You will get Scalable AI Video Animation Pipeline in ComfyUI (WAN 2.2
Rising Talent
Project details
Stop paying high SaaS fees for rigid AI video tools. Scale autonomously with a self-hosted ComfyUI pipeline engineered for reliable, production-grade 720p/1080p output.
I am an AI Workflow Engineer specializing in deterministic character animation using WAN 2.2 Animate, DWPose, SAM2, and custom LoRAs. My workflows run on GPUs (RTX 4090/5090, RunPod, Vast.ai) at just ~$0.02–$0.04 per clip.
WHY THIS PIPELINE EXCELS:
🔹 Solves Edge Cases: Handles hand-to-face occlusion and harsh chiaroscuro lighting via DWPose tracking and SAM2 dynamic masking, preventing facial warping and identity drift.
🔹 VRAM & OOM Optimized: Uses memory-mapped allocation (MMAP), block-swapping, and tiled VAE decoding to eliminate Out-Of-Memory crashes and flickering on 24GB-32GB GPUs.
🔹 Headless & Backend Ready: Prime for automation. Easily wrapped in a Python/FastAPI worker to consume JSON payloads from Redis queues (e.g., OpenClaw) at scale.
WHAT YOU RECEIVE:
✔️ Client-ready ComfyUI workflow file (.json).
✔️ Custom node & model setup instructions.
✔️ Optimal sampler/CFG configs for zero flickering.
I am an AI Workflow Engineer specializing in deterministic character animation using WAN 2.2 Animate, DWPose, SAM2, and custom LoRAs. My workflows run on GPUs (RTX 4090/5090, RunPod, Vast.ai) at just ~$0.02–$0.04 per clip.
WHY THIS PIPELINE EXCELS:
🔹 Solves Edge Cases: Handles hand-to-face occlusion and harsh chiaroscuro lighting via DWPose tracking and SAM2 dynamic masking, preventing facial warping and identity drift.
🔹 VRAM & OOM Optimized: Uses memory-mapped allocation (MMAP), block-swapping, and tiled VAE decoding to eliminate Out-Of-Memory crashes and flickering on 24GB-32GB GPUs.
🔹 Headless & Backend Ready: Prime for automation. Easily wrapped in a Python/FastAPI worker to consume JSON payloads from Redis queues (e.g., OpenClaw) at scale.
WHAT YOU RECEIVE:
✔️ Client-ready ComfyUI workflow file (.json).
✔️ Custom node & model setup instructions.
✔️ Optimal sampler/CFG configs for zero flickering.
Animation Type
OtherIndustry
Advertising & Marketing, Fashion, Film & Video, Gaming, MedicalWhat's included
| Service Tiers |
Starter
$150
|
Standard
$300
|
Advanced
$550
|
|---|---|---|---|
| Delivery Time | 3 days | 5 days | 7 days |
Number of Revisions | 1 | 2 | 3 |
Number of Characters | 1 | 1 | 2 |
Running Time (Seconds) | 10 | 30 | 60 |
Character Design | - | - | - |
Rigging | - | ||
Detailed Movements | - | - | - |
3D Modeling | - | - | - |
Project File | |||
Full HD (1080p) | - | - | - |
Ultra HD (4k) | - | - | - |
About Naci
Generative AI Engineer, Custom LoRA, AI Influencers & ComfyUI Pipeline
Mugla, Turkey - 6:14 pm local time
Custom LoRA models on FLUX, SDXL & Z-Image — plus Qwen-Image and other modern architectures, picked per project → your character, your product, consistent outputs every time. I build repeatable AI pipelines that generate on-brand, authentic content — indistinguishable from real photography.
→ Custom Character LoRA (AI Influencers): $150–$600, 3–5 days
→ Dataset engineering + manual captioning (the secret to consistency)
→ ComfyUI workflows: repeatable, client-ready, documented
→ Post-processing pipeline for authentic, undetectable results
→ Image-to-video for Reels-ready content
→ Product visuals & virtual clothing for e-commerce
Every delivery includes full prompt documentation — you own the recipe.
Live proof in my portfolio: original AI personas with 100+ consistent generations each, one deployed live on Instagram. Ship me your brief. First delivery in 72 hours.
Steps for completing your project
After purchasing the project, send requirements so Naci can start the project.
Delivery time starts when Naci receives requirements from you.
Naci works on your project following the steps below.
Revisions may occur after the delivery date.
Asset Ingestion & GPU Environment Audit
We review your reference image, driving motion video, and target GPU specs (RTX 4090/5090, RunPod, Vast.ai). We align aspect ratios and resolution scaling to prevent geometry distortion and ensure optimal processing for your hardware.
DWPose Tracking & SAM2 Masking
We extract motion keyframes via DWPose and configure SAM2 dynamic segmentation masks with expanded padding. This handles complex edge cases like hand-to-face occlusion and harsh relighting without facial warping or identity drift.