 2026). The Semantic Protocol: A Universal Yardstick for Archetype Systems. DaoTiming. https://daotiming.com/articles/semantic-protocol