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AI tools for storytelling

A twelve-week studio on diffusion video, agents, and the open AI pipeline — taught inside PolyU School of Design as SD5976.

See the 2026 work 12 weeks · Lecture + workshop · PolyU School of Design (SD5976) · ARCHIVE · 2026
SYLLABUS

Twelve weeks. Twelve briefs.

A lecture hands you the material; the workshop is where you push on it. You ship every week. Final showing is open to the school.

Diffusion video Agentic workflows MCP tools Storytelling Audio generation 3D as concept art LLMs & tokens Safety & IP
WK1
Open the studio. Pick your X.

Orientation, the safety contract, your first ComfyUI graph, and the brief. Every Saturday after this ends with something you made.

ComfyUIAgent harnessesLTX-Video
SD5976 · WK01
WK2
Models are materials.

Diffusion fundamentals. Text-to-image, then image-to-video. First LTX pass. First 3D pass. Make thirty bad things on purpose.

ComfyUIDiffusionLTX-Video
SD5976 · WK02
WK3
Direct the model.

Reference imaging, ControlNet, prompt scaffolding. Move from 'AI image' to 'your image.' Audio joins the pipeline.

ComfyUIAudioDiffusionLTX-Video
SD5976 · WK03
WK4
Tools that call tools.

MCP servers as the lingua franca. Wire a video pipeline that a model can drive end-to-end.

MCPAgent harnessesComfyUILTX-Video
SD5976 · WK04
WK5
Tokens, the load-bearing fiction.

LLMs in the loop — tokenization, context windows, prompt structure. Wire a multi-step agent that produces a usable artifact.

LLMsMCPAgent harnesses
SD5976 · WK05
WK6
Agents do drafts. You direct.

Multi-agent harnesses for storyboarding, asset generation, and continuity. Critique the agent's work; redirect it.

Agent harnessesMCPLTX-Video
SD5976 · WK06
WK7
Voice is half the film.

Audio generation depth — diegetic sound, voice cloning ethics, score scaffolding. Agents take a stab at edits.

AudioMCPAgent harnesses
SD5976 · WK07
WK8
Character first.

Storytelling structures that survive the AI middle. LTX-driven sequences, reference-locked characters, consistency hacks.

LTX-VideoAudioAgent harnesses
SD5976 · WK08
WK9
3D as concept art.

3D assets feeding the 2D pipeline. Camera moves with depth. Safety & IP review of every model you've leaned on.

3DComfyUISafety
SD5976 · WK09
WK10
Agentic workflows in production.

Multi-step pipelines you can run unattended. MCP orchestration. The point where the studio scales beyond what one person can hand-author.

MCPAgentic workflows3D
SD5976 · WK10
WK11
Show the seams.

Process writing, README discipline, agent-assisted code review. Public artifacts mean public method.

MCPAgentic workflowsLLMs
SD5976 · WK11
WK12
Ship.

Final crit. Public showing. Archive your X. Hand the pipeline forward.

LTX-VideoDiffusionAgentic workflows
SD5976 · WK12
WHAT YOU'LL MAKE
  • A one-minute character video — yours alone.
  • A group video project, shipped with the team.
  • A public GitHub repo documenting the pipeline.
  • A written reflection — the seams, the dead drafts, the why.
TOOLS IN PLAY
ComfyUI LTX-Video 2.3 Flux Stable Diffusion MCP servers Claude Code Agent harnesses Hunyuan3D Suno Whisper Resolve Figma

We're open about which tools we use. Tools change cohort-to-cohort; the studio practice doesn't.

2026 COHORT · SHORTLIST

The work this syllabus produced.

7 group projects from the 2026 cohort, shortlisted on merit and shipped in the open. Every entry links to its source — repo, video, or a page we host directly.

GROUP PROJECTS · CURATED
All projects
MANIFESTO · DRAFT 03

AI is a material, not a magic trick. We teach you to push it, break it, and make it your own — in the studio, with peers, on a deadline.

01

No theory without a brief. Every session ends in a thing you made.

02

Show your work. Failed runs, scrapped prompts, dead drafts. All of it.

03

Open models, open practice. We document the pipeline, not just the output.

04

Designers in the loop. AI doesn't set the brief. You do.