Research paper pipeline powered by HypeProof's core value lenses. AI discovers topics by matching 7 philosophical lenses to emerging AI phenomena, community reviews and writes, publishes to arXiv. Use for any /paper command work. Trigger: /paper, paper pipeline, research paper, arXiv submission, literature review, lens-driven research, academic writing.
Lens-Driven Research Paper Pipeline for HypeProof AI Lab
HypeProof interprets AI phenomena through its own philosophical lenses — derived from the community's core values — rather than chasing hot topics.
Lens (7 lenses) x Emerging AI Phenomenon = Novel gap only HypeProof can fill
| ID | Frame | Key References |
|---|---|---|
mirror-loop | AI that reflects without judging — growth through self-awareness | Arendt, Rogers |
doing-is-learning | Execution itself is the curriculum | Papert, Bandura |
initiative-gap |
| Deciding WHAT to make is the last human edge |
| Arendt, Csikszentmihalyi |
margin-eraser | Agent removes friction = removes margin | Christensen, Coase |
vanilla-wins | Simple composition > complex frameworks under stress | Brooks, Gall |
re-bundle | New media unbundles, then a new leader re-bundles | Thompson, McLuhan |
humanities-hypothesis | AI alignment needs humanities, not just STEM | Heidegger, Arendt |
Full lens definitions with keywords: references/lenses.yaml
paper.yaml + daily research + arXiv / Semantic Scholar
|
| PHASE 0: DISCOVER [paper-scout]
| lens x phenomenon matrix → 3 candidates → HITL: team picks one
|
| PHASE 1: SURVEY [paper-surveyor]
| 30-50 papers → lit-review.json + taxonomy.md → HITL: confirm RQ
|
| PHASE 2: DRAFT [paper-drafter]
| section-by-section draft.md → member assignment
|
| PHASE 3: REVIEW [paper-critic] x3 parallel
| methodology / novelty / readability → score < threshold? → PHASE 2
| → HITL: final read
|
| PHASE 4: PUBLISH [paper-publisher]
| LaTeX + BibTeX + arXiv metadata → HITL: submit
|
→ output/paper.pdf + arXiv submission + Discord announce
| Agent | Model | Role | maxTurns |
|---|---|---|---|
paper-scout | sonnet | Lens x Phenomenon matching — finds novel intersections | 15 |
paper-surveyor | sonnet | Literature collection + taxonomy + gap analysis | 25 |
paper-drafter | opus | Section-by-section academic writing with citations | 30 |
paper-critic | opus | Peer reviewer simulation (3 perspectives, parallel) | 15 |
paper-publisher | sonnet | LaTeX formatting + arXiv metadata generation | 10 |
Each agent's .md file contains its full process, output schemas, and rules.
/paper # full pipeline
/paper discover # Phase 0: lens x phenomenon candidates
/paper discover --lens mirror-loop # focus on specific lens
/paper discover --phenomenon "agent drift" # focus on specific phenomenon
/paper survey # Phase 1: literature review
/paper draft # Phase 2: write draft
/paper draft --section methodology # specific section only
/paper review # Phase 3: peer review simulation
/paper refine [max_loops] # Phase 3->2 loop (default: 3)
/paper publish # Phase 4: arXiv prep
/paper status # current progress
/paper lenses # list all 7 lenses