Real-Time Avatar Motion Budget: How Many Behavior States Are Enough?
How to design a small set of reusable avatar behavior states that feels alive without generating every movement from scratch.
Ai Companion
AI Companion Memory Correction UX: Fixing Wrong Memories Without Resetting the Relationship
How AI companions can let users correct, downgrade and replace wrong memories without wiping an entire relationship history.
Proactive AI Companion Timing: When Should the AI Reach Out First?
How AI companions can decide when to initiate messages using context, routines, relevance and user-controlled frequency limits.
Digital Human Visual Consistency: Keeping Identity Stable Across Outfit and Scene Changes
A practical framework for preserving digital-human identity when clothing, lighting, camera angle and environments change.
AI Companion Memory Write Policies: What Should Be Saved Automatically?
A practical framework for deciding which AI companion memories can be saved automatically, which need confirmation and which should never…
Digital Human Voice Drift: Keeping a Cloned Voice Consistent Across Languages
A practical look at why cloned voices drift across languages and how digital human products can preserve identity, emotion and…
Real-Time AI Avatar Turn-Taking: Interruptions, Backchannels and Natural Conversation
Why natural video conversation depends on turn-taking, interruptions and backchannels—not only low latency or accurate lip sync.
AI Companion Memory Consent: Designing Temporary, Session and Long-Term Memory
A practical framework for deciding what an AI companion should remember for minutes, sessions or months—and how users should control…
AI Video State Compression: How Digital Humans Can Feel Live Without Generating Every Frame
How reusable motion states, voice timing and selective generation can reduce digital-human video cost while preserving presence.
AI Companion Memory Decay: Why Some Personalization Should Fade Over Time
A practical framework for deciding which AI companion memories should persist, weaken or expire as relationships and preferences change.
AI Companion Memory Portability: What Should Move When Users Switch Platforms?
A practical framework for portable AI companion memory: what users should be able to export, what should stay private, and…
AI Companion Pricing Architecture: Subscriptions, Credits and Premium Media
A practical framework for pricing AI companion products with subscriptions, usage credits and premium multimodal features while keeping costs and…