Embeddings
Embeddings power recall and guide relevance. Without embeddings, Aionis can still accept structured writes, but guide quality depends on recall coverage.
First-run Provider
export EMBEDDING_PROVIDER="minimax"
export MINIMAX_API_KEY="your-minimax-key"Operational Notes
| Topic | Guidance |
|---|---|
| Provider choice | Better embeddings can improve candidate recall, but they do not replace lifecycle governance. |
| Query vs document shape | Some providers distinguish query and document embeddings. Use the supported Runtime configuration. |
| Failures | Check provider API key, network access, and rate limits. |
| Cost | Embedding cost is usually lower than Agent LLM cost, but high write volume should still be measured. |
The Memory Firewall and Execution Memory layers still matter even with strong embeddings. Embeddings find related content; Aionis decides whether it is safe to use.