Available Bespoke Generative Pipeline Engineering

AI CONTENT Specialist

Crafting high-converting AI UGC video ads, cinematic DTC product commercials, locked character consistency, and voice design and clone. Full-pipeline custom workflows featuring neural upscaling and fluid frame interpolation with no subscription costs or credit limits—delivering broadcast-ready visuals from 1080p to 4K.

AI UGC Video Ads Generative Video • Cloned Voice
Commercial DTC Ads 100% Typography • Macro Lighting
Character Consistency Custom LoRA • Zero Drift
Upscale & Interpolation 4K 60fps • No Credit Cost
COMFYUI ARCHITECTURE
HIGH-FIDELITY DIFFUSION
GENERATIVE VIDEO SYNTHESIS
VISION-LANGUAGE PROMPTING
CONTROLNET (DEPTH, EDGES, LINES)
LORA TRAINING
VOICE CLONING & LIP-SYNC
NEURAL UPSCALING & 60FPS
COMFYUI ARCHITECTURE
HIGH-FIDELITY DIFFUSION
GENERATIVE VIDEO SYNTHESIS
VISION-LANGUAGE PROMPTING
CONTROLNET (DEPTH, EDGES, LINES)
LORA TRAINING
VOICE CLONING & LIP-SYNC
NEURAL UPSCALING & 60FPS
(Showcase) 01 / Vertical Formats

Commercial & Creative Reels 9:16

Hover to stream

Filter through production-tested vertical formats built for TikTok, Meta Reels, and high-converting video ads.

(The Studio)
02

Software developer powered by AI engineering.

"I replace randomness with repeatable visual control. Every frame, facial identity, product label, and camera move is locked through custom ComfyUI graphs, ControlNets, and trained LoRA weights."

With a background in software development and mobile app development, I transitioned into an AI content specialist. I began generating and rigorously refining visual content until achieving absolute realism and eliminating AI drifts through custom ComfyUI workflows, ControlNets, and precision engineering techniques. Today, I build dedicated generative AI pipelines that solve real commercial problems—from high-converting DTC product ads and creator UGC to episodic character continuity.

100% Identity Lock

Trained LoRA models & ControlNet facial rigs.

4K 60fps Mastering Standard

Neural upscaling with fluid optical frame interpolation.

100% Label Legibility

Tack-sharp typography & macro product reflections.

Iterative Freedom

Unrestricted rendering until the outcome is perfect.

01

Character Consistency

Preserving facial likeness, wardrobe, and proportions across diverse scenes and angles using IPAdapter, face mesh, and pose-guided ControlNets.

02

Commercial DTC Product Ads

Executing cinematic product commercials (fragrance, skincare, electronics) with 100% legible packaging typography, macro lighting, and locked silhouettes.

03

AI UGC Ads & Avatars

Developing persistent on-camera creator personas with authentic smartphone staging, natural talking-head pacing, and voice design and clone for high-converting social ads.

04

Character LoRA Training & Multi-Shot Continuity

Disciplined LoRA dataset curation and precision training in ai-toolkit for recurring personas and episodic narrative continuity without identity drift.

05

Autonomous Pipelines

Fully automated pipelines with no manual work—from image to final 1080p videos, where only approval is needed to post videos on socials.

(Work) 04 / Case Studies

Engineered Work & Pipelines

Detailed inspection of custom ComfyUI workflows, complete with model parameters, node execution stages, and specs.

(Method) 05 / The Architecture

From Concept to 4K Master

A disciplined four-step generative pipeline engineered for high visual fidelity, natural motion, and client repeatability.

01 DATASETS & COMPOSITION

Dataset Curation & Master Still Generation

Scraping, cropping, and tagging training datasets. Generating tack-sharp master frames with high-fidelity diffusion models with perfect typography and composition.

Diffusion Synthesis Macro Lighting ControlNet
02 LORA & CONTROLNET

LoRA Training & Spatial ControlNet Rigging

Training dedicated character LoRAs with precision hyperparameter tuning. Rigging depth, edges, lines, and pose ControlNets to guarantee 100% identity and packaging silhouette lock.

LoRA Training IPAdapter ControlNet (Depth, Edges, Lines)
03 VIDEO & AUDIO SYNTHESIS

Image-to-Video Synthesis & Voice Cloning

Rendering natural motion via state-of-the-art generative video engines with locked camera trajectories. Pairing with voice cloning and custom audio sync.

Generative Video Camera Motion Voice Cloning
04 MASTERING & SCALE

Neural Upscaling & 60fps Interpolation

Upscaling video frames with neural detail restoration models for batch production, completed with optical flow neural frame interpolation for fluid 60fps playback.

Neural Upscaling 4K Mastering 60fps Interpolation
(Services) 06 / Capabilities

Services & Specialized Deliverables

Delivering production-grade AI visual media and custom workflow systems for forward-thinking brands and agencies.

01

Character Consistency & Identity Rigging

Preserving facial likeness, styling, and physique across multi-scene narrative shots using IPAdapter, face mesh, and ControlNet rigs.

IPAdapter Control Facial Likeness Lock Zero Identity Drift
02

Commercial DTC Product Photography & Video

Pure cinematic product shots with 100% legible typography, macro fluid lighting, and sweeping camera orbits.

Diffusion Generation Video Synthesis Audio Sync
03

AI UGC Video Ads & Presenter Personas

Authentic talking-head presenter videos with locked facial identities, product placement, and cloned voice sync.

Generative Video Cloned Voice TikTok / Reels 9:16
04

Character LoRA Training & Multi-Shot Continuity

Custom LoRA model training and IPAdapter rigging for recurring personas and episodic multi-shot consistency.

LoRA Checkpoints ControlNet Rigging Episodic Continuity
05

Autonomous Ambient Pipelines (Lucidscapes)

Fully automated state-machine pipelines from image synthesis to final 1080p/4K master videos ready for publishing.

Zero Manual Work Image to 1080p/4K Video Auto-Publish Ready
(Direct Inquiries)

Let's Build Your Next AI Campaign

Have an AI UGC ad, product campaign, or character consistency project? Send a brief or message me directly on Upwork.

Direct Email
Availability Available for Select Projects • Fast Turnaround
01 / 03

What type of production are you looking for?

02 / 03

What is your estimated scope & timeline?

03 / 03

Where should I send the proposal?