[ROADMAP] TeleFuser Q3 2026 #1

Overall Goal

1. Improve open-source project infrastructure
2. Fix existing bugs and stabilize service/API
3. Add quantifiable regression tests
4. Support new feature integration, such as KV cache, streaming inference, and distributed inference

🧠 New Model Integrations

• SwiftVR feasibility study / initial integration feat(swiftvr): add real-time restoration pipeline #29
• Lingbot-videofeat(lingbot-video): add native Dense/MoE inference and four-GPU runtime #15
• Lingbot-world v2 [feat] Add LingBot-World v2 causal-fast streaming support #11
• Cosmos3 @Uxito-Ada
• Abot-World @Kaimary [FEATURE] Add ABot-World-0-5B-LF single-GPU interactive pipeline #26
• Lingbot-VLAv2 @HappyDog060713 feat(vla): integrate LingBot VLA v2 structured serving and benchmarks #28
• Mage
• TaoMate
• MiniMax-H3 [FEAT] Add MiniMax H3 joint audio-video generation #23
• Wan-Animate-2
• LTX-2.5 [FEATURE] Add LTX-2.5 distilled T2V/I2V inference #33
• QwenImage 2.1[FEATURE] Add native Qwen-Image 2.1 support #51

New Feature Support

• Chunk Batching @Kaimary
• Multi-instance KV cache with fp8 or fp4 quant @Uxito-Ada
• Disaggregated Inference
• Multi-instance server support
• world model stream server with livekit [FEAT] Unify WebRTC streaming on LiveKit and remove aiortc #19 feat(stream): time-slice retained LingBot sessions #21
• ROS2 adapter

⚡ Performance & Kernels

• NVF4 for world model @Uxito-Ada
• SVDQuant support @Uxito-Ada
• Sol-Attn feat(attention): integrate Sol-Attn for Wan2.1 #24
• optimize Ulysses SP alltoall transport [PERF] Add CUDA IPC Ulysses overlap and lossless LingBot streaming #27
• NPU support [FEATURE] Run Wan2.2 pipelines on Ascend NPU #41

🔗 Distributed Inference

• Ulysses SP for LingBot-World [REFACTOR] Refactor LingBot stateful generation and session lifecycle #8

🌐 API & Service

• Refactor service module and fix bugs [REFACTOR] Centralize local artifact and task route handling #6
• Stabilize task lifecycle and OpenAI-compatible API

🧪 Testing

• Add quantifiable regression test suite
• Add pipeline smoke tests
• Add service/API regression tests
• Add packaging/install validation tests

📚 Documentation & Tooling

• Support online document website
• Improve contributor docs for testing, service, and examples

Deployment

• Make pip install package available

Progress Tracking

Status: