EPFLiGHT · fabnemEPFL · Sep 16, 2026 · Sep 16, 2026 · Sep 16, 2026 · Sep 16, 2026
diff --git a/content/pages/changelog.md b/content/pages/changelog.md
@@ -5,10 +5,14 @@ nav_title: "Changelog"
 page_heading: "Changelog"
 sidebar_group: "Course"
 order: 1
-last_edited: "2026-09-15"
-change_note: "Changed weekly content release to 13:00 Europe/Zurich."
+last_edited: "2026-09-16"
+change_note: "Reordered Weeks 7-9 and moved midterm presentations to Week 9."
 ---
 
+## 16/09/2026
+
+- Reordered Weeks 7-9: The Fragility of Accuracy is now Week 7, Advice at the Wrong Time is Week 8, and midterm presentations are now Week 9. Midterm submissions remain due in Week 8.
+
 ## 15/09/2026
 
 - Updated the weekly content release to 13:00 Europe/Zurich.

diff --git a/content/pages/home.md b/content/pages/home.md
@@ -28,8 +28,8 @@ The course is organized into **three thematic blocks**. Each teaching week pairs
 | Block | Weeks | Goal |
 |---|---:|---|
 | **Volatile Contexts** | 1-4 | Understand the environments in which AI must operate, and why technology often fails in humanitarian and clinical settings. |
-| **High-stakes Decisions** | 5-7 | Understand how clinicians make decisions under uncertainty and how AI can safely support human expertise. |
-| **Trustworthy Evidence** | 9-13 | Design, evaluate, and deploy AI systems that are safe, effective, and ready for real-world use. |
+| **High-stakes Decisions** | 5, 6, 8 | Understand how clinicians make decisions under uncertainty and how AI can safely support human expertise. |
+| **Trustworthy Evidence** | 7, 10-13 | Design, evaluate, and deploy AI systems that are safe, effective, and ready for real-world use. |
 
 {{ weeks_table }}
 
@@ -55,7 +55,7 @@ Goal: Understand the environments in which AI must operate, and why technology o
 - Reproducibility
 - Edge computing
 
-### **Block II: High-stakes Decisions** (Weeks 5-7)
+### **Block II: High-stakes Decisions** (Weeks 5, 6, 8)
 
 Goal: Understand how clinicians make decisions under uncertainty and how AI can safely support human expertise.
 
@@ -74,7 +74,7 @@ Goal: Understand how clinicians make decisions under uncertainty and how AI can
 - RAG
 - Clinical decision support
 
-### **Block III: Trustworthy Evidence** (Weeks 9-13)
+### **Block III: Trustworthy Evidence** (Weeks 7, 10-13)
 
 Goal: Design, evaluate, and deploy AI systems that are safe, effective, and ready for real-world use.
 

diff --git a/content/project-documentation/student/project-overview.md b/content/project-documentation/student/project-overview.md
@@ -1,10 +1,12 @@
 ---
-last_edited: "2026-09-10"
-change_note: "Project deadline policy clarified: deadlines are Sundays at 21:59. Added mandatory weekly decision-log and TA-update expectations."
+last_edited: "2026-09-16"
+change_note: "Proof-of-concept oral presentations moved to Week 9 (November 11)."
 ---
 
 # Course Project Overview
 
+<p class="change-note"><strong>Edited on 10/09:</strong> Added mandatory weekly decision-log and TA-update expectations.</p>
+
 The course project is a **semester-long team project** in which you will **design, build, evaluate, and document an AI system** for **global health or humanitarian response**.
 
 The goal is not only to train a model or build an interface. We want to make you **build a credible prototype of an AI system** that could support **decision making, communication, translation, risk analysis, or clinical work** in a **constrained and high-stakes setting**.
@@ -47,7 +49,7 @@ Deadlines are set at 21:59 on Sundays.
 | September 16, 21:59 | Wednesday of Week 2 | **Deadline for project applications** (apply on Moodle) |
 | September 17 | Thursday of Week 2 | **Announcement of project assignments** |
 | September 27, 21:59 | Sunday of Week 3 | Milestone 1: **Technical design and reproducible repository skeleton** |
-| November 4, 13:15 | Wednesday of Week 8 | **Proof of concept: Oral presentations** |
+| November 11, 13:15 | Wednesday of Week 9 | **Proof of concept: Oral presentations** |
 | November 8, 21:59 | Sunday of Week 8 | Milestone 2: **Proof of concept: Submissions**  |
 | November 23-27 | Week 11 | **30-minute team checkpoint with a TA** |
 | December 16, 13:15 | Wednesday of Week 14 | **Final presentations** |

diff --git a/content/project-documentation/student/rubrics.md b/content/project-documentation/student/rubrics.md
@@ -17,7 +17,7 @@ Course-grade weights have priority. The project-related components account for 8
 |---|---:|---:|---|
 | Milestone 1: Technical Design and Reproducible Repository | 10% | 12.5% | Technical design and reproducible repository skeleton |
 | Milestone 2: Proof Of Concept | 20% | 25% | Proof of concept technical checkpoint |
-| Midterm oral presentation with live demo | 10% | 12.5% | Week 8 oral presentation and live demo |
+| Midterm oral presentation with live demo | 10% | 12.5% | Week 9 oral presentation and live demo |
 | Final oral presentation with live demo | 10% | 12.5% | Final submission |
 | Project report and code | 30% | 37.5% | Final submission |
 

diff --git a/content/weeks/week_05_why_has_the_best_medical_ai_never_treated_a_patient.md b/content/weeks/week_05_why_has_the_best_medical_ai_never_treated_a_patient.md
@@ -14,7 +14,7 @@ engineering_lecture: "From Rules to Reasoning"
 
 ## Overview
 
-**Block II: High-Stakes Decisions** (Weeks 5-8)
+**Block II: High-Stakes Decisions** (Weeks 5, 6, 8)
 
 **Central question:** Why has the best medical AI never treated a patient?
 

diff --git a/content/weeks/week_06_how_do_experts_reliably_deceive_themselves.md b/content/weeks/week_06_how_do_experts_reliably_deceive_themselves.md
@@ -14,7 +14,7 @@ engineering_lecture: "Debiasing the Machine"
 
 ## Overview
 
-**Block II: High-Stakes Decisions** (Weeks 5-8)
+**Block II: High-Stakes Decisions** (Weeks 5, 6, 8)
 
 **Central question:** How do experts reliably deceive themselves, and can machines do better?
 

diff --git a/...09_what_does_it_mean_to_trust_a_number.md → ...eeks/week_07_the_fragility_of_accuracy.md b/...09_what_does_it_mean_to_trust_a_number.md → ...eeks/week_07_the_fragility_of_accuracy.md
@@ -1,11 +1,11 @@
 ---
-page_id: "Week_09"
-page_title: "Week 9: The Fragility of Accuracy"
-nav_title: "Week 9 - Fragility of Accuracy"
+page_id: "Week_07"
+page_title: "Week 7: The Fragility of Accuracy"
+nav_title: "Week 7 - Fragility of Accuracy"
 sidebar_group: "Block III - Trustworthy Evidence"
-order: 9
-week: 9
-lecture_date: "2026-11-11"
+order: 7
+week: 7
+lecture_date: "2026-10-28"
 theme: "The Fragility of Accuracy"
 context_lecture: "How We Learned to Count What We Were Losing"
 slides_pdf: ""
@@ -14,7 +14,7 @@ engineering_lecture: "When 99% Accuracy Is Dangerous"
 
 ## Overview
 
-**Block III: Trustworthy Evidence** (Weeks 9-13)
+**Block III: Trustworthy Evidence** (Weeks 7, 10-13)
 
 **Central question:** What does it mean to trust a number?
 

diff --git a/...the_cure_become_worse_than_the_disease.md → ...weeks/week_08_advice_at_the_wrong_time.md b/...the_cure_become_worse_than_the_disease.md → ...weeks/week_08_advice_at_the_wrong_time.md
@@ -1,11 +1,11 @@
 ---
-page_id: "Week_07"
-page_title: "Week 7: Advice at the Wrong Time"
-nav_title: "Week 7 - Advice at the Wrong Time"
+page_id: "Week_08"
+page_title: "Week 8: Advice at the Wrong Time"
+nav_title: "Week 8 - Advice at the Wrong Time"
 sidebar_group: "Block II - High-Stakes Decisions"
-order: 7
-week: 7
-lecture_date: "2026-10-28"
+order: 8
+week: 8
+lecture_date: "2026-11-04"
 theme: "Advice at the Wrong Time"
 context_lecture: "Why Doctors Ignore Good Advice"
 slides_pdf: ""
@@ -14,7 +14,7 @@ engineering_lecture: "Integration Without Interruption"
 
 ## Overview
 
-**Block II: High-Stakes Decisions** (Weeks 5-8)
+**Block II: High-Stakes Decisions** (Weeks 5, 6, 8)
 
 **Central question:** When does the cure become worse than the disease?
 

diff --git a/...k_08_project_studio_and_midterm_review.md → ...nt/weeks/week_09_midterm_presentations.md b/...k_08_project_studio_and_midterm_review.md → ...nt/weeks/week_09_midterm_presentations.md
@@ -1,20 +1,20 @@
 ---
-page_id: "Week_08"
-page_title: "Week 8: Midterm Submission and Presentations"
-nav_title: "Week 8 - Midterm"
+page_id: "Week_09"
+page_title: "Week 9: Midterm Presentations"
+nav_title: "Week 9 - Midterm Presentations"
 sidebar_group: "Block II - High-Stakes Decisions"
-order: 8
-week: 8
-lecture_date: "2026-11-04"
-theme: "Midterm Submission and Presentations"
+order: 9
+week: 9
+lecture_date: "2026-11-11"
+theme: "Midterm Presentations"
 context_lecture: "Midterm presentations"
 slides_pdf: ""
 engineering_lecture: "Midterm presentations"
 ---
 
 ## Overview
 
-**Block II: High-Stakes Decisions** (Weeks 5-8)
+**Project checkpoint** (Week 9)
 
 **Central question:** Is the system design technically and contextually defensible?
 

diff --git a/content/weeks/week_10_how_do_we_know_whether_an_intervention_actually_works.md b/content/weeks/week_10_how_do_we_know_whether_an_intervention_actually_works.md
@@ -14,7 +14,7 @@ engineering_lecture: "Causal Inference: Beyond Correlation"
 
 ## Overview
 
-**Block III: Trustworthy Evidence** (Weeks 9-13)
+**Block III: Trustworthy Evidence** (Weeks 7, 10-13)
 
 **Central question:** How do we know whether an intervention actually works?
 

diff --git a/content/weeks/week_11_what_happens_when_an_ai_system_fails.md b/content/weeks/week_11_what_happens_when_an_ai_system_fails.md
@@ -14,7 +14,7 @@ engineering_lecture: "Uncertainty as Architecture"
 
 ## Overview
 
-**Block III: Trustworthy Evidence** (Weeks 9-13)
+**Block III: Trustworthy Evidence** (Weeks 7, 10-13)
 
 **Central question:** What happens when an AI system fails?
 

diff --git a/content/weeks/week_12_who_is_responsible_when_ai_causes_harm.md b/content/weeks/week_12_who_is_responsible_when_ai_causes_harm.md
@@ -14,7 +14,7 @@ engineering_lecture: "Governing What You Cannot Fully Understand"
 
 ## Overview
 
-**Block III: Trustworthy Evidence** (Weeks 9-13)
+**Block III: Trustworthy Evidence** (Weeks 7, 10-13)
 
 **Central question:** Who is responsible when AI causes harm?
 

diff --git a/...eeks/week_13_why_do_effective_interventions_rarely_reach_those_who_need_them.md b/...eeks/week_13_why_do_effective_interventions_rarely_reach_those_who_need_them.md
@@ -14,7 +14,7 @@ engineering_lecture: "Shipping to Scale: The MLOps of Global Health AI"
 
 ## Overview
 
-**Block III: Trustworthy Evidence** (Weeks 9-13)
+**Block III: Trustworthy Evidence** (Weeks 7, 10-13)
 
 **Central question:** Why do effective interventions rarely reach those who need them?