# AstroResearch (InnerData Research)

> ML event-probability platform: natal + transit features (Swiss Ephemeris V8) → XGBoost heads.
> Sister product of [InnerData](https://innerdata.cloud/). Primary model: **v10_honest** (train-parity features).
> Free tier: limited anonymous predictions; same limits for AI agents. No training permission (ai-train=no).

## Product pages
- [Home / Product](https://research.innerdata.cloud/): what AstroResearch is
- [Playground](https://research.innerdata.cloud/playground): interactive heatmap predictions
- [API](https://research.innerdata.cloud/api): human API overview
- [API (markdown)](https://research.innerdata.cloud/api.md): agent-oriented docs
- [Models (markdown)](https://research.innerdata.cloud/models.md): v10_honest vs clean_v4
- [FAQ](https://research.innerdata.cloud/faq.md): short answers

## Consumer product
- [InnerData](https://innerdata.cloud/): natal chart + AI interpretations (free + Pro $30/mo)
- [InnerData llms.txt](https://innerdata.cloud/llms.txt)

## Machine-readable
- [OpenAPI 3](https://research.innerdata.cloud/openapi.json): public API including free-tier predict
- [AI discovery](https://research.innerdata.cloud/.well-known/ai.json)
- [API catalog](https://research.innerdata.cloud/.well-known/api-catalog)
- [Health](https://research.innerdata.cloud/api/health)
- [Sitemap](https://research.innerdata.cloud/sitemap.xml)

## Key facts
- Features: V8FeatureGenerator + column_names_v8_623 + miss_* (626 dims) — same as train
- Inference: official XGBoost JSON boosters per life category
- Categories: Career, Relationship, Family, Health, Finance, Education, Travel, Social, Life, Legal
- Auth: shared InnerData accounts (email/password); optional anonymous free quota
- Disclaimer: probabilistic model outputs, not deterministic life advice

## Optional full dump
- [llms-full.txt](https://research.innerdata.cloud/llms-full.txt)

Updated: 2026-08-05