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RedCube AI

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A visual-deliverable workspace for turning source material, review cycles, and exported files into one managed delivery line

Slides · Xiaohongshu Notes · Posters

Who It Serves
Experts, PIs, educators, and professional teams turning structured knowledge into formal visual deliverables
What It Organizes
Source materials, review comments, reruns, progress updates, and exported files inside one workspace
How To Start
Tell it what you want to make, what source material you already have, and what final file you want to deliver

RedCube AI keeps source material, generation, review, reruns, progress reporting, and exported files on the same delivery line for formal visual work.

One-Sentence Quick Start

You can start with prompts like:

  • "Turn these lecture notes and references into a polished teaching deck, keep the progress visible, and leave me editable files."
  • "Use this source package to draft a Xiaohongshu note series, tell me what is still missing, and keep each review round traceable."
  • "Make a poster from this project summary, track the review comments, and export the final delivery files when the content is ready."

What It Helps With

  • Turning notes, outlines, references, screenshots, and draft fragments into formal slide decks, note series, and poster-style deliverables.
  • Keeping multi-round review, reruns, and export checks tied to the same workspace.
  • Showing human-readable progress while longer-running jobs continue in the background.
  • Delivering editable files that stay connected to their source material and review history.

Current Delivery Focus

  • Slides for teaching decks, academic talks, internal briefings, and formal reports.
  • Xiaohongshu notes for knowledge posts, science communication, and serialized publishing.
  • Knowledge posters for single-page visual delivery.
  • Academic paper and conference poster lanes continue to be evaluated case by case.

How It Works

  • Experts provide the source material, audience expectations, and final judgment.
  • The AI operator handles generation, revision, reruns, export, and progress reporting.
  • The workspace keeps sessions, review state, rerun history, and final files together for inspection.

Current Boundary

  • RedCube AI is the visual-deliverable workflow inside the broader OPL workspace.
  • It covers source intake, deliverable creation, review loops, export, and file-oriented delivery.
  • Content framing, audience fit, and final acceptance stay with experts.
  • External publishing and upload steps stay under human supervision.

How To Read This Repository

  1. Potential users should start here, then continue to the Docs Guide.
  2. Technical readers and planners should read Project, Status, Architecture, Invariants, Decisions, and Contracts Overview.
  3. Developers and maintainers should continue from the Docs Guide into docs/program/, docs/references/, docs/policies/, and docs/history/.

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Agent-first visual deliverable gateway for experts and PIs, spanning PPT decks and Xiaohongshu posts.

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