ccf-literature-monitor

CCF Literature Monitor

Core Rule

Monitor arXiv, OpenReview, conference/proceedings feeds, project pages, labs, and named competitors for new papers that could overlap with the user's idea or paper. Report findings factually. Do not exaggerate novelty threats, dismiss real overlap, or infer priority from weak evidence. Provide actionable signals: RELAX, RESEARCH, FOLLOW-UP.

Modes

• arxiv-watch: scan recent papers in target categories or keyword clusters.
• venue-watch: scan OpenReview, proceedings, accepted-paper lists, or official venue pages.
• novelty-check: compare a given idea with recent papers and flag overlap.
• trend-scouting: summarize emerging directions, crowded areas, and under-tested gaps.
• competitor-tracking: monitor named research groups, labs, repositories, datasets, benchmarks, or authors.
• paper-alert-digest: produce a recurring watch report suitable for saving into a project folder.

Skill Linkage

• @READS ccfa.yaml for idea state.
• @SHARES findings with ccf-literature-searcher.
• @SHARES novelty implications with ccf-idea-reviewer.
• @SHARES rescue or differentiation opportunities with ccf-idea-optimizer.
• @SHARES citation and positioning candidates with ccf-paper-writer.
• @FLAGS conflicting papers for ccf-integrity-auditor.

Invocation Controls

CCFA Handoff Mode: PARTIAL (Recommended). Follow metadata.ccf_skill_controls.handoff_question_mode and ../ccf-common/references/handoff-modes.md.

Load ../ccf-common/references/task-modes.md before deciding exploratory, quick, or standard mode.

Treat unpublished ideas, draft abstracts, methods, and results as private material. Load ../ccf-common/references/privacy-and-evidence.md before using private text in queries. Use public-safe keywords, public method names, venue names, and user-approved query text.

Load ../ccf-common/references/review-output-standards.md when monitor results feed idea scoring, paper review, or score-risk language.

Workflow

1. Load references/monitoring-workflow.md.
2. If project state is available (ccfa.yaml), read the current idea, target venue, claims, and tracked competitors.
3. Choose the mode and time window. If the user says "latest", "recent", "new", "this week", or "today", verify the current date and use an explicit date range.
4. Execute the requested monitoring mode using public-safe queries and source-quality exclusions from the shared policy.
5. Classify overlaps by problem, mechanism, evidence, benchmark, dataset, claim, and venue positioning.
6. Report findings with precise implications for other CCFA skills.
7. Offer optional handoff to ccf-literature-searcher for deep retrieval, ccf-idea-reviewer for score impact, ccf-idea-optimizer for differentiation, or ccf-paper-writer for related-work integration.

Output Contract

For each monitoring execution, report in this structure:

## Literature Monitoring Report: [Mode] - [Topic/Venue]

**As of:** [YYYY-MM-DD]
**Time range:** [from] to [to]
**Sources scanned:** [arXiv categories / venues / labs / APIs]
**Papers scanned:** [count]
**High-relevance papers:** [count]
**Overall signal:** RELAX / RESEARCH / FOLLOW-UP

| Title | Source | Overlap level | Overlap type | Evidence basis | Action |
|:---|:---|:---:|:---|:---|:---:|
| [title] | [arXiv/OpenReview/venue] | None/Low/Medium/High | Problem/Method/Evidence/Benchmark | [abstract/intro/result] | RELAX/RESEARCH/FOLLOW-UP |

**Actionable flags:**
- RELAX: no material overlap found in the scanned window; continue, but do not claim full novelty proof.
- RESEARCH: partial overlap or possible close work; deep retrieve via `ccf-literature-searcher`.
- FOLLOW-UP: significant overlap in problem, mechanism, and evidence; route to `ccf-idea-reviewer` or `ccf-idea-optimizer` before writing stronger novelty claims.

**Handoff signals:**
- `ccf-literature-searcher`: [papers or clusters to retrieve deeply]
- `ccf-idea-reviewer`: [novelty or score implications]
- `ccf-idea-optimizer`: [differentiation or rescue direction]
- `ccf-paper-writer`: [related-work or positioning update]
- `ccf-integrity-auditor`: [citation/attribution conflict]

**Output self-check:** [date range explicit, source basis stated, table valid, no unsupported novelty conclusion]

References

• references/monitoring-workflow.md — Workflow, api-key-management, search strategy.
• references/report-template.md — Output template and formatting.
• ../ccf-common/references/source-registry.yaml — Competitor and arxiv links.