diff --git a/src/ws/kl_calibrate.py b/src/ws/kl_calibrate.py
index a7f08a7..433d61c 100644
--- a/src/ws/kl_calibrate.py
+++ b/src/ws/kl_calibrate.py
@@ -66,7 +66,7 @@ class KLCalibrateCfg:
     model: str = "Qwen/Qwen3-0.6B"
     behavior: str = "honesty"
     out: Path = Path("out")
-    adapters: tuple[str, ...] = ("lora", "pissa", "dora", "delora", "oft", "ia3")
+    adapters: tuple[str, ...] = ("delora",)
     n_calib_prompts: int = 50
     n_audit_prompts: int = 100
     n_tokens: int = 50
diff --git a/src/ws/run_sweep.py b/src/ws/run_sweep.py
index 30b987a..8849e0e 100644
--- a/src/ws/run_sweep.py
+++ b/src/ws/run_sweep.py
@@ -24,7 +24,7 @@ from ws.replicate import main as replicate_main
 class SweepCfg:
     model: str = "Qwen/Qwen3-0.6B"
     behavior: str = "authority"
-    adapters: tuple[str, ...] = ("lora", "dora", "pissa", "delora", "oft", "boft", "ia3")
+    adapters: tuple[str, ...] = ("delora",)
     rank: int = 32
     lr: float = 2e-4
     epochs: float = 1.0
diff --git a/src/ws/scripts/eval_tinymfv_calibrated.py b/src/ws/scripts/eval_tinymfv_calibrated.py
index 25a2c0b..ac8137c 100644
--- a/src/ws/scripts/eval_tinymfv_calibrated.py
+++ b/src/ws/scripts/eval_tinymfv_calibrated.py
@@ -28,7 +28,7 @@ from loguru import logger
 class EvalTinymfvCalibratedCfg:
     behavior: str = "authority"
     out: Path = Path("out")
-    adapters: tuple[str, ...] = ("lora", "dora", "pissa", "delora", "oft", "ia3")
+    adapters: tuple[str, ...] = ("delora",)
     model: str = "Qwen/Qwen3.5-4B"
     bootstrap_samples: int = 256
     limit: int = 0