diff --git a/agents/readme.md b/agents/readme.md
index b4d7368..db5a8fa 100644
--- a/agents/readme.md
+++ b/agents/readme.md
@@ -1,6 +1,6 @@
 # How Do You Convert – AI Agent SOP
 
-This repo now ships a **SvelteKit** experience that renders every conversion locally. All calculator logic lives inside `hdyc-svelte`, and the markdown registry plus a generator script drive the data. There are no WordPress posts, Kadence elements, or REST creates involved in the current deployment flow.
+This repo now ships a **SvelteKit** experience that renders every conversion locally. All calculator logic lives inside `hdyc-svelte`, and the markdown registry plus a generator script drive the data. There are no external CMS posts, Kadence elements, or REST creates involved in the current deployment flow.
 
 ## 1. Architecture overview
 - `hdyc-svelte` is a SvelteKit + Node app that renders the homepage, category lists, and every `/[slug]` calculator page via server-side rendering.
diff --git a/migrate.py b/migrate.py
index 1b136a3..b1f8f24 100644
--- a/migrate.py
+++ b/migrate.py
@@ -1,57 +1,11 @@
 import json
-import urllib.request
 import re
-import math
-import os
 
 CALCLIST = '/home/ben/Seafile/Storage/Docs/howdoyouconvert/calculators_list.md'
-API_URL = 'https://howdoyouconvert.com/wp-json/wp/v2/calculator?per_page=100'
 
-def fetch_all_wp_calculators():
-    calculators = {}
-    page = 1
-    while True:
-        url = f"{API_URL}&page={page}"
-        print(f"Fetching {url}...")
-        try:
-            req = urllib.request.Request(url, headers={'User-Agent': 'Mozilla/5.0'})
-            with urllib.request.urlopen(req) as response:
-                data = json.loads(response.read().decode())
-                if not data:
-                    break
-                for post in data:
-                    slug = post['slug']
-                    content = post['content']['rendered']
-                    
-                    # Extract SEO paragraphs, ignore the "<!-- more -->" and any scripts
-                    # We'll just grab everything inside <p> except ones with strong Kadence layout text if possible
-                    # Or simple approach: just grab all text
-                    pars = re.findall(r'<p[^>]*>(.*?)</p>', content, re.DOTALL)
-                    
-                    # Clean up paragraphs
-                    clean_pars = []
-                    for p in pars:
-                        p_clean = re.sub(r'<[^>]+>', '', p).replace('\n', ' ').strip()
-                        p_clean = re.sub(r'\s+', ' ', p_clean)
-                        # Remove first paragraph flavor text boilerplate pattern
-                        p_clean = re.sub(r'^.*?: Technical specifications, .*? conversion factors, and historical unit context\.$', '', p_clean)
-                        
-                        if p_clean and "The transformation of this data is governed by universal standard definitions" not in p_clean:
-                            pass
-                        if p_clean:
-                            clean_pars.append(f"<p>{p_clean}</p>")
-                    
-                    calculators[slug] = "\n".join(clean_pars)
-                page += 1
-        except Exception as e:
-            if hasattr(e, 'code') and e.code == 400:
-                # End of pages
-                break
-            print(f"Error fetching page {page}: {e}")
-            break
-            
-    # As a fallback if WP API descriptions are purely generic, we just keep what WP generated.
-    return calculators
+def load_external_descriptions():
+    # Placeholder for future enrichment sources.
+    return {}
 
 def parse_calculators_list():
     active_calcs = []
@@ -99,7 +53,7 @@ def guess_category(name):
     return 'other'
 
 def process():
-    wp_data = fetch_all_wp_calculators()
+    external_descriptions = load_external_descriptions()
     active_rows = parse_calculators_list()
     
     calculators_ts_entries = []
@@ -115,7 +69,7 @@ def process():
             in1, in2 = "From", "To"
             
         category = guess_category(name)
-        desc_html = wp_data.get(slug, "")
+        desc_html = external_descriptions.get(slug, "")
         
         c_type = 'standard'
         factor_val = "1"