diff --git a/src/static/json/pages.json b/src/static/json/pages.json
index b4a8ff8..4b24ae4 100755
--- a/src/static/json/pages.json
+++ b/src/static/json/pages.json
@@ -38,7 +38,7 @@
             "ecolab": {
                 "title": "Data Scientist / Data Engineer — Ecolab",
                 "date": "January 2024 – Present",
-                "content": "<p class=\"timeitem-org\">Ecolab · Saint Paul, MN</p><ul><li>Primary model developer of RushReady from inception through multimillion-dollar product commercialization</li><li>Engineered near-real-time data platform with Delta Live Tables and automated MLOps lifecycle across QSR brands</li><li>Built explainable anomaly detection with XGBoost/SHAP attribution and brand-configurable recommendations, increasing speed of service by 20%</li><li>Represented Ecolab as liaison in Microsoft's 100-member AI accelerator program</li></ul>",
+                "content": "<p class=\"timeitem-org\">Ecolab · Saint Paul, MN</p><ul><li>Primary model developer of RushReady from inception through multimillion-dollar product commercialization</li><li>Engineered near-real-time data platform with Delta Live Tables and automated MLOps lifecycle across QSR brands</li><li>Built explainable anomaly detection and brand-configurable recommendations, increasing speed of service by 20%</li><li>Represented Ecolab as liaison in Microsoft's 100-member AI accelerator program</li></ul>",
                 "classes": "experience"
             },
             "rit_ms": {
diff --git a/src/static/json/timeline.json b/src/static/json/timeline.json
index 4586f91..2d07ed5 100755
--- a/src/static/json/timeline.json
+++ b/src/static/json/timeline.json
@@ -2,7 +2,7 @@
     "Data Scientist @ Ecolab": {
         "classes": "pinned experience technical",
         "date": "01/2024 - Present",
-        "content": "Primary model developer of RushReady from inception through multimillion-dollar product commercialization. Engineered near-real-time data platform with Delta Live Tables and automated MLOps lifecycle. Built explainable anomaly detection with XGBoost/SHAP attribution, increasing speed of service by 20%. Represented Ecolab in Microsoft's 100-member AI accelerator program."
+        "content": "Primary model developer of RushReady from inception through multimillion-dollar product commercialization. Engineered near-real-time data platform with Delta Live Tables and automated MLOps lifecycle. Built explainable anomaly detection, increasing speed of service by 20%. Represented Ecolab in Microsoft's 100-member AI accelerator program."
     },
     "Data Scientist / Data Engineer": {
         "classes": "pinned experience technical",
diff --git a/src/templates/home.html b/src/templates/home.html
index 75d87d1..b5072b2 100755
--- a/src/templates/home.html
+++ b/src/templates/home.html
@@ -28,7 +28,7 @@
         <dt>At work</dt>
         <dd>
           Primary model developer on RushReady at Ecolab: explainable anomaly
-          detection with XGBoost and SHAP, plus brand-configurable recommendations
+          detection, plus brand-configurable recommendations
           for quick-service restaurants, all running on a near-real-time Delta
           Live Tables platform.
         </dd>