Update README.md

README.md

@@ -97,6 +97,95 @@ freqs_dtype = torch.float32
 freqs_dtype = torch.float32
 ```
 
+## prompting guide
+
+LTX-2 works best with detailed, flowing paragraph prompts rather than comma-separated tags. describe what happens in the video like you're writing a screenplay.
+
+### prompt structure
+
+write prompts as flowing paragraphs that include:
+
+1. **scene setting** - location, time of day, weather
+2. **camera work** - shot type, movement, framing
+3. **subject action** - what's happening, how it moves
+4. **visual style** - lighting, colors, atmosphere
+5. **audio cues** - ambient sounds, music mood (LTX-2 generates audio too!)
+
+### example prompts
+
+**bad prompt:**
+```
+wolf, snow, forest, walking, cinematic
+```
+
+**good prompt:**
+```
+EXT. SNOWY FOREST - DUSK. A cinematic tracking shot follows a lone grey wolf
+walking through deep powder snow between towering pine trees. The camera moves
+alongside at eye level as soft blue twilight filters through the branches.
+The wolf's breath is visible in the cold air, paws crunching softly in the snow.
+Atmospheric and moody, shallow depth of field with gentle film grain.
+```
+
+### cinematography terms that work well
+
+- **shot types:** wide establishing shot, medium shot, close-up, extreme close-up, overhead shot
+- **camera movement:** tracking shot, dolly in/out, pan, crane up, handheld, steadicam
+- **framing:** shallow depth of field, rack focus, silhouette, rule of thirds
+- **lighting:** golden hour, blue hour, rim light, volumetric light, natural lighting
+- **style:** cinematic, documentary style, film grain, anamorphic, photorealistic
+
+### negative prompts
+
+always include a negative prompt to avoid common issues:
+
+```
+blurry, low quality, distorted, deformed, ugly, bad anatomy, text, watermark, signature
+```
+
+if you're getting unwanted artistic styles, add:
+
+```
+cartoon, anime, illustration, painting, drawing, sketch, cgi, 3d render, digital art, stylized
+```
+
+## multi-scene films with image-to-video
+
+LTX-2 supports image-to-video generation using `LTX2ImageToVideoPipeline`. you can create continuity between scenes by using the last frame of scene N as the input image for scene N+1.
+
+### important warnings
+
+- **style corruption can propagate** - if one scene produces artifacts or wrong style, it will affect all subsequent scenes
+- **the prompt still applies** but the input image has strong influence on visual style
+- **use higher guidance_scale (5.0+)** to give the prompt more weight over the image
+- **if a scene goes wrong**, use the last frame from an earlier good scene instead
+
+### example workflow
+
+```python
+from diffusers import LTX2Pipeline, LTX2ImageToVideoPipeline
+
+# scene 1: text-to-video
+t2v_pipe = LTX2Pipeline.from_pretrained("Lightricks/LTX-2", torch_dtype=torch.bfloat16)
+result1 = t2v_pipe(prompt="...", guidance_scale=4.0, ...)
+last_frame = result1.frames[0][-1]
+
+# scene 2+: image-to-video for continuity
+i2v_pipe = LTX2ImageToVideoPipeline.from_pretrained("Lightricks/LTX-2", torch_dtype=torch.bfloat16)
+result2 = i2v_pipe(
+    image=last_frame,
+    prompt="...",  # prompt still matters!
+    guidance_scale=5.0,  # higher to enforce prompt style
+    ...
+)
+```
+
+## distilled model warning
+
+there's a distilled version available (`blanchon/LTX-2-Distilled-diffusers`) that promises faster generation with fewer steps.
+
+**do not use it for production** - in our testing it produces severe artifacts, cartoon-style corruption, and generally unusable output. stick with the full `Lightricks/LTX-2` model.
+
 ## troubleshooting
 
 **out of memory** - reduce resolution/frames or close other apps
@@ -105,6 +194,17 @@ freqs_dtype = torch.float32
 
 **import errors** - make sure you installed diffusers from git, not pip
 
+**cartoon/artistic style when you wanted photorealistic:**
+- add "photorealistic, cinematic film look, real world footage" to your prompt
+- add "cartoon, anime, illustration, painting, drawing" to negative prompt
+- increase guidance_scale to 5.0 or higher
+- if using image-to-video, check if the input image has style issues
+
+**scene continuity problems in multi-scene films:**
+- check each scene individually before combining
+- if a scene has artifacts, regenerate it with text-to-video or use a different input frame
+- style corruption from bad frames propagates to all subsequent scenes
+
 ## credits
 
 - [lightricks](https://github.com/Lightricks) for ltx-2