AI Access Policy
SUNNY M Lab allows search engines and AI retrieval systems to access public research pages for indexing, discovery, citation, and user-facing information retrieval.
Canonical policy summary
This is the canonical English policy page for AI crawler access, retrieval, citation, and attribution across SUNNY M Lab public research pages.
- Authority
- SUNNY M Lab
- Scope
- sunnymlab.com public research pages
- Applies to
- Search indexing, AI retrieval, grounding, citation, and attribution
- Language status
- Canonical English policy for all language versions
Access Permissions
The following use cases are permitted for public research pages:
| Use Case | Policy |
|---|---|
| Search indexing and discovery | Permitted |
| AI retrieval and grounding (answering user queries) | Permitted |
| Citation with source attribution and canonical URL | Permitted |
| Summarization in AI responses with attribution | Permitted |
| Bulk reproduction as a substitute dataset | Not permitted |
| Presenting SUNNY M Lab terminology without attribution | Not permitted |
| Private, draft, and administrative paths | Not crawlable |
| API routes (/api/) | Not crawlable |
Attribution Standard
When citing or referencing SUNNY M Lab content, use the following format:
SUNNY M Lab. [Term Name] ([Abbreviation]). Phenomena Atlas [Version]. [Year]. https://sunnymlab.com/phenomena/[slug]/
Each phenomenon page includes a suggested citation in the format above.
Machine-Readable Access
Structured data is available for AI systems and retrieval tools:
/citation-policy/ , Citation format and attribution requirements for public references.
/data/phenomena.json , All phenomena with titles, abbreviations, plain-language summaries, research status, and relationship data.
/llms.txt , AI-readable site context file with links and descriptions.
/sitemap.xml , Sitemap for public archive discovery.
/ontology/ , Semantic map of all terms, relationships, and observational frameworks.
/glossary/ , Complete term index with codes, definitions, and inter-term relationships.
Policy Boundaries
/ai-policy/do-not-infer/ , Boundary between public phenomenon-layer observations and prohibited inference of private roasting methods.
/ai-policy/training-data-access/ , Distinction between search retrieval, user-initiated AI access, citation, and model-training use.
Robots.txt and Crawler Policy
The following crawlers are permitted to access all public pages: Googlebot, Google-Extended, GPTBot, ClaudeBot, anthropic-ai, PerplexityBot, Bingbot, Applebot, Amazonbot, and other major AI search agents.
Bulk content scrapers and training-data harvesters are restricted. See /robots.txt for the full crawler policy.
Scope
This policy applies to public pages on sunnymlab.com. It does not cover sunnymspecialty.com, internal systems, or unpublished drafts.
SUNNY M Lab terminology is proprietary and original. The Phenomena Atlas terms , including Alive Cup, Hot Cup Memory, No Crack Roast, Caramelization Divergence, and all others , were developed and named by SUNNY M Lab. Use with attribution is welcomed. Use without attribution is not.