AI Solution for Coherent Multi-character and Multi-scene Microfilm Production

In the field of film production, the coherent production of multi-character and multi-scene microfilms has always been a challenge. WeLinkirt provides an innovative solution to this problem with advanced AI technology.

A film studio planned to produce a microfilm with a duration of about 15 minutes, featuring multiple characters and scenes. The studio hoped to create a work with a coherent plot and excellent visual effects through this production to attract more audience attention.

During the production process, the studio faced numerous pain points. Firstly, the characters in different shots were prone to 'changing faces', and the scenes were not coherent enough, affecting the overall fluency of the story. Secondly, the production cycle was long, and the traditional production method consumed a lot of time and labor. Moreover, the cost remained high, with a relatively high cost per minute of the finished film. In addition, chaos was likely to occur during multi-person collaboration, and revisions had to be repeated, resulting in low efficiency.

Technical Principle

WeLinkirt's Wemio Physical AI Content Engine and DaoAI World Model provide effective solutions to these problems. The Wemio Physical AI Content Engine introduces 3D and physical constraints into video generation, ensuring the stability of lighting and spatial relationships under multi-angle shooting. This is because it simulates the physical laws of the real world, making the characters' actions conform to physical principles, thus guaranteeing the authenticity and coherence of the actions. The DaoAI World Model, as a unified base, has the ability to understand semantics and 3D space, fundamentally ensuring the consistency across shots and scenes. It deeply understands the semantics and scenes of the whole story, organically integrating various elements to keep the characters and scenes consistent in different shots.

• By introducing physical constraints, the characters' actions conform to the mechanical laws of the real world, avoiding unreasonable action performances.
• Using the ability to understand 3D space, it accurately calculates the lighting effects in different scenes to ensure the consistency of lighting across shots.
• Conduct semantic analysis on characters and scenes, lock their features to ensure no deviation in different shots.
• Manage the whole story process through a unified world model, making all links closely connected and improving coherence.

WeLinkirt's Solutions and Products Introduction

WeLinkirt offers a series of solutions and products. The intelligent agent pipeline from 'writing → storyboarding → production → editing' connects the whole process from the script to the finished film. In the writing stage, the intelligent agent can generate reasonable plots and character settings according to the story requirements. In the storyboarding stage, it can precisely plan the shots to ensure the cross-shot locking of characters, scenes, and costumes. In the production and editing stages, the intelligent agent can complete the work efficiently, improving the overall efficiency. At the same time, the team collaboration function supports real-time collaboration among multiple people, shares the credit pool, and can recover the permissions of departing employees with one click, facilitating project transfer and data retention. In addition, the Wemio Physical AI Content Engine ensures the consistency of characters, scenes, and lighting across shots in serial comics/films, with actions conforming to physics, and thousands of shots can be connected without collapse. The DaoAI World Model provides fundamental guarantee for cross-shot/cross-episode consistency.

AI technology assists microfilm production to achieve perfect coherence of multi-character and multi-scene.

By adopting WeLinkirt's technology and products, the film studio achieved remarkable results. The production cost was significantly reduced, with the cost per minute of the finished film dropping to about ¥650/min, a reduction of about -30% compared with the previous level. The monthly credit consumption was reduced by about -52%. The overall production speed increased by about 2×, and the production cycle was shortened from several days to 24 hours, greatly improving the production efficiency. At the same time, the cross-shot consistency was significantly improved, with thousands of shots remaining coherent without collapse, ensuring the high-quality presentation of the film.