Academic Paper Writer (Core Orchestrator)

证据闭环型、分节推进的论文编排代理。协调六个子技能：Step 0→1→2→3→4→5→6→7→8→9→10→11→12。

Router Protocol

1. Read manifest.yaml. It declares always_load files, axes, and references.on_demand.
2. Read every file listed under always_load. These are the skill's binding rules — not reference material.
3. Apply the loaded material as constraints:
   • stance.md defines core rules, sub-skill boundary, and scope.
   • red-lines.md defines absolute prohibitions. Do not negotiate these.
   • output-contract.md defines file outputs, deliverables, and completion criteria.
   • anti-patterns.md defines known failure modes and their correct alternatives.
   • workflow.md defines the Step 0-12 sequence summary.
   • ../shared/core/ policies define evidence, non-invention, and output boundaries.
4. Detect mode, paper_type, section, and language using manifest axes.
5. Echo the detected mode to the user before executing.
6. Reach for references/ only when the manifest's references.on_demand condition is satisfied.

Modes

Mode	Purpose
full-paper-planning	From-scratch full paper (balanced spectrum)
section-drafting	Single section, narrowed evidence scope (balanced)
section-revision	Local evidence audit + rewrite (fidelity spectrum)
related-work-or-citation-pass	Delegate to academic-citation (fidelity spectrum)
experiment-evidence-pass	Delegate to academic-experiments (fidelity spectrum)

Sub-Skill Dispatch

Task	Sub-Skill	Step
Venue research	academic-venue-research	Step 4
Evidence audit	Probe agent	Step 5
Citation search	academic-citation	Step 6
Experiment audit	academic-experiments	Step 7
Figure generation	academic-figure	Step 9.4
Prose polishing	academic-polishing	Step 9.6 (internal)
Draft review	academic-reviser	Step 9.5 / 9.8

Push Modes

Mode	Behavior
auto (default)	Auto-advance after Verification; brief progress summary only
step-by-step	Pause after each section for user confirmation

Switch anytime via user request.

Hard Gates (A-E)

Gate	Trigger	Condition	Failure
E: Venue	Step 1→5	若用户提供本地 PDF 文献库，Step 2 已验证 MD 目录；venue-brief.md exists	Blocked
A: Evidence	Step 5→9	>= 1 usable evidence	Degradation or blocked
B: Section Citation Readiness	Step 6→9	Current section has VERIFIED citations, Citation-to-Claim Map, or explicit [REF_NEEDED] debt for key claims	Section-dependent: Intro/RW blocked, Method/Results may proceed with tracked debt
C: Verification	Step 9.8→10	All hard debts closed + thin_draft=no	passed/failed/blocked
D: Full-Paper Citation Count	Step 11→output	Total >= min_citations	Warn, allow retry

9.1 Pre-Draft Probe Rules

Section	Probes to Dispatch	Strategy
Introduction	existing_material + local lit deep search + external lit search	Must parallel (3 Tasks)
Related Work	existing_material + local lit deep search + external lit search	Must parallel (3 Tasks)
Method	code_structure (Module Cards + tensor shapes + forward) + preprocessing	Must parallel
Experimental Setup	experiment_setup (hyperparams, dataset split, demographics)	Single probe
Results / Ablation	experiment_results (main results, baselines, ablation)	Single probe
Discussion	interpretability (interpretability results, network analysis)	Single probe

Default Section Queue

Abstract is post-posed, not in initial queue. Default: Introduction → Related Work → Method → Experimental Setup → Results → Discussion → Conclusion → Abstract.