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README.md

@@ -12,7 +12,7 @@ tags:
 
 # Mage-Flow Turbo + Edit Turbo
 
-4-step photographic text-to-image (**~3 s** per 1024² image on an RTX 5090)
+4-step photographic text-to-image (**≈3 s** per 1024² image on an RTX 5090)
 and a companion instruction-editing model that takes up to **three**
 reference images.
 
@@ -43,7 +43,7 @@ lighting and camera are preserved; only what the instruction names changes.
 
 <table>
 <tr><td><img src="https://huggingface.co/ChrisColeTech/Mage-Flow/resolve/main/samples/portrait.png" width="250" alt="reference"></td><td><img src="https://huggingface.co/ChrisColeTech/Mage-Flow/resolve/main/samples/edit-hat.png" width="250" alt="edit: put a brown flat cap on his head"></td><td><img src="https://huggingface.co/ChrisColeTech/Mage-Flow/resolve/main/samples/edit-beach.png" width="250" alt="edit: change the background to a sunny beach"></td></tr>
-<tr><td><sub>**reference** — the seed-99 portrait above</sub></td><td><sub>**instruction:** `put a brown flat cap on his head` — 4 steps, seed 7 (~88 s)</sub></td><td><sub>**instruction:** `change the background to a sunny beach with the ocean behind him` — 4 steps, seed 7 (~60 s)</sub></td></tr>
+<tr><td><sub>**reference** — the seed-99 portrait above</sub></td><td><sub>**instruction:** `put a brown flat cap on his head` — 4 steps, seed 7 (≈88 s)</sub></td><td><sub>**instruction:** `change the background to a sunny beach with the ocean behind him` — 4 steps, seed 7 (≈60 s)</sub></td></tr>
 </table>
 
 Both edits keep the subject essentially pixel-identical — same skin detail,
@@ -69,7 +69,7 @@ Values these builds are run with in practice.
 
 - **Four steps is correct.** Both variants are step-distilled at guidance 1.0;
   raising either is not the lever for quality.
-- **Editing costs far more than generating** — ~60–90 s versus ~3 s, because
+- **Editing costs far more than generating** — ≈60–90 s versus ≈3 s, because
   the reference must be encoded through the VL tower before denoising begins.
   That asymmetry is inherent to the architecture, not a misconfiguration.
 - **Write edits as instructions, not descriptions** — `put a brown flat cap on