diff --git a/NEWS.md b/NEWS.md
index ff5cc62..e5dc4c5 100644
--- a/NEWS.md
+++ b/NEWS.md
@@ -3,6 +3,10 @@
 ## New Features
 * Enhanced `plot.drc()`: error bars in `type = "bars"` plots now match curve colors by default. Added `errbar.col` parameter to allow manual control of error bar colors. Set `errbar.col = "black"` to restore the previous behavior of black error bars.
 
+## Bug Fixes
+* Fixed `logistic()` model ED calculation with `type="absolute"`: the `edfct` function now correctly handles absolute-to-relative conversion without applying the incorrect p-swap from `EDhelper()`. The logistic model has opposite b-sign convention from log-logistic (b < 0 means increasing, not decreasing), so `EDhelper`'s p-swap for b < 0 would incorrectly swap ED values. The fix uses inline absolute-to-relative conversion (`p = 100·(d−respl)/(d−c)`) for absolute type and `p = respl` directly for relative type.
+* Fixed model-level `edfct` derivatives for absolute ED type in `braincousens()`, `fplogistic()`, `llogistic()`, `llogistic2()`, `lnormal()`, `weibull1()`, and `weibull2()`: when `type = "absolute"`, the gradient functions previously set ∂ED/∂c and ∂ED/∂d to 0, which was incorrect because the absolute-to-relative conversion makes p a function of c and d. The chain rule requires non-zero partials. Now compute ∂ED/∂c and ∂ED/∂d via central differences on a closure that captures the chain-rule contribution through the full ED computation path.
+
 ---
 
 # drc 3.3.0.03