Ingest
IRC and Discord to JetStream
Normalized tenant subjects, Broadway consumers, idempotent persistence, and durable replay semantics.
JetStream + Broadway + Ash + AGE
Build tenant-scoped intelligence graphs from live chat streams.
Threadr ingests IRC and Discord traffic, persists tenant-isolated graph state in Postgres, and gives analysts search, QA, and graph exploration without leaving the web UI.
Intelligence
Semantic QA and graph context
pgvector embeddings, AGE neighborhoods, Graph-RAG summaries, and tenant-scoped retrieval APIs.
SaaS
Schema multitenancy with control plane
Ash resources, API keys, memberships, bot reconciliation, and Kubernetes operator contracts for shared-cluster deployment.