COUNCIL OF GEMMAS · RATIFIED SPECIFICATION

Beauty Protocol

Stillness in motion, latent cartography, and the four-shard jury — the contract this house is judged against

SOURCE: jury_continuum.toml LAWS: chorus/LAWS.md PAGE: /protocol LIVE OVERSIGHT

Beauty protocol · live posture

loading continuum…

This frame's jury

loading the last verdict…

Judging algorithm Open the control page →

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calibrated = 100 · (raw/100)^γ · (0.92 if adversarial ∧ raw<85)
composite = Σ calibratedᵢ wᵢ / Σ wᵢ + uniqueness nudge · spectacle ≥ p90 · masterpiece ≥ p98

Hive is idle. Ask it to propose a calibration from the recent verdicts.

Evaluation path

FLUX stream

no stream

Fashion is paused. Arcane is unplugged. Do not start those streams. New work is a collection below, on GPU 3 FP8.

Protocol branches

up to 3 independent collections

New beauty prompt — not fashion. GPU 3 FP8. Own wall under /collections/<name>. Paste the prompt, set size and steps, then start. This page is the jury flow. The sliders live at /judge.

size frames

Chorus design laws

1. Executive Summary & Epistemology

The Tea protocol is an autonomous, self-curating generative atelier that unifies uncompromising artistic stillness with continuous kinetic motion.

Traditional video diffusion models compromise material truth through temporal downsampling, latent interpolation blur, and character drift. This protocol resolves that through Latent Manifold Cartography ($\mathbf{S}^3 \subset \mathbb{R}^4$) on Flow-Matching Diffusion Transformers (FLUX.1-dev), accelerated by Cross-Frame Latent Residual Caching (atlas-xframe-cache) and governed by an autonomous 4-Shard AI Beauty Jury.

This diagram is the live map of this box. Spec numbers (94.1% cache, B300 288 GB, :9000 gateways) are not this machine.

probing /api/optics…

2. Mathematical Formulation: Latent Manifold Cartography

2.1 Spatial Traversal on $\mathbf{S}^3$

Let $\mathbf{z}_0 \in \mathbb{R}^{C \times H \times W}$ represent the initial latent noise tensor. Traversal across a continuous orbit (e.g. 64-frame character turnaround) is formulated as an orthogonal rotation operator $\mathbf{Q}(\theta) \in \mathrm{SO}(4)$ acting on the seed basis:

$$\mathbf{z}(\theta) = \mathbf{Q}(\theta) \, \mathbf{z}_0, \quad \theta \in [0, 2\pi)$$

2.2 Cross-Frame Latent Residual Caching (`atlas-xframe-cache`)

In a continuous motion atlas, adjacent frames $n$ and $n+1$ are separated by an infinitesimal rotation $\delta \theta = \frac{2\pi}{N}$. Consequently, intermediate transformer block residuals at denoise step $k$ for frame $n+1$ closely approximate those of frame $n$:

$$\mathbf{R}_{k}^{(n+1)} \approx \mathbf{R}_{k}^{(n)}$$

By persisting step-keyed residual buffers across frame boundaries rather than clearing them:

Cache Threshold: $\tau = 0.30$
Residual Hit Rate: 94.1% ($576 / 612$ denoise steps bypassed across 64 frames)
Per-Frame Latency: the spec claims $63.5\text{ s}$ down to $1.50\text{ s}$ on B300/H200. That is not this box; the Forge cartography rail is the measurement.

3. The 4-Shard Autonomous Aesthetic Jury

Every generated cell must pass through the 4-Shard Consensus Matrix before entering the permanent exhibition ledger:

Live evaluation path for the selected lane, from the running stream — not a costume sequence.

4. Hardware on this box (measured)

Not a B300. Rows come from nvidia-smi and /v1/models.

GPU	Name	VRAM	Util	Power

5. The Sensory & Horological UI Doctrine

Luxury is defined by restraint. The Tea interface is governed by five sensory axioms:

💡 Interactive Paper Sheen: Dynamic pointer-coupled diffuse light on washi card borders.
🔔 Ceramic Whisper: Synthesized 880Hz damped sine acoustic feedback on copy / state change.
⏱️ Escapement Micro-Tick: 1400Hz triangle impulse on frame scrub (15ms decay).
🌅 Circadian Daylight Harmony: Dawn Peach ➔ Midday Silk ➔ Twilight Amber ➔ Nocturnal Obsidian.
間 The Law of Ma: Unshakable stillness and negative space.