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9 changes: 6 additions & 3 deletions README.md
Original file line number Diff line number Diff line change
Expand Up @@ -43,6 +43,9 @@ Add a conversation; EverOS turns it into structured, retrievable memory you can
- **Knowledge bases** — ingest documents into a searchable topic library alongside
conversational memory; ingest is async and reports progress through the task API.
- **Multimodal** — attach images, audio, and documents to any message.
- **You stay in control** — correct or delete single memories (scoped to one user when an
agent acts on their behalf), clear a user or session, or purge a whole memory space in
two confirmed steps.
- **Built for production** — fully managed (no vector DB or extraction pipeline to run),
with low-latency retrieval and high-concurrency throughput. The engineering guarantees
you don't get from self-hosting.
Expand Down Expand Up @@ -99,9 +102,9 @@ Memory methods are bare verbs named after their route (`add`, `search`, `get`, `
`<resource>_<verb>` (`kb_create`, `doc_ingest`, `task_wait`, `tag_bind`), so typing
`client.kb` lists the knowledge-base surface.

Everything the API offers — all 37 operations, including knowledge-base categories and
document topics — is on the generated typed clients, reachable as `client.memory`,
`client.storage`, `client.knowledge`, `client.tasks`. Those take and return the full
Everything the API offers — every operation, including knowledge-base categories,
document topics and memory-space purge — is on the generated typed clients, reachable
as `client.memory`, `client.storage`, `client.knowledge`, `client.tasks`. Those take and return the full
typed models, so responses arrive as an envelope you read `.data` from. The
per-endpoint reference for them is under
[`docs/`](https://github.com/EverMind-AI/everos-cloud-sdk-python/tree/v1/docs).
Expand Down
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