Local tools for learner materials

Less time building materials. More time using them.

LessPrep is developing focused Windows tools for worksheets and clinical drafts. The work runs locally, stays reviewable, and is designed around practical output—not an ongoing cloud workspace.

lessprepinfo@gmail.comAbout the local runtime

In development

LP Studio

An editable worksheet canvas with text, shapes, mazes, reusable stickers, uploaded images, and local art generation.

  • Save and reopen editable worksheet projects
  • Generate art locally or upload your own image
  • Remove backgrounds and save reusable stickers
  • Print or export 300 DPI PNG and PDF pages

Clinical beta

LessPrep Clinical

Local draft support for goals, summaries, session notes, and tactic review—with the professional responsible for the final document.

  • Turn working notes into editable drafts
  • Keep learner context in a local workflow
  • Use review gates before saving clinical work
  • Treat every result as draft support, not a decision

SessionNest Runtime

The local engine underneath LessPrep.

SNRT supports seven AI modalities through a local Vulkan runtime on compatible Windows computers.

Read the short technical overview

Text generation

Streaming local language models with model-aware chat formatting.

Image generation

SD 1.5 and SDXL-class workflows with cancellation and hardware limits.

Speech-to-text

Local Whisper transcription without a hosted speech service.

Text-to-speech

Local SpeechT5 spoken output on the same runtime foundation.

Vision

Local image understanding for multimodal app workflows.

Text embeddings

Local semantic vectors for search, retrieval, and related-text matching.

Background removal

Native U²-Net subject cutouts with transparent output—no cloud upload required.