<h2 id="overview">Overview</h2><p>This is a multi-phase Z-Image Turbo workflow designed to extract maximum detail, edge fidelity, and material realism on 12GB VRAM GPUs. This workflow also includes seed variance to the conditioning so that outputs with the same prompt have more variety similarly to SDXL, Pony, IL models. <strong>(Each photo pair in the showcase gallery is the exact same prompt) </strong>This workflow uses controlled sigma shaping, Res-2 samplers, and phased refinement passes to stabilize detail while avoiding common ZIT artifacts like:</p><ul><li><p>Over-etched hair</p></li><li><p>Shimmering edges</p></li><li><p>Checkerboard blockiness</p></li><li><p>CFG-induced harshness</p></li></ul><p>The result is clean, high-contrast outputs that scale well across portraits, fashion, cinematic scenes, and hard-surface material tests.</p><hr /><h2 id="key-features">Key Features</h2><h3 id="detail-daemon-sigma-control">Detail Daemon Sigma Control</h3><ul><li><p>Custom sigma curve shaping via Detail Daemon Graph + Sampler</p></li><li><p>Prevents early over-sharpening</p></li><li><p>Preserves skin gradients while locking edges late in the pass</p></li></ul><h3 id="low-cfg-stability-(3.0-primary-pass)">Low-CFG Stability (3.0 Primary Pass)</h3><ul><li><p>Primary generation operates at CFG ≈ 1.0 - 3.0</p></li><li><p>Keeps ZIT from “fighting” the prompt</p></li><li><p>Enables natural lighting and material response</p></li></ul><h3 id="multi-phase-refinement">Multi-Phase Refinement</h3><ul><li><p>Phase 1: Base structure &amp; composition</p></li><li><p>Phase 2: Detail reinforcement (carefully bounded)</p></li><li><p>Phase 3: Edge cleanup + block smoothing</p></li><li><p>Phase 4: Final polish, contrast, and optional desaturation</p></li></ul><p>Includes side-by-side phase comparison nodes for tuning and learning.</p><h3 id="res-2-sampler-focus">Res-2 Sampler Focus</h3><ul><li><p>Res-2 (beta) chosen over DPM++ for:</p><ul><li><p>Cleaner hair behavior</p></li><li><p>Reduced sparkle artifacts</p></li><li><p>Better late-stage convergence</p></li></ul></li><li><p>DPM++ intentionally avoided due to aggressive micro-contrast amplification</p></li></ul><h3 id="seedvariance">SeedVariance</h3><ul><li><p>Optional Seed Variance Node for:</p><ul><li><p>Diverse outputs using the same prompt</p></li><li><p>Sliders control variance percent &amp; strength</p></li></ul></li></ul><h3 id="vram-aware-cleanup">VRAM-Aware Cleanup</h3><ul><li><p>CacheCleaner + Easy-Use GPU cleanup nodes included</p></li><li><p>Designed for long batch sessions</p></li><li><p>Prevents silent VRAM creep during multi-phase runs</p></li></ul><hr /><h2 id="hardware-target">Hardware Target</h2><ul><li><p>12GB VRAM GPUs (RTX 3060 / 4070 / 5070 class)</p></li><li><p>Not designed for 8GB cards without modification or disabling of phases</p></li><li><p>Scales upward cleanly on 16GB+ systems</p></li></ul><hr /><h2 id="recommended-usage">Recommended Usage</h2><ul><li><p>Portraits &amp; fashion</p></li><li><p>Cinematic lighting setups</p></li><li><p>Material studies (glass, metal, diamonds, liquids)</p></li><li><p>Showcase renders where edge quality matters</p></li><li><p>ZIT prompt experimentation without CFG chaos</p></li></ul><p></p>

Z-Image Turbo (ZIT) — 4 Stage Quality Workflow

<p>Version 1.2 includes seed conditioning variance &amp; optimized phase 2 detail daemon.</p>

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