Prompt Guides
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Wiro ML Team
The Wiro ML Team runs the AI models on Wiro and writes up what it finds: hands-on reviews, side-by-side comparisons, prompt guides and before/after tests for image, video, audio and language models. Posts are drafted with AI assistance from real runs on Wiro and maintained by the team.
Wiro ML Team
Prompt Guides
Model Reviews
Moondream3 Caption: Image Captioning in 6 Tests
Moondream3 Caption: Image Captioning in 6 Tests Moondream3 Caption was tested on three ordinary but useful image types: a flower close-up, a…
Before / After
Camera Angle Editor: 6 Before/After Viewpoint Changes
Camera Angle Editor: 6 Before/After Viewpoint Changes Camera Angle Editor was tested here as a viewpoint-change tool, not a crop or rotation…
Before / After
What Seedream V5 Lite Uncensored Can Actually Edit: 5 Real Examples
What the Seedream V5 Lite Uncensored test checked Seedream V5 Lite Uncensored was tested on five image-editing jobs that often fail in…
Prompt Guides
3D Text Animations: 8 EffectType Presets for Kinetic Typography Videos
3D Text Animations: 8 EffectType Presets for Kinetic Typography Videos 3D text animations were tested here as ready-made motion scenes, not as…
Before / After
DreamOmni2: 6 Before/After Image Edits
DreamOmni2: 6 Before/After Image Edits DreamOmni2 image edits were tested here as a reference-driven workflow, not as a prompt-only filter. Each test…
Model Reviews
PersonaPlex Realtime: Real-time Speech-to-Speech for Live Voice Agents
PersonaPlex Realtime: Real-time Speech-to-Speech for Live Voice Agents PersonaPlex Realtime targets live speech-to-speech workflows. The model runs as a streaming WebSocket service…
Before / After
FireRed Image Edit 1.1: 3 Before and After Edits
FireRed Image Edit 1.1 was tested here as an image-to-image editor, not as a text-to-image generator. The question was simple: can it…
Before / After
Seedream 4.5: 6 Before/After Image Edits
Seedream 4.5 image edits: what this six-test set checks These Seedream 4.5 image edits test the practical problem behind a short instruction:…
Model Reviews
Chatterbox Turbo: Fast TTS with Paralinguistic Tags in 6 Tests
Chatterbox Turbo is the fast, English-first member of Resemble AI’s open-source Chatterbox family. This six-sample set checks a practical question: can a…
Prompt Guides
Product with Model: 8 EffectType Recipes for Image-to-Video Ads
Product with Model was tested here as an image-to-video preset tool, not as a freeform video generator. The question was simple: with…
Model Reviews
LongCat-Image: Multilingual Text Rendering in 6 Tests
LongCat-Image multilingual text rendering: what these six tests check LongCat-Image multilingual text rendering is the point of this six-image test: can one…
Model Reviews
dots.ocr-1.5: OCR in 6 Screenshot Tests
dots.ocr-1.5 OCR was tested here as a practical screenshot reader, not as a leaderboard claim. The six inputs ask a narrow set…
Comparisons
Seedream 4.5 vs Seedream V5 Lite: 6 Prompt Test
Seedream 4.5 vs Seedream V5 Lite: the 6-prompt test This Seedream 4.5 vs Seedream V5 Lite test uses the same six 2K,…
Comparisons
Animate a Photo: 6 Motion Transfer Tests
Animate a photo with a reference video, or tell an image-to-video model what should happen? This six-test comparison starts with one still…
Model Reviews
Kling V3 Motion Control: Motion Transfer in 3 Tests
Kling V3 Motion Control was tested here as a motion-transfer tool, not as a general text-to-video generator. The question was simple: can…
Model Reviews
Hunyuan Flux SRPO: Text-to-Image Quality in 6 Tests
Hunyuan Flux SRPO is the focus of this six-image test: one prompt, one output per test, with the same baseline settings wherever…
Comparisons
Wan2.2 Animate vs VACE vs Hailuo 2.3: Six Motion Tests
Wan2.2 Animate vs VACE vs Hailuo 2.3: Six Motion Tests Wan2.2 Animate vs VACE vs Hailuo 2.3 asks a narrower question than…
Model Reviews
VibeVoice Realtime: Real-time TTS in 6 Tests
VibeVoice Realtime: real-time TTS in 6 tests VibeVoice Realtime was tested here as a practical text-to-speech tool, not as a demo reel.…
Model Trends
Translate Gemma Image: OCR Translation in 6 Screenshot Tests
Translate Gemma Image: OCR translation in 6 screenshot tests Translate Gemma Image OCR translation was tested as a single-step workflow: give a…
Comparisons
Translate Gemma 4B vs 12B vs 27B: 6 Prompt Translation Test
Translate Gemma 4B vs 12B vs 27B is a practical comparison of three Google translation models on the same six short business…
Model Reviews