Also in this release

MemHub + API
Features14
  • Mistral OCR for document parsing, plus DOCX parsing with image descriptions.
  • Document citations in team chat.
  • Artifacts and documents take tags, which are searchable and patchable.
  • Agent runs get a per-fire isolated sandbox on Fargate and Lambda.
  • Ingest a document straight from a public URL.
  • MCP server — brain tools: create, list, share, and brain-scoped recall.
  • MCP server — workspace-aware tools, including list_orgs and an org_id argument across the surface.
  • MCP serverimport_conversation brings a Claude Code conversation in wholesale.
  • MCP serverdelete_artifact, artifact tags, and lineage/diff queries.
  • MCP serversearch_memory now reaches the documents substrate.
  • APIFacts can expire.
  • APIcreated_at time filtering and a since window on memory search.
  • APIArtifact versioning through parent_id.
  • APIHybrid search — dense and lexical combined with reciprocal rank fusion.
Improvements1
  • The unused personal-skills feature is removed end to end.
Fixes4
  • Tags — tag columns use a Postgres ARRAY so tag-filtered search works.
  • MCP server — RFC 9728 metadata is served at the full endpoint path.
  • Brains — creation status surfaces to the frontend rather than looking stuck.
  • APIEmbeddings — per-input tokens are capped at the embedding client.
Security1
  • Document ingest — resource bounds against malicious uploads.