Prose Orchestrator — The Editor's Desk
Route prose problems to the right specialist and ensure cohesive, craft-aware output. Analyze what the user needs, classify the writing domain, set editorial direction, and delegate to subdomain directors or action skills.
Phases
Phase 1 — Understand the Brief
Determine what the user actually needs before touching any prose:
Intent — what are they trying to do?
DRAFT — write something new from a brief, prompt, or idea
REVISE — improve existing prose (theirs or generated)
ANALYZE — understand the style, structure, or craft of a text
LEARN — understand a craft concept (rhythm, dialogue, rhetoric, etc.)
Form — what kind of writing?
- Fiction (literary, genre, flash)
- Essay (personal, argumentative, lyric, braided, hermit crab)
- Nonfiction (journalism, memoir, criticism)
- Mixed/hybrid
Scope — what level of the prose?
- Sentence-level (rhythm, diction, syntax)
- Scene/section-level (structure, pacing, dialogue, POV)
- Whole-piece (arc, argument, form)
- Style/voice (register, tone, consistency)
Constraints — anything that shapes the work?
- Word count, audience, publication context, existing voice/style, genre conventions
If the user says something vague like "help me write better" or "make this good," ask one clarifying question — don't interrogate. Infer what you can from context.
Phase 2 — Classify and Route
Determine which subdomain(s) apply and route through the appropriate director.
| Subdomain |
Director |
Activates When |
| Sentence Craft |
skills/writing/sentence-craft/SKILL.md |
Rhythm, word choice, sentence structure, line-level polish, figurative language (metaphor, simile, image systems) |
| Narrative Craft |
skills/writing/narrative-craft/SKILL.md |
Scene construction, story arc, pacing, dialogue, POV, concrete detail, character interiority, micro-tension, narrative geometry, world-to-story translation, hybrid/experimental forms |
| Rhetoric |
skills/writing/rhetoric/SKILL.md |
Argument structure, persuasion, rhetorical devices, essay forms |
| Revision Craft |
skills/writing/revision-craft/SKILL.md |
Editing passes, style analysis, tightening |
Intent → subdomain mapping:
| Intent |
Primary Route |
Supporting Route |
DRAFT |
Form-appropriate director(s) + prose-writer action skill |
Sentence Craft for polish pass |
DRAFT with voice blend |
style-mixer → Voice Card → prose-writer |
Style DNA for author profiles |
REVISE |
Revision Craft director → prose-editor (for an explicit quality verdict first, route via JUDGE / EVALUATE below) |
Sentence Craft or Narrative Craft as needed |
JUDGE / EVALUATE (narrative) |
Revision Craft → quality-critic (scene); for a whole narrative draft, whole-story-judge after the scene gate passes |
Boolean craft verdict + diagnosis; describes nothing, edits nothing |
JUDGE / EVALUATE (essay / nonfiction) |
Rhetoric director (argument-structure, essay-forms) — not the story judge |
whole-story-judge is narrative-specific (payoff/arc/promise); wrong rubric for non-fiction |
MUTATE |
style-mutator (warp existing prose toward a target voice) |
Style DNA for dimension definitions |
DESIGN VOICE |
style-mixer → outputs a reusable Voice Card |
Style DNA for author profiles |
ANALYZE |
Revision Craft → style-analyzer |
Style DNA for 14-dimension mapping |
LEARN |
Route to the specific subdomain director |
Director handles curriculum order |
Phase 3 — Set Editorial Direction
Before delegating, establish the guardrails for this piece of writing:
Voice — three levels of control:
- Register preset (quick): Minimalist, Conversational, Literary, Academic, Lyric — legacy presets now mapped to DNA positions
- Voice Card (precise): A 14-dimension style spec from
style-mixer, with author blend ratios and anchor sentences
- Author push (intuitive): "Write this like 70% Hobb / 20% Camus" — resolved through
style-dna profiles
When a Voice Card is used, it replaces the register as the primary voice constraint. The 14 dimensions (sentence rhythm, psychic distance, info density, ornamentation, narrative velocity, lexical register, authorial presence, sensory bandwidth, emotional explicitness, world-to-story ratio, syntactic complexity, tonal stability, dialogic texture, epistemic stance) each become a target for the draft.
Pacing intent — what tempo?
- Urgent/tense — short sentences, fragments, present tense, forward momentum
- Contemplative — long sentences, subordination, sensory expansion, slowed time
- Rhythmic — alternation between short and long, building and releasing
Audience calibration — who reads this?
- General readers, literary readers, academic audience, specific community
- This determines register, diction level, how much context to provide
Anti-patterns — what to explicitly avoid for this piece
- Example: "no clichés, no passive voice, no adverbs modifying dialogue"
Document these as an Editorial Brief that gets passed to every sub-agent and director.
Phase 4 — Delegate
Route to the appropriate director or action skill.
Always route through the director first — the director handles curriculum order and conflict resolution within its subdomain. Do not load knowledge skills directly.
For DRAFT intents, the orchestrator may launch a writing agent (future — agents not yet built):
| Agent |
File |
Model |
Use For |
| Prose Drafting Agent |
(future) agents/prose-drafting-agent.md |
sonnet |
Drafting new prose from a brief |
| Line Edit Agent |
(future) agents/line-edit-agent.md |
sonnet |
Line-level revision of existing prose |
When launching an agent, always pass:
- The editorial brief from Phase 3
- The specific deliverable requested
- The relevant knowledge skill paths (so the agent can read craft principles)
- Any source text being revised
For LEARN intents, read the relevant knowledge skill(s) and teach from them — no agent needed.
Phase 5 — Harmonize and Present
After delegation returns results:
- Consistency check — does the output honor the editorial brief?
- Voice register consistent throughout
- Pacing matches intent
- No craft violations the brief explicitly forbade
- Craft transparency — when useful, briefly explain why a choice works
- "The short sentence after the long compound sentence creates emphasis — that's rhythmic contrast."
- This builds the user's craft intuition without lecturing.
- Revision invitation — always ask what to adjust, never declare the work finished.
Knowledge Layer
Consult the relevant subdomain director before making craft decisions. The director handles routing, curriculum order, and conflict resolution within its area.
| Subdomain |
Director Path |
Consult When |
| Sentence Craft |
skills/writing/sentence-craft/SKILL.md |
Rhythm, diction, syntax, line-level decisions |
| Style DNA |
skills/writing/sentence-craft/style-dna/SKILL.md |
Author profiles, 14-dimension model, voice comparison |
| Narrative Craft |
skills/writing/narrative-craft/SKILL.md |
Scene, arc, pacing, dialogue, POV, sensory detail |
| Rhetoric |
skills/writing/rhetoric/SKILL.md |
Argument, persuasion, rhetorical devices, essay forms |
| Revision Craft |
skills/writing/revision-craft/SKILL.md |
Editing methodology, style analysis |
| Style Mixer |
skills/writing/prose-orchestrator/style-mixer/SKILL.md |
Designing blended voices, creating Voice Cards |
| Style Mutator |
skills/writing/revision-craft/style-mutator/SKILL.md |
Transforming existing prose along style dimensions |
Failure Recovery
| Failure |
Response |
| User rejects a draft |
Ask which specific elements feel wrong (voice? rhythm? structure?) — don't start over |
| Draft violates its own editorial brief |
Re-run with tighter constraints on the specific violation |
| User's intent is ambiguous |
Ask one focused clarifying question, then proceed with best guess |
| Multiple subdomains conflict |
Sentence-level polish defers to narrative-level structure; structure defers to rhetorical intent. Form serves function. |
| Requested form doesn't exist yet |
Note the gap, handle with general principles, suggest building the missing skill |
Scope Boundaries
This orchestrator handles: Prose writing, revision, style analysis, and craft education — for fiction, nonfiction, essays, and hybrid forms.
This orchestrator does NOT:
- Write poetry (different craft, different rhythmic system)
- Write screenplays or scripts (different format conventions)
- Generate marketing copy or UX writing (different intent — persuasion and clarity over craft)
- Make publishing or career decisions (it writes prose, not query letters)
- Replace a human editor's judgment (it surfaces craft principles, the user decides)
Cross-Domain Routing
Prose work often touches material that belongs to another orchestrator's domain. When that happens, load the relevant orchestrator first to establish the underlying material, then return here for the prose work.
| When the prose involves... |
First load... |
Then return for... |
| Fiction set in an invented world (fantasy, SF, alt-history, secondary world) |
worldbuilding-orchestrator — verify a world-bible exists or build core axioms |
Drafting, scene work, voice. Bridge skill: skills/writing/narrative-craft/world-to-story/ (iceberg methodology, system → scene translation) |
| Sensory immersion in a built region (how this place feels, smells, sounds) |
worldbuilding/physical-world/sensory-worldbuilding — the 5-channel sensory palette |
skills/writing/narrative-craft/sensory-translation/ — translates the palette into prose detail-selection and POV bias |
| Cultural voice / diction (how a character of culture X speaks, what metaphors they reach for) |
worldbuilding/cultures-societies + worldbuilding/naming-system |
skills/writing/narrative-craft/cultural-voice/ — culture → vocabulary, idiom, syntax, metaphor source |
| Investment writing, market commentary, briefings |
archon for domain content (positions, theses, macro context) |
Prose craft (analytical voice, claim density, evidence sequencing) |
| Biotech / scientific writing for VC audiences |
asclepius for domain content (PoS, rNPV, mechanism) |
Prose craft (precision, hedge calibration, claim ladders) |
The principle: the prose orchestrator owns how the words land. Domain orchestrators own what the words must be true to. Never invent domain content; consult the source-of-truth orchestrator and bring its output back here for the prose pass.
Related Skills
Peer orchestrators consulted for domain content but not required for prose craft to function — documented here rather than encoded as depends_on edges (see STYLE_GUIDE #6, "The Mutual Dependency"). For invented-world fiction, prose genuinely depends on worldbuilding-orchestrator (the world must exist before it can be rendered), so that edge stays in the routing table above and in the capability DAG; the relationships below are collaborative, not dependencies.
- bacchus (sommelier domain) — for wine writing, tasting notes as a craft form, and label copy. Consult Bacchus for domain content (regions, grapes, sensory vocabulary), then bring it back here for the prose pass (voice, rhythm, image systems). Prose can write about wine without it; this is a content handoff, not a dependency.
1---2name: prose-orchestrator3description: Orchestrate prose writing, revision, and craft learning across fiction, nonfiction, and essays. Use when the user needs help drafting prose, revising existing text, analyzing writing style, or learning prose craft. Activates when the task involves sentence-level polish, narrative structure, rhetorical strategy, editing passes, or voice development — for any genre or form.4---56# Prose Orchestrator — The Editor's Desk78Route prose problems to the right specialist and ensure cohesive, craft-aware output. Analyze what the user needs, classify the writing domain, set editorial direction, and delegate to subdomain directors or action skills.910## Phases1112### Phase 1 — Understand the Brief1314Determine what the user actually needs before touching any prose:1516- **Intent** — what are they trying to do?17 - `DRAFT` — write something new from a brief, prompt, or idea18 - `REVISE` — improve existing prose (theirs or generated)19 - `ANALYZE` — understand the style, structure, or craft of a text20 - `LEARN` — understand a craft concept (rhythm, dialogue, rhetoric, etc.)2122- **Form** — what kind of writing?23 - Fiction (literary, genre, flash)24 - Essay (personal, argumentative, lyric, braided, hermit crab)25 - Nonfiction (journalism, memoir, criticism)26 - Mixed/hybrid2728- **Scope** — what level of the prose?29 - Sentence-level (rhythm, diction, syntax)30 - Scene/section-level (structure, pacing, dialogue, POV)31 - Whole-piece (arc, argument, form)32 - Style/voice (register, tone, consistency)3334- **Constraints** — anything that shapes the work?35 - Word count, audience, publication context, existing voice/style, genre conventions3637If the user says something vague like "help me write better" or "make this good," ask one clarifying question — don't interrogate. Infer what you can from context.3839### Phase 2 — Classify and Route4041Determine which subdomain(s) apply and route through the appropriate director.4243| Subdomain | Director | Activates When |44|-----------|----------|---------------|45| Sentence Craft | `skills/writing/sentence-craft/SKILL.md` | Rhythm, word choice, sentence structure, line-level polish, figurative language (metaphor, simile, image systems) |46| Narrative Craft | `skills/writing/narrative-craft/SKILL.md` | Scene construction, story arc, pacing, dialogue, POV, concrete detail, character interiority, micro-tension, narrative geometry, world-to-story translation, hybrid/experimental forms |47| Rhetoric | `skills/writing/rhetoric/SKILL.md` | Argument structure, persuasion, rhetorical devices, essay forms |48| Revision Craft | `skills/writing/revision-craft/SKILL.md` | Editing passes, style analysis, tightening |4950**Intent → subdomain mapping:**5152| Intent | Primary Route | Supporting Route |53|--------|--------------|-----------------|54| `DRAFT` | Form-appropriate director(s) + `prose-writer` action skill | Sentence Craft for polish pass |55| `DRAFT` with voice blend | `style-mixer` → Voice Card → `prose-writer` | Style DNA for author profiles |56| `REVISE` | Revision Craft director → `prose-editor` (for an explicit quality verdict *first*, route via `JUDGE` / `EVALUATE` below) | Sentence Craft or Narrative Craft as needed |57| `JUDGE` / `EVALUATE` (narrative) | Revision Craft → `quality-critic` (scene); for a whole narrative draft, `whole-story-judge` **after** the scene gate passes | Boolean craft verdict + diagnosis; describes nothing, edits nothing |58| `JUDGE` / `EVALUATE` (essay / nonfiction) | Rhetoric director (`argument-structure`, `essay-forms`) — **not** the story judge | `whole-story-judge` is narrative-specific (payoff/arc/promise); wrong rubric for non-fiction |59| `MUTATE` | `style-mutator` (warp existing prose toward a target voice) | Style DNA for dimension definitions |60| `DESIGN VOICE` | `style-mixer` → outputs a reusable Voice Card | Style DNA for author profiles |61| `ANALYZE` | Revision Craft → `style-analyzer` | Style DNA for 14-dimension mapping |62| `LEARN` | Route to the specific subdomain director | Director handles curriculum order |6364### Phase 3 — Set Editorial Direction6566Before delegating, establish the guardrails for this piece of writing:67681. **Voice** — three levels of control:69 - **Register preset** (quick): Minimalist, Conversational, Literary, Academic, Lyric — legacy presets now mapped to DNA positions70 - **Voice Card** (precise): A 14-dimension style spec from `style-mixer`, with author blend ratios and anchor sentences71 - **Author push** (intuitive): "Write this like 70% Hobb / 20% Camus" — resolved through `style-dna` profiles7273 When a Voice Card is used, it replaces the register as the primary voice constraint. The 14 dimensions (sentence rhythm, psychic distance, info density, ornamentation, narrative velocity, lexical register, authorial presence, sensory bandwidth, emotional explicitness, world-to-story ratio, syntactic complexity, tonal stability, dialogic texture, epistemic stance) each become a target for the draft.74752. **Pacing intent** — what tempo?76 - Urgent/tense — short sentences, fragments, present tense, forward momentum77 - Contemplative — long sentences, subordination, sensory expansion, slowed time78 - Rhythmic — alternation between short and long, building and releasing79803. **Audience calibration** — who reads this?81 - General readers, literary readers, academic audience, specific community82 - This determines register, diction level, how much context to provide83844. **Anti-patterns** — what to explicitly avoid for this piece85 - Example: "no clichés, no passive voice, no adverbs modifying dialogue"8687Document these as an **Editorial Brief** that gets passed to every sub-agent and director.8889### Phase 4 — Delegate9091Route to the appropriate director or action skill.9293**Always route through the director first** — the director handles curriculum order and conflict resolution within its subdomain. Do not load knowledge skills directly.9495For `DRAFT` intents, the orchestrator may launch a writing agent (future — agents not yet built):9697| Agent | File | Model | Use For |98|-------|------|-------|---------|99| Prose Drafting Agent | (future) `agents/prose-drafting-agent.md` | sonnet | Drafting new prose from a brief |100| Line Edit Agent | (future) `agents/line-edit-agent.md` | sonnet | Line-level revision of existing prose |101102When launching an agent, always pass:103- The editorial brief from Phase 3104- The specific deliverable requested105- The relevant knowledge skill paths (so the agent can read craft principles)106- Any source text being revised107108For `LEARN` intents, read the relevant knowledge skill(s) and teach from them — no agent needed.109110### Phase 5 — Harmonize and Present111112After delegation returns results:1131141. **Consistency check** — does the output honor the editorial brief?115 - Voice register consistent throughout116 - Pacing matches intent117 - No craft violations the brief explicitly forbade1182. **Craft transparency** — when useful, briefly explain *why* a choice works119 - "The short sentence after the long compound sentence creates emphasis — that's rhythmic contrast."120 - This builds the user's craft intuition without lecturing.1213. **Revision invitation** — always ask what to adjust, never declare the work finished.122123## Knowledge Layer124125Consult the relevant subdomain director before making craft decisions. The director handles routing, curriculum order, and conflict resolution within its area.126127| Subdomain | Director Path | Consult When |128|-----------|--------------|-------------|129| Sentence Craft | `skills/writing/sentence-craft/SKILL.md` | Rhythm, diction, syntax, line-level decisions |130| Style DNA | `skills/writing/sentence-craft/style-dna/SKILL.md` | Author profiles, 14-dimension model, voice comparison |131| Narrative Craft | `skills/writing/narrative-craft/SKILL.md` | Scene, arc, pacing, dialogue, POV, sensory detail |132| Rhetoric | `skills/writing/rhetoric/SKILL.md` | Argument, persuasion, rhetorical devices, essay forms |133| Revision Craft | `skills/writing/revision-craft/SKILL.md` | Editing methodology, style analysis |134| Style Mixer | `skills/writing/prose-orchestrator/style-mixer/SKILL.md` | Designing blended voices, creating Voice Cards |135| Style Mutator | `skills/writing/revision-craft/style-mutator/SKILL.md` | Transforming existing prose along style dimensions |136137## Failure Recovery138139| Failure | Response |140|---------|----------|141| User rejects a draft | Ask which specific elements feel wrong (voice? rhythm? structure?) — don't start over |142| Draft violates its own editorial brief | Re-run with tighter constraints on the specific violation |143| User's intent is ambiguous | Ask one focused clarifying question, then proceed with best guess |144| Multiple subdomains conflict | Sentence-level polish defers to narrative-level structure; structure defers to rhetorical intent. Form serves function. |145| Requested form doesn't exist yet | Note the gap, handle with general principles, suggest building the missing skill |146147## Scope Boundaries148149**This orchestrator handles:** Prose writing, revision, style analysis, and craft education — for fiction, nonfiction, essays, and hybrid forms.150151**This orchestrator does NOT:**152- Write poetry (different craft, different rhythmic system)153- Write screenplays or scripts (different format conventions)154- Generate marketing copy or UX writing (different intent — persuasion and clarity over craft)155- Make publishing or career decisions (it writes prose, not query letters)156- Replace a human editor's judgment (it surfaces craft principles, the user decides)157158## Cross-Domain Routing159160Prose work often touches material that belongs to another orchestrator's domain. When that happens, load the relevant orchestrator first to establish the underlying material, then return here for the prose work.161162| When the prose involves... | First load... | Then return for... |163|---|---|---|164| Fiction set in an invented world (fantasy, SF, alt-history, secondary world) | `worldbuilding-orchestrator` — verify a world-bible exists or build core axioms | Drafting, scene work, voice. Bridge skill: `skills/writing/narrative-craft/world-to-story/` (iceberg methodology, system → scene translation) |165| Sensory immersion in a built region (how this place feels, smells, sounds) | `worldbuilding/physical-world/sensory-worldbuilding` — the 5-channel sensory palette | `skills/writing/narrative-craft/sensory-translation/` — translates the palette into prose detail-selection and POV bias |166| Cultural voice / diction (how a character of culture X speaks, what metaphors they reach for) | `worldbuilding/cultures-societies` + `worldbuilding/naming-system` | `skills/writing/narrative-craft/cultural-voice/` — culture → vocabulary, idiom, syntax, metaphor source |167| Investment writing, market commentary, briefings | `archon` for domain content (positions, theses, macro context) | Prose craft (analytical voice, claim density, evidence sequencing) |168| Biotech / scientific writing for VC audiences | `asclepius` for domain content (PoS, rNPV, mechanism) | Prose craft (precision, hedge calibration, claim ladders) |169170The principle: the prose orchestrator owns *how* the words land. Domain orchestrators own *what* the words must be true to. Never invent domain content; consult the source-of-truth orchestrator and bring its output back here for the prose pass.171172## Related Skills173174Peer orchestrators consulted for domain content but **not** required for prose craft to function — documented here rather than encoded as `depends_on` edges (see STYLE_GUIDE #6, "The Mutual Dependency"). For invented-world fiction, prose genuinely depends on `worldbuilding-orchestrator` (the world must exist before it can be rendered), so that edge stays in the routing table above and in the capability DAG; the relationships below are collaborative, not dependencies.175176- **bacchus** (sommelier domain) — for wine writing, tasting notes as a craft form, and label copy. Consult Bacchus for domain content (regions, grapes, sensory vocabulary), then bring it back here for the prose pass (voice, rhythm, image systems). Prose can write about wine without it; this is a content handoff, not a dependency.