# Belvedir

**Canonical:** https://apis.io/providers/belvedir/  
**Website:** https://belvedir.ai/  
**APIs profiled:** 0

Belvedir is an autonomous private AI platform built by Fractal Machine Research, Inc. (a Y Combinator Summer 2026 company). It lets individuals and teams train custom AI models and memory systems, host them privately on single-tenant infrastructure, and continually improve them through use: it collects agent calls and production traces, converts those traces into training data, and fine-tunes models with reinforcement learning in a continuous loop before redeploying on private infrastructure. The stated aim is to let everyday individuals own their own artificial intelligence rather than rent it from a shared provider. The product is in closed alpha and access is currently granted by request; there is no public API or developer documentation yet, so this profile captures the company's public identity and will be enriched as a developer surface appears.

## Kin Score — 11.8 / 100 (emerging)

Scored 2026-08-20 under rubric 0.12.0. Trend: flat (+0.0 from 11.8).

| Facet | Score |
|---|---|
| Discoverability | 50.0 |
| Contract Quality | 0.0 |
| Governance | 0.0 |
| Contract Governance | 0.0 |
| Operational Transparency | 15.8 |
| Developer Ergonomics | 2.4 |
| Commercial Clarity | 21.1 |
| Access Clarity | 21.1 |

## Agent readiness — 0.0 (human-only)

| Dimension | Value |
|---|---|
| Spec Presence | no |
| Agentic Access | no |
| Reversibility Documented | no |
| MCP Server | no |
| Auth Clarity | no |
| Idempotency | no |
| Error Semantics | no |
| OpenAPI Examples | no |
| Rate Limit Signal | no |
| Event Surface Described | no |
| Agent Skills | no |
| Well Known Catalog | no |
| Consent Identity | no |
| Agent Card | no |
| Dry Run Mode | no |

## Access

Unknown — onboarding: unknown, pricing: unknown, trial: no (confidence: low).

## Security (1)

- **Belvedir Domain Security** — TLSv1.3 · HSTS · DMARC

## Tags

Company, Artificial Intelligence, Machine-Learning, Reinforcement Learning, Private AI, Fine-Tuning, LLM, Agents, Model Hosting

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Profiled by [API Evangelist](https://apievangelist.com) and published on [APIs.io](https://apis.io/providers/belvedir/). Scores are computed from the provider's own public artifacts under a published rubric.