diff --git a/TODO b/TODO
index 6dad3a8..06d2d72 100644
--- a/TODO
+++ b/TODO
@@ -118,3 +118,19 @@ Relationships:
 Description: License sekft under GPL-2.0 (canonical text plus pyproject
              metadata) and remove the dash Dockerfile, which now lives in
              posix-sdc under docker/alpine-dash.
+
+--ISSUE
+Content-Type: application/issue
+ID: 8
+Type: feature
+Title: Refresh docs for the packaged trainer
+Status: open
+Priority: medium
+Created: 2026-06-16
+Module: sekft
+Relationships: 
+Description: The README still describes sekft as the data factory
+             (generate/rollout/dashdocker/taxonomy/schema), which all moved to
+             posix-sdc. Rewrite it as the trainer (sft/eval/resident) that
+             consumes posix-sdc, and update the module docstrings to
+             console-script invocations and the chat-template render contract.