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For too long, the AI industry has operated under a simple assumption: bigger models, better results. We've watched parameter counts explode from billions to trillions, training costs soar into tens of millions of dollars, and computational requirements balloon to levels accessible only to the largest tech companies. But a recent paper on the Tiny Recursive Model (TRM) challenges this orthodoxy in a way that resonates deeply with the work we're doing at YG3.

Turn value creation vs value extraction into a growth loop. Map exchanges, set standards, and build systems that compound.

As technology evolves, so does the landscape of marketing, shifting power back to creators and communities.

At YG3, we believe technology should serve humanity—not replace it.

Leadership isn’t an abstract title — it’s visible in the moments when tough calls must be made, resources must be reallocated, and a vision must be defended.

Marketing advice is everywhere — but the kind that actually drives measurable results? That’s rare. The most effective marketers don’t just talk about growth; they live it, test it, and prove it in the field.

Every week, a new AI tool trends on LinkedIn. The hype machine spins up, headlines promise disruption, and comment sections erupt into speculation.

The New Strategic Partner

AI-first search is pushing brands back to fundamentals: authoritative writing, clear topical structure, and linkable resources.

Yugen, a sovereign intelligence firm serving private market operators, has acquired Winning Creative, a boutique brand and systems consultancy known for its strategic clarity and high-performance design frameworks.