diff --git a/TODO b/TODO
index d89777c..1301af8 100644
--- a/TODO
+++ b/TODO
@@ -61,3 +61,17 @@ Description: Add the behavioural eval: load base plus LoRA adapter, drop it into
              held-out scenarios with no scaffold, drive them through a local
              operator that renders with the model's chat template, and report
              reach/terminate/checker rates.
+
+--ISSUE
+Content-Type: application/issue
+ID: 4
+Type: feature
+Title: Resident-base train/eval harness
+Status: open
+Priority: medium
+Created: 2026-06-16
+Module: sekft
+Relationships: 
+Description: Add the resident harness that loads the 14GB base once and keeps it
+             hot, training fresh LoRA adapters and evaluating them without
+             reloading the base, for the slow-OcuLink iterate loop.