diff --git a/assets/follower_directory.html b/assets/follower_directory.html
index 912013d..0add4b7 100644
--- a/assets/follower_directory.html
+++ b/assets/follower_directory.html
@@ -209,7 +209,7 @@ header.hero p.sub { color: var(--text-secondary); font-size: 0.95rem; line-heigh
 </div>
 
 <script>
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"company": "", "followed": "September 2026", "followedSort": "2026-09", "country": "Germany", "city": "Bremen", "personalLocation": "Greater Bremen Area", "seniority": "Engineer/Developer", "function": "Engineering/Technical", "sector": "Unknown (no company listed)", "outreach_status": "Not Contacted", "outreach_log": [], "connection_at_outreach": "", "is_valuable": false, "has_responded": false, "email": "", "linkedin_url": "https://www.linkedin.com/in/pradeep-kumar-v-18238778/", "is_team": false, "company_website": "", "roleLevel": "IC \u2014 Junior / Specialist", "roleLevelNote": "\"Systemadministrator\" contains \"Administrator\" but is a technical IT ops role (Windows/Linux/Azure/VMware, 700+ user support), not clerical/business admin \u2014 the Administrator->Admin/Support rule is meant for the latter, not System Administrator-type IT titles", "department": "Engineering/Technical", "industry": "", "industryOther": ""}, {"name": "Tim Kokerbeck", "connection": "2nd", "position": "Nanoscience M.Sc. student at the University of Hamburg", "company": "University of Hamburg", "followed": "September 2026", "followedSort": "2026-09", "country": "Germany", "city": "Hamburg", "personalLocation": "Hamburg, Germany", "seniority": "Student/Trainee", "function": "Student/Academic Track", "sector": "Academia/Research Institute", "outreach_status": "Not Contacted", "outreach_log": [], "connection_at_outreach": "", "is_valuable": false, "has_responded": false, "email": "", "linkedin_url": "https://www.linkedin.com/in/tim-kokerbeck-29406a304/", "is_team": false, "company_website": "", "roleLevel": "Student", "roleLevelNote": "", "department": "Student/Academic Track", "industry": "Academia", "industryOther": ""}, {"name": "Antonio Cillis", "connection": "2nd", "position": "Data and AI engineer", "company": "INFOMOTION GmbH", "followed": "September 2026", "followedSort": "2026-09", "country": "Germany", "city": "Frankfurt am Main", "personalLocation": "Berlin, Germany", "seniority": "Engineer/Developer", "function": "Engineering/Technical", "sector": "Other named company", "outreach_status": "Not Contacted", "outreach_log": [], "connection_at_outreach": "", "is_valuable": false, "has_responded": false, "email": "", "linkedin_url": "https://www.linkedin.com/in/antonio-cillis-7b3431277/", "is_team": false, "company_website": "", "roleLevel": "IC \u2014 Junior / Specialist", "roleLevelNote": "", "department": "Engineering/Technical", "industry": "Other", "industryOther": "Data & AI Consulting"}, {"name": "Nima Amousa", "connection": "2nd", "position": "Doctoral Researcher at HZB | Advanced Ceramics, 2D Materials, MXene", "company": "Helmholtz-Zentrum Berlin", "followed": "September 2026", "followedSort": "2026-09", "country": "Germany", "city": "Berlin", "personalLocation": "Berlin, Germany", "seniority": "Postdoc/PhD Researcher", "function": "Research/Science", "sector": "Academia/Research Institute", "outreach_status": "Not Contacted", "outreach_log": [], "connection_at_outreach": "", "is_valuable": false, "has_responded": false, "email": "", "linkedin_url": "https://www.linkedin.com/in/nimaamousa/", "is_team": false, "company_website": "", "roleLevel": "Academic", "roleLevelNote": "", "department": "Research/Science", "industry": "Research & Collaborations", "industryOther": ""}, {"name": "Namrata Sharma", "connection": "2nd", "position": "Experimental Materials Scientist | Electrochemistry | Operando Characterization | Scientific Instrumentation", "company": "Helmholtz-Zentrum Berlin", "followed": "September 2026", "followedSort": "2026-09", "country": "Germany", "city": "Berlin", "personalLocation": "Berlin Metropolitan Area", "seniority": "Researcher/Scientist (non-postdoc)", "function": "Research/Science", "sector": "Academia/Research Institute", "outreach_status": "Not Contacted", "outreach_log": [], "connection_at_outreach": "", "is_valuable": false, "has_responded": false, "email": "", "linkedin_url": "https://www.linkedin.com/in/namrataasharma/", "is_team": false, "company_website": "", "roleLevel": "IC \u2014 Junior / Specialist", "roleLevelNote": "", "department": "Research/Science", "industry": "Research & Collaborations", "industryOther": "", "engagement_notes": "Liked 22/10 post."}, {"name": "Renske M. van der Veen", "connection": "2nd", "position": "Professor at Helmholtz-Zentrum Berlin and Technical University Berlin", "company": "Helmholtz-Zentrum Berlin", "followed": "September 2026", "followedSort": "2026-09", "country": "Germany", "city": "Berlin", "personalLocation": "Berlin Metropolitan Area", "seniority": "Director/Head/Principal", "function": "Research/Science", "sector": "Academia/Research Institute", "outreach_status": "Not Contacted", "outreach_log": [], "connection_at_outreach": "", "is_valuable": false, "has_responded": false, "email": "", "linkedin_url": "https://www.linkedin.com/in/renske-m-van-der-veen-93832b22/", "is_team": false, "company_website": "", "roleLevel": "Director", "roleLevelNote": "Professor at a university/institute, treated as faculty-authority tier per established precedent (Paul Evans, William Joo)", "department": "Research/Science", "industry": "Research & Collaborations", "industryOther": ""}, {"name": "Mike Jin", "connection": "", "position": "MBA Candidate at Harvard Business School", "company": "Harvard University", "followed": "September 2026", "followedSort": "2026-09", "country": "United States", "city": "Boston", "personalLocation": "Boston, Massachusetts, United States", "seniority": "Student/Trainee", "function": "Student/Academic Track", "sector": "Academia/Research Institute", "outreach_status": "Not Contacted", "outreach_log": [], "connection_at_outreach": "", "is_valuable": false, "has_responded": false, "email": "", "linkedin_url": "https://www.linkedin.com/in/mikeljin/", "is_team": false, "company_website": "", "roleLevel": "Student", "roleLevelNote": "", "department": "Student/Academic Track", "industry": "Academia", "industryOther": ""}, {"name": "Ephrem Pius", "connection": "2nd", "position": "Working student @ Lehmann + Partner GmbH", "company": "LEHMANN + PARTNER GmbH", "followed": "October 2026", "followedSort": "2026-10", "country": "Germany", "city": "Erfurt", "personalLocation": "Erfurt, Thuringia, Germany", "seniority": "Student/Trainee", "function": "Student/Academic Track", "sector": "Other named company", "outreach_status": "Not Contacted", "outreach_log": [], "connection_at_outreach": "", "is_valuable": false, "has_responded": false, "email": "", "linkedin_url": "https://www.linkedin.com/in/ephrem-pius-973583136/", "is_team": false, "company_website": "", "roleLevel": "Student", "roleLevelNote": "", "department": "Student/Academic Track", "industry": "Other", "industryOther": "Transportation Infrastructure Surveying/Road Asset Management"}, {"name": "Hans Christian Wille", "connection": "2nd", "position": "Physicist at DESY", "company": "DESY", "followed": "October 2026", "followedSort": "2026-10", "country": "Germany", "city": "Hamburg", "personalLocation": "Greater Hamburg Area", "seniority": "Researcher/Scientist (non-postdoc)", "function": "Research/Science", "sector": "Academia/Research Institute", "outreach_status": "Not Contacted", "outreach_log": [], "connection_at_outreach": "", "is_valuable": false, "has_responded": false, "email": "", "linkedin_url": "https://www.linkedin.com/in/hans-christian-wille-9b9a906/", "is_team": false, "company_website": "", "roleLevel": "IC \u2014 Junior / Specialist", "roleLevelNote": "", "department": "Research/Science", "industry": "Research & Collaborations", "industryOther": ""}, {"name": "banafsheh aghvami", "connection": "2nd", "position": "student in Technical university of Chemnitz", "company": "Technical University of Chemnitz", "followed": "October 2026", "followedSort": "2026-10", "country": "Germany", "city": "Chemnitz", "personalLocation": "Chemnitz, Saxony, Germany", "seniority": "Student/Trainee", "function": "Student/Academic Track", "sector": "Academia/Research Institute", "outreach_status": "Not Contacted", "outreach_log": [], "connection_at_outreach": "", "is_valuable": false, "has_responded": false, "email": "", "linkedin_url": "https://www.linkedin.com/in/banafsheh-aghvami-b34276265/", "is_team": false, "company_website": "", "roleLevel": "Student", "roleLevelNote": "", "department": "Student/Academic Track", "industry": "Academia", "industryOther": ""}, {"name": "Svenja H\u00f6velmann", "connection": "2nd", "position": "Detector engineer at X-Spectrum GmbH", "company": "X-Spectrum GmbH", "followed": "October 2026", "followedSort": "2026-10", "country": "Germany", "city": "Hamburg", "personalLocation": "Wedel, Schleswig-Holstein, Germany", "seniority": "Engineer/Developer", "function": "Engineering/Technical", "sector": "Photonics/Laser/Optics Industry", "outreach_status": "Not Contacted", "outreach_log": [], "connection_at_outreach": "", "is_valuable": false, "has_responded": false, "email": "", "linkedin_url": "https://www.linkedin.com/in/svenja-h%C3%B6velmann-274480299/", "is_team": false, "company_website": "", "roleLevel": "IC \u2014 Junior / Specialist", "roleLevelNote": "", "department": "Engineering/Technical", "industry": "Photonics/Laser/Optics", "industryOther": ""}, {"name": "Philipp Brandt", "connection": "2nd", "position": "Innovation Manager (Hi-Acts / DESY)", "company": "DESY", "followed": "October 2026", "followedSort": "2026-10", "country": "Germany", "city": "Hamburg", "personalLocation": "Hamburg, Germany", "seniority": "Manager/Coordinator", "function": "Innovation/R&D Strategy", "sector": "Academia/Research Institute", "outreach_status": "Not Contacted", "outreach_log": [], "connection_at_outreach": "", "is_valuable": false, "has_responded": false, "email": "", "linkedin_url": "https://www.linkedin.com/in/philipp-brandt-45945b186/", "is_team": false, "company_website": "", "roleLevel": "Manager", "roleLevelNote": "LinkedIn Seniority: Manager/Coordinator", "department": "Research/Science", "industry": "Research & Collaborations", "industryOther": ""}, {"name": "Helena Kruto\u0161\u00edkov\u00e1", "connection": "2nd", "position": "Partnership & Internship Manager", "company": "ITCareerHub.de", "followed": "October 2026", "followedSort": "2026-10", "country": "Germany", "city": "", "personalLocation": "Bratislava Metropolitan Area", "seniority": "Manager/Coordinator", "function": "Business Development/Sales", "sector": "Other named company", "outreach_status": "Not Contacted", "outreach_log": [], "connection_at_outreach": "", "is_valuable": false, "has_responded": false, "email": "", "linkedin_url": "https://www.linkedin.com/in/helena-krutosikova/", "is_team": false, "company_website": "", "roleLevel": "Manager", "roleLevelNote": "LinkedIn Seniority: Manager/Coordinator", "department": "Business Development/Sales", "industry": "Other", "industryOther": "IT Training / Career Bootcamp"}, {"name": "Ajit Seth", "connection": "2nd", "position": "Postdoctoral Researcher @ Kiel University and Deutsches Elektronen-Synchrotron (DESY)", "company": "DESY", "followed": "October 2026", "followedSort": "2026-10", "country": "Germany", "city": "Hamburg", "personalLocation": "Germany", "seniority": "Postdoc/PhD Researcher", "function": "Research/Science", "sector": "Academia/Research Institute", "outreach_status": "Not Contacted", "outreach_log": [], "connection_at_outreach": "", "is_valuable": false, "has_responded": false, "email": "", "linkedin_url": "https://www.linkedin.com/in/ajit-seth/", "is_team": false, "company_website": "", "roleLevel": "Academic", "roleLevelNote": "LinkedIn Seniority: Postdoc/PhD Researcher", "department": "Research/Science", "industry": "Research & Collaborations", "industryOther": ""}, {"name": "Alice Autuori", "connection": "2nd", "position": "(tagline only - Synchronization/Femtosecond Lasers)", "company": "Cycle GmbH", "followed": "April 2023", "followedSort": "2023-04", "country": "Germany", "city": "Hamburg (DESY campus, Start-Up Labs Bahrenfeld)", "personalLocation": "Germany", "seniority": "Unknown", "function": "Unknown", "sector": "Other named company", "outreach_status": "Not Contacted", "outreach_log": [], "connection_at_outreach": "", "is_valuable": false, "has_responded": false, "email": "", "linkedin_url": "https://www.linkedin.com/in/aajdnr/", "is_team": false, "company_website": "", "engagement_notes": "Liked 14/07, 28/07, 20/10, and 22/10 posts \u2014 repeat engager, 4 posts.", "roleLevel": "", "roleLevelNote": "Tagline only, not a real job title", "department": "Unknown", "industry": "Other", "industryOther": "Ultrafast laser synchronization technology, DESY spin-off, serves synchrotron/FEL facilities \u2014 closely adjacent to our domain"}, {"name": "Nikesh Rajput", "connection": "3rd", "position": "Supply Chain Manager | Procurement | Sales & Marketing", "company": "ECS Circuits Limited", "followed": "October 2026", "followedSort": "2026-10", "country": "Ireland", "city": "Dublin", "personalLocation": "Dublin, County Dublin, Ireland", "seniority": "Manager/Coordinator", "function": "Other", "sector": "Other named company", "outreach_status": "Not Contacted", "outreach_log": [], "connection_at_outreach": "", "is_valuable": false, "has_responded": false, "email": "", "linkedin_url": "https://www.linkedin.com/in/nikesh-r0007/", "is_team": false, "company_website": "", "roleLevel": "Manager", "roleLevelNote": "LinkedIn Seniority: Manager/Coordinator", "department": "Other", "industry": "Other", "industryOther": "Printed circuit board (PCB) manufacturing, electronics supply chain and procurement"}];
 
 const SECTOR_COLORS = {
   'Academia/Research Institute': 'var(--series-1)',
diff --git a/engagement_audit.py b/engagement_audit.py
index 2526db8..937ed7b 100644
--- a/engagement_audit.py
+++ b/engagement_audit.py
@@ -196,6 +196,13 @@ AUDIENCE_TEAM_AUDIT = {
         "reposts": {"audience": 0, "team": 3},     # Aleksandra Kotenko, Peter Gaal, Mckinley Black are Team
                                                     # (all internal)
     },
+    "22/10": {
+        "likes": {"audience": 3, "team": 1},       # Katrin Schmidt, Namrata Sharma, Alice Autuori are
+                                                    # Audience; Mckinley Black is Team; TXproducts Page like
+                                                    # excluded entirely
+        "comments": {"audience": 0, "team": 0},    # only comment was the Page's own, excluded entirely
+        "reposts": {"audience": 0, "team": 2},     # Peter Gaal, Mckinley Black are Team (all internal)
+    },
 }