scholar-writing

<required_reading> @~/.maestro/workflows/run-mode.md </required_reading> # Scholar Writing End-to-end workflow for writing publication-ready ML/AI papers from research repositories. Integrates paper writing craft, citation verification, and anti-AI polishing into a structured 6-phase pipeline. ## Run Lifecycle Follow `~/.maestro/workflows/run-mode.md`. If an orchestrator injected `run_id` / `run_dir` in the birth packet, use them and do NOT call `maestro run create`. Otherwise self-start before Phase 1: ```bash maestro run create scholar-writing --session <YYYYMMDD-scholar-writing-{topic}> --intent "<short phrase>" ``` Session slug is ASCII-only, ≤64 chars. The paper itself lives in the user's `outputDir` (a working area in the user's repo, like source code — **not** the Run truth source). Write the workflow synthesis and the delivery manifest (paths to `paper.tex` / `paper.pdf` / `references.bib`, verification status, remaining action items) to `{run_dir}/report.md`, and the delivery-paths list to `{run_dir}/outputs/`. Close per the Final Checklist. ## Pre-load (before execution) 1. **Codebase docs**: If `.workflow/codebase/ARCHITECTURE.md` exists, read for project context 2. **Specs**: `maestro load --type spec --category coding` — load coding conventions 3. **Wiki knowledge**: `maestro search "academic writing research paper" --json` — top 5 entries as prior context 4. All optional — proceed without if unavailable ## Architecture Overview ``` User: "Write a paper...