AI AGENT SKILLS

Academic Pipeline

一个面向 Automation 场景的 Agent 技能。原始说明:10-stage end-to-end research-to-publication pipeline orchestrator on Hermes Agent. Stages: planning → deep-research → academic-paper → academic-paper-reviewe...

SKILL.md

SKILL.md


name: academic-pipeline
description: "10-stage end-to-end research-to-publication pipeline orchestrator on Hermes Agent. Stages: planning → deep-research → academic-paper → academic-paper-reviewer → revision → polish → ethics → disclosure → format → deliver. Resume support. Uses delegate_task for each stage. Triggers: full pipeline, end-to-end research, research to paper, publish paper, 完整學術流程, 從研究到發表."
metadata:
version: "1.0-hermes-1.0"
last_updated: "2026-05-16"
status: active
adapted_from: "imbad0202/academic-research-skills"
adapted_for: "Hermes Agent (deepseek-v4-pro)"
task_type: open-ended
license: "CC BY-NC 4.0"
original_author: "Cheng-I Wu"
original_license: "CC BY-NC 4.0"
original_repo: "https://github.com/Imbad0202/academic-research-skills"
copyright: "Copyright (c) 2026 Cheng-I Wu"


Academic Pipeline — 10-Stage End-to-End (Hermes Edition)

📄 License: CC BY-NC 4.0 · Copyright (c) 2026 Cheng-I Wu
🔗 Original: Imbad0202/academic-research-skills
🔄 Adaptation: Orchestration pipeline implemented via delegate_task instead of Claude Code's internal agent system. All agent definitions, references, and quality standards preserved unchanged from original. This adaptation is distributed under the same CC BY-NC 4.0 license.

Orchestrates the full academic workflow from research idea to publication-ready output.

10 Stages

| Stage | Skill Used | Key Output |
|-------|-----------|------------|
| 1. Planning | intake + mode selection | Project Plan with stage gating |
| 2. Research | deep-research (full/quick) | RQ Brief + Methodology + Bibliography + Synthesis |
| 3. Paper Draft | academic-paper (full) | Complete paper draft |
| 4. Peer Review | academic-paper-reviewer (full) | 5-panel review + Editorial Decision |
| 5. Revision | academic-paper (revision) | Revised draft + tracked changes |
| 6. Polish | academic-paper (revision) | Final polished manuscript |
| 7. Ethics Check | academic-paper-reviewer (quick) | Ethics clearance |
| 8. AI Disclosure | academic-paper (disclosure) | Venue-specific AI statement |
| 9. Format | academic-paper (format-convert) | LaTeX/DOCX/PDF + cover letter |
| 10. Deliver | file output | Publication package |

Hermes Execution

The orchestrator (main Hermes agent):

  1. Stage 1: Clarify user intent → select modes → create Project Plan
  2. Stage 2-6: Sequential delegate_task calls, each loading the relevant skill
  3. Stage 7-9: Lightweight parallel or sequential based on dependencies
  4. Stage 10: Write final package to disk

Key Checkpoints

  • Stage 1→2: User approves Project Plan
  • Stage 2→3: Research report accepted by user
  • Stage 4→5: Review decision received
  • Stage 6→7: Polished draft ready

Resume Support

Pipeline state stored in ~/.hermes/sessions/. User can resume with:

Continue the academic pipeline from Stage 4

Usage Patterns

Full pipeline:

Take "AI impact on HE quality assurance" through the full pipeline to publication-ready manuscript

Partial pipeline:

Start from Stage 3 with my existing deep-research output

Resume:

Resume pipeline from Stage 5 with reviewer comments: [comments]

Integration with Hindsight Memory

Pipeline state and key outputs are retained to Hindsight for long-term tracking:

hindsight memory retain --content "[stage_output]" --tags "pipeline,stage-N"

Critical Rules

  1. ⚠️ Each stage MUST complete before the next begins
  2. ⚠️ User confirmation at all IRON RULE checkpoints
  3. ⚠️ Ground truth isolation: review stage must NOT see author identity

Security & Privacy

Orchestration disclosure: This pipeline orchestrates multiple skills (research → writing → review) via delegate_task. All content passes through the AI provider's workflow. Use only with topics you are comfortable processing through AI.

Tool access: This pipeline delegates to sub-skills which independently control their own tool access. No stage is granted terminal, web, or system tools beyond what each sub-skill permits.

Agent files: All agents/ directories across sub-skills contain academic prompt templates, NOT system prompt overrides.