Guides

This category collects practical tutorials for developers and creative teams: quickstarts, prompting guides, model selection advice, and focused how-tos. It is for readers who want clear steps and working patterns they can apply quickly.

Why Is My Wan 3.0 Output Inconsistent?

Wan 3.0 inconsistency often comes from vague prompts, conflicting references, overloaded scenes, or uncontrolled retries.

Aug 31, 20261 min read

Seedance 2.5 Prompt Guide for Repeatable Video Tests

Build a Seedance 2.5 prompt for repeatable video tests using clear scene direction, assigned references, controlled variables, and evaluation logs.

Aug 27, 20268 min read

Wan 3.0 Prompt Guide for Repeatable Video Tests

Use this Wan 3.0 prompt guide to structure motion, camera, timing, references, and audio for repeatable T2V, I2V, and R2V tests.

Aug 26, 20269 min read

Real-ESRGAN API Guide: Upscale Images With WaveSpeedAI

Real-ESRGAN API requests on WaveSpeedAI use a model endpoint, prediction IDs, polling, and output checks. Build a reliable image-upscaling workflow.

Aug 14, 20267 min read

InfiniteTalk API Guide for Digital Human Video

InfiniteTalk API turns an image and audio into a talking-avatar video. Learn request setup, task polling, output controls, and production safeguards.

Aug 13, 20269 min read

How Should I Choose and Prepare Reference Assets for Multi-Reference Video Generation?

Build a cleaner multi-reference video pack by assigning roles, removing conflicts, standardizing assets, and testing each reference.

Aug 6, 20262 min read

SWE-bench for Builders: Reading Coding Scores for Model Routing

SWE-bench tells you more than a leaderboard rank. How builders should read coding scores for model routing decisions.

Jul 27, 202610 min read

How to Run Unlimited-OCR on Multi-Page PDFs

Run Unlimited-OCR on images and multi-page PDFs with Transformers, SGLang serving, validation and production failure controls.

Jul 25, 202610 min read

Benchmark Inkling for Production Agents

Benchmark Inkling with your own agent tasks, multimodal inputs, long-context cases, latency, memory, cost, and fine-tuning gains.

Jul 23, 202610 min read