diff --git a/rslp/satlas/README.md b/rslp/satlas/README.md
index 57b773c..2291454 100644
--- a/rslp/satlas/README.md
+++ b/rslp/satlas/README.md
@@ -1,15 +1,36 @@
+This contains training, inference, and post-processing pipelines for the models served
+at https://satlas.allen.ai/.
+
 ## Marine Infrastructure
 
+Training:
+
+    python -m rslp.rslearn_main model fit --config data/satlas/marine_infra/config.yaml
+
 Inference:
 
     python -m rslp.main satlas write_jobs_for_year_months '[[2024, 7]]' MARINE_INFRA 'gs://rslearn-eai/projects/satlas/marine_infra/version-20241212/{year:04d}-{month:02d}/' skylight-proto-1 rslp-job-queue-favyen
 
 Post-processing:
 
+    python -m rslp.main satlas merge_points MARINE_INFRA 2024-07 gs://rslearn-eai/projects/satlas/marine_infra/version-20241212/2024-07/ gs://rslearn-eai/projects/satlas/marine_infra/version-20241212/merged/
+    python -m rslp.main satlas smooth_points MARINE_INFRA 2024-07 gs://rslearn-eai/projects/satlas/marine_infra/version-20241212/merged/ gs://rslearn-eai/projects/satlas/marine_infra/version-20241212/smoothed/
+    python -m rslp.main satlas publish_points MARINE_INFRA gs://rslearn-eai/projects/satlas/marine_infra/version-20241212/smoothed/ 'marine-default-cluster@v4'
+
 ## Wind Turbine
 
+Training:
+
+    python -m rslp.rslearn_main model fit --config data/satlas/wind_turbine/config.yaml
+
 Inference:
 
     python -m rslp.main satlas write_jobs_for_year_months '[[2024, 1]]' WIND_TURBINE 'gs://rslearn-eai/projects/satlas/wind_turbine/version-20241210/{year:04d}-{month:02d}/' skylight-proto-1 rslp-job-queue-favyen --days_before 90 --days_after 181
 
 Post-processing:
+
+    python -m rslp.main satlas merge_points WIND_TURBINE 2024-01 gs://rslearn-eai/projects/satlas/wind_turbine/version-20241210/2024-01/ gs://rslearn-eai/projects/satlas/wind_turbine/version-20241210/merged/
+    python -m rslp.main satlas smooth_points WIND_TURBINE 2024-01 gs://rslearn-eai/projects/satlas/wind_turbine/version-20241210/merged/ gs://rslearn-eai/projects/satlas/wind_turbine/version-20241210/smoothed/
+
+Publishing for wind turbine is not supported yet since it needs to be combined with the
+detected solar farms and published as "renewable energy" GeoJSON.
diff --git a/rslp/satlas/publish.py b/rslp/satlas/publish.py
index ace959f..12049f7 100644
--- a/rslp/satlas/publish.py
+++ b/rslp/satlas/publish.py
@@ -144,61 +144,22 @@ def publish_points(
         for fname in available_fnames[-NUM_RECOMPUTE:]:
             logger.info("upload %s", str(fname))
             local_geojson_fname = os.path.join(tmp_dir, "data.geojson")
-            # local_shp_prefix = os.path.join(tmp_dir, "shp_data")
-            # local_kml_fname = os.path.join(tmp_dir, "data.kml")
 
             with fname.open("rb") as src:
                 with open(local_geojson_fname, "wb") as dst:
                     shutil.copyfileobj(src, dst)
 
-            """
-            subprocess.check_call([
-                'ogr2ogr',
-                '-F', 'ESRI Shapefile',
-                '-nlt', 'POINT',
-                local_shp_prefix + ".shp",
-                local_geojson_fname,
-            ])
-            make_shapefile_zip(local_shp_prefix)
-            subprocess.check_call([
-                'ogr2ogr',
-                '-F', 'KML',
-                local_kml_fname,
-                local_geojson_fname,
-            ])
-            """
-
             fname_prefix = fname.name.split(".")[0]
 
             bucket.upload_file(
                 local_geojson_fname,
                 f"outputs/{app_name_on_r2}/{fname_prefix}.geojson",
             )
-            """
-            bucket.upload_file(
-                local_shp_prefix + ".shp.zip",
-                f"outputs/{app_name_on_r2}/{fname_prefix}.shp.zip",
-            )
-            bucket.upload_file(
-                local_kml_fname,
-                f"outputs/{app_name_on_r2}/{fname_prefix}.kml",
-            )
-            """
             if fname == available_fnames[-1]:
                 bucket.upload_file(
                     local_geojson_fname,
                     f"outputs/{app_name_on_r2}/latest.geojson",
                 )
-                """
-                bucket.upload_file(
-                    local_shp_prefix + ".shp.zip",
-                    f"outputs/{app_name_on_r2}/latest.shp.zip",
-                )
-                bucket.upload_file(
-                    local_kml_fname,
-                    f"outputs/{app_name_on_r2}/latest.kml",
-                )
-                """
 
         update_index(bucket, f"outputs/{app_name_on_r2}/")