Kambin is built on the Plutus engine: a multi-stage PPTX transformation pipeline that prioritizes deterministic heuristics and transparent review.
We don't "guess" layouts. Our Extract stage converts opaque binary files into a structured DeckGraph JSON. This allows our heuristic engine to run fast, deterministic checks for alignment drift and cross-slide consistency without LLM overhead.
"slides": [
{
"id": "slide_01",
"elements": [
{ type: 'title', bbox: [10, 10, 90, 50], font: 'Inter' }
]
}
]
Intra-slide drift and cross-slide repeated structure consistency checks.
Font-family count enforcement and style 'family' outlier detection.
Cross-slide terminology standardization and preferred case enforcement.
The Plutus engine is designed to be Safe by Default. Before applying any LLM-suggested fix, the system runs a conflict detection step. If an API connection fails, Kambin gracefully skips LLM stages, ensuring the pipeline stays live through heuristics-only analysis.