Skip to content

✍ Writing process: from a bare corpus to a finished draft or book

Status: reference. Written 2026-08-30. Updated 2026-08-31, with the command surface for writing and revising a draft, and how a hand-edited draft is picked back up.

Written for someone about to write with this pipeline, start to finish -- the order the phases happen in, and which document has the detail for each. Assumed: none of the setup has happened yet; if your corpus is already synced, skip to whichever phase you're at. Not covered here: which genre to pick, in detail (GENRE.md); every flag and every command this pipeline exposes (CLI.md); config knobs (CONFIG.md); how to get your library into shape (ZOTERO.md). This document is the map between those; each has the depth this one deliberately skips.

🧭 Table of contents

📚 Phase 1: set up your corpus

Everything downstream reads from one place: a BibTeX export with its PDFs attached, turned into a ledger this pipeline can search.

  1. Export your Zotero library as BibTeX with "Export Files" ticked, into papers/bibliography.bib (plus its companion papers/bibliography/files/ folder). Do not rename or move that folder afterwards -- each entry's file path is relative to it. ZOTERO.md has the full export walkthrough and the attachment-path trap that silently leaves an entry without a PDF.
  2. Sync the corpus layer: chitragupta corpus sync. A citekey that later drops out of your .bib file is only reported, never deleted, unless you pass --remove-stale -- ZOTERO.md says why the safer default is report-only.
  3. Inspect what it found: chitragupta corpus ledger (read-only, takes no lock).
  4. Optional: the enrichment layer. Layout-aware parsing, semantic search, topic clustering -- a second, deliberate pass over the same corpus. Nothing in Phase 2 needs it, and no skill builds it for you. chitragupta enrich --stages docling,embed when you want it; which stage is worth the cost is in RETRIEVAL.md.

✍ Phase 2: write a first draft

Step What Command Who runs it
1 Optional: declare your own structure chitragupta draft dossier init content/drafts/<slug>.md --genre <genre> --outline, then edit the outline.md it writes you
2 Ask for the draft, in plain words e.g. "write a survey section on digital twin composability" you
3 Retrieve evidence, write the draft, and run its own gate -> references -> render chain chitragupta draft gate, chitragupta draft references, chitragupta draft render -- the same three commands as CLI.md step 9, which you can also run by hand the matching skill
4 Read what it wrote the draft under content/drafts/, its dossier under content/dossiers/, and -- for four of the five genres -- its evidence sidecar you

Ask for it in plain words. You do not invoke a skill by name -- "write a survey section on digital twin composability", "draft a thesis chapter on runtime verification for autonomous robots", "write a textbook chapter introducing digital twin asset reuse", "write a tutorial that builds a minimal digital twin asset from scratch", "do deep research on fault injection for digital twin testbeds". The matching skill picks the request up and runs step 3 above for you.

Which of the five genres actually matches what you asked for is GENRE.md's whole job -- read it if you're not sure whether what you want is a survey, a thesis chapter, a textbook chapter, a tutorial, or a deep-research report. The short version: it comes down to what your reader is doing while they read -- entering a field, reading adversarially for a claim, studying worked examples, following you at a keyboard, or reconciling several perspectives.

Step 1 is optional, and is the only step before you ask. It writes outline.md, where you set out each section's brief:, one or more claim: blocks, and optionally the exact queries: to search -- the skill runs those verbatim instead of inventing sub-themes. DOSSIER.md has the format.

Every finished draft gets a dossier in content/dossiers/ -- working state a later session reloads instead of re-running everything -- and, for four of the five genres, an evidence sidecar listing what each cited source actually said (DOSSIER.md). Neither is committed to git.

🔁 Phase 3: revise a draft

Never re-run the genre skill that wrote it. Ask for the change in plain words -- "shorten the third section", "add adoption economics", "fix the grammar" -- and the matching reviser picks it up, working from the dossier instead of redoing the research:

You want... Ask for What it does
An ordinary change: shorten, expand, restructure, correct, copy-edit draft-reviser (the default -- picked automatically) Reads the dossier, edits only the affected sections, re-searches only when the change opens genuinely new ground. The cheapest path there is
The whole corpus re-searched, cost regardless say so explicitly -- "re-check the entire draft against the corpus" corpus-reviser. Re-runs every recorded sub-theme query against the current corpus, honouring what was already rejected and why
A repair queued by a review scan "work the review agenda" agenda-reviser. Fixes one unattended finding at a time -- a short verbatim run, a prose issue, an uncited claim -- never applies a repair unasked, and re-verifies every fix through the gate

The default path, step by step. DRAFT-ITERATION.md has the full reasoning behind each step; this is the command surface draft-reviser runs:

Step What Command Who runs it
1 Check what's on disk, whether the corpus moved, and whether the draft itself moved since the last stamp chitragupta draft dossier status content/drafts/<slug>.md, then chitragupta draft dossier mark-revision content/drafts/<slug>.md before any retrieval skill
2 Read the recorded scope and steering, so the change stays inside what you already agreed reads scope.md, steering.md skill
3 Find the affected sections chitragupta draft dossier sections content/drafts/<slug>.md --citekeys --write skill
4 Edit only those sections, at their line ranges -- skill
5 Re-search only if the change opens genuinely new ground, honouring rejected.md first chitragupta draft retrieve search "<query>" --log content/drafts/<slug>.md skill
6 Update the dossier for whatever actually changed writes evidence.md/rejected.md/sections.md, appends to revisions.md/steering.md skill
7 Re-gate, rebuild references, re-render, then stamp -- only once the gate passes chitragupta draft gate, chitragupta draft references, chitragupta draft render, chitragupta draft dossier stamp content/drafts/<slug>.md skill

The copy-edit pass -- a grammar fix, a dialect conversion, a rephrase to meet a style guideline -- is the one exception: steps 3 and 5 never run, it reads and edits the whole draft rather than one section, and it leaves a single revisions.md entry naming the convention applied rather than the sections touched. DRAFT-ITERATION.md has why that inversion is still the cheap path.

draft-reviser also handles re-grounding: when a corpus sync removes a paper your draft cites, or -- once you've hand-edited a section -- when you want that section's own new wording to drive one extra retrieval round (ITER-RETGEN with you standing in for the model, DOSSIER.md).

✏ Handing a hand-edited draft back for the next iteration

You don't have to route a change through a skill at all. Open content/drafts/<slug>.md in your own editor and change it directly, at the same path -- there is no dossier rename, so saving it under a different path orphans its dossier, and every equation in the draft silently reverts to typewriter text on the next render (DOSSIER.md).

Nothing runs automatically when you save, and you don't have to tell the pipeline you edited it. The next time you ask for a revision -- or run chitragupta draft dossier status content/drafts/<slug>.md yourself -- step 1 above compares a digest of the draft's current text against the one recorded at the last dossier stamp. A changed digest reports CHANGED since last stamp and only then checks four more specific things your edit might have caused: a citation you added with no evidence.md block, an evidence.md block for a citation you removed, a heading with no row in sections.md, and a sections.md row with no matching heading. draft-reviser offers each finding to you one at a time and acts only on what you agree to -- it never applies a repair unasked, and it never blocks the revision on one going unanswered. (agenda-reviser is the one exception: it may not touch scope.md, so a repair it makes leaves the fingerprint deliberately stale -- the honest signal that an automated pass, not your own revision session, touched the draft since anyone last confirmed it.)

Nothing here is a gate. A hand-edited draft that never gets re-stamped just makes the next revision less efficient -- it cannot make a draft wrong, because chitragupta draft gate still stands between any draft and its citekeys.

Before you decide a draft is finished, REVIEW.md is the human-facing check -- ten advisory aids (verbatim overlap, citation provenance, uncited claims, and more) that never block, only report. None of them is a gate; the only mechanical gate is citation_gate, and it only refuses a fabricated citekey.

📕 Phase 4: write book chapters

A book is the same pipeline at a larger scale: one outline you sign off once, then one generation contract per chapter, each accepted on its own. BOOKS.md is the authoritative walkthrough; the shape:

Step Command Who runs it
1 spec init, then edit spec.md you
2 spec sign you, and only you
3 unit contract -> a genre skill writes the prose skill
4 unit accept you, per unit

Steps 3 and 4 repeat once per chapter. spec sign is the book track's first of two human sign-offs -- nothing downstream can start without it.

📖 Phase 5: assemble the book

Once every chapter is accepted:

Step Command Who runs it
5 registry build, registry check you or the assembler
6 the book-assembler skill composes book.tex skill
7 pdflatex x2 -- no bibliography pass you or the assembler
8 read it you, and only you

Steps 5 to 7 are what .claude/skills/book-assembler/ does in one run when you ask it to assemble the book. Step 8 is the track's second human sign-off -- BOOKS.md explains why it is a sibling file rather than another flag, and what registry check's exit code does and does not promise.