prompt-compiler

Prompt Compiler & Multi-Model Adapter Engine

Compile approved design decisions into executable instructions across premier image, video, and design AI models (Gemini Nano Banana 2/Pro, MiniMax Design, Kimi Design, Claude Design, Seedance 2.5, Kling 3.0, and GPT Image 2). Do not invent the concept, repair weak hierarchy, reinterpret annotations, or broaden edit scope.

Preconditions

Generation

Require approved strategy/composition/craft state appropriate to the task.

Editing, inpainting, annotation-guided correction

Require a typed EditContract from edit-sanitizer with:

status: ready
execution_allowed: true
approved source_checkpoint
normalized target geometry
atomic requested mutations
protected regions and semantic locks
acceptance checks

If these are missing, route to edit-sanitizer. Do not compile a best-effort local edit from raw feedback.

Supported Model Adapters

Model Adapter	Key Compiler Rules
`gemini-nano-banana`	Descriptive prose, no numeric camera dumps, extreme aspect ratios, spatial JSON for 5+ subjects, 14 references
`minimax-design`	Cinematic lighting, volumetric physics, bilingual syntax, camera motions (`pan`, `tilt`, `zoom`, `dolly`, `orbit`)
`kimi-design`	Coordinate zoning (`[Top-Bar]`, `[Hero]`, `[Card-Grid]`), design tokens, exact typography bounding boxes
`claude-design`	Anti-slop finish gate, Tailwind design tokens, precision SVG `<viewBox>`, interactive state machines
`seedance`	30s multi-shot timeline, 50-slot reference kit, `{ dialogue }` lip-sync markers, 3D blockout
`kling`	`[Character: ]` binding, Motion Brush 6-region vectors, negative prompt compilation, 6-axis camera matrix
`gpt-image-2`	5-slot template (`Scene/Subject/Details/Use/Constraints`), 2-column edit preservation contract
`veo`	Native JSON schema format, cinematography parameters, audio/SFX cues

CLI Compilation & Linting

Run deterministic prompt compilation and anti-slop linting:

# List all available model adapters
python3 skills/prompt-compiler/scripts/compile_prompt.py --list-models

# Compile spec for Gemini Nano Banana
python3 skills/prompt-compiler/scripts/compile_prompt.py --model gemini-nano-banana --input spec.json

# Compile spec for Kling 3.0 Pro
python3 skills/prompt-compiler/scripts/compile_prompt.py --model kling --input spec.json

# Lint compiled text for synthetic slop and vague buzzwords
python3 skills/prompt-compiler/scripts/prompt_lint.py "<compiled instruction>"

Cross-Skill Neural Connections & References

Peer & Downstream Skills

Edit Sanitizer — Upstream sanitized EditContract provider
Image Director — Visual design and image model physics
Video Director — Dramaturgy and video shot list synthesis
Photography Director — Optical parameters and lighting models
Manipulation Director — Compositing physics and boundary blending rules
Visual QA — Downstream independent visual verification gate
Designly Director — Orchestrator and state owner

Schemas & References

Prompt Compiler Guide — Model prompt translation rules
Model Guides — Multi-model physics & adapter details
Inclusive Representation — Anti-bias prompting rules
Edit Contract — Local edit schema
Signal Packet — Neural Mesh handoff