#983 — [backend] Build signal ingestion pipeline

Repo: Twill-AI/facade State: open | Status: open Assignee: Unassigned

Created: 2026-02-03 · Updated: 2026-02-03

Description

Summary

Normalize signals from CRM, document AI, external syncs, comms, and time-elapsed checks.

Scope

  • Emit normalized signals from activity tracking and status updates
  • Ingest doc upload/classification events
  • Hook external sync completion
  • Add time-elapsed signal generation (hourly/nightly)

Role

Backend/Integrations

Estimate

3–5 days

Notes

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