@@ -1,6 +1,6 @@
 # AGENTS.md
 
-This repository contains the online guide. The runnable exercise is at https://github.com/ilarsf/practical-genai-agentic-coding-example.
+This repository contains the online guide. The runnable exercise is at https://github.com/FritscheLab/practical-genai-agentic-coding-example.
 
 Read README.md and the relevant lesson before editing. Keep the two language paths, relative links, lab theme, and Part 1 navigation intact. Use synthetic examples and copyable fenced prompts. Check provider claims against their official sources and preserve source review dates.
 
 
@@ -7,8 +7,8 @@ authors:
     given-names: "Lars G."
     affiliation: "University of Michigan"
     website: "https://fritschelab.org/"
-repository-code: "https://github.com/ilarsf/practical-genai-agentic-coding-guide"
-url: "https://ilarsf.github.io/practical-genai-agentic-coding-guide/"
+repository-code: "https://github.com/FritscheLab/practical-genai-agentic-coding-guide"
+url: "https://fritschelab.org/practical-genai-agentic-coding-guide/"
 license: "GPL-3.0-only"
 keywords:
   - "agentic coding"
 
@@ -1,26 +1,26 @@
 # Practical GenAI Agentic Coding Guide
 
-**[Read the online guide](https://ilarsf.github.io/practical-genai-agentic-coding-guide/).** Choose [Python](https://ilarsf.github.io/practical-genai-agentic-coding-guide/docs/paths/python/) or [R](https://ilarsf.github.io/practical-genai-agentic-coding-guide/docs/paths/r/), then follow six lessons through one reporting change, verification, review, and a short handoff.
+**[Read the online guide](https://fritschelab.org/practical-genai-agentic-coding-guide/).** Choose [Python](https://fritschelab.org/practical-genai-agentic-coding-guide/docs/paths/python/) or [R](https://fritschelab.org/practical-genai-agentic-coding-guide/docs/paths/r/), then follow six lessons through one reporting change, verification, review, and a short handoff.
 
 This is Part 2 of the [Practical GenAI series](https://fritschelab.org/practical-genai-coding-guide/), from [Lars G. Fritsche](https://medschool.umich.edu/profile/4980/lars-fritsche) and the [Fritsche Lab](https://fritschelab.org/) at the University of Michigan.
 
 ## Get the exercise
 
-The runnable Python/R pipeline, synthetic data, tests, and agent instructions are in the **[example repository](https://github.com/ilarsf/practical-genai-agentic-coding-example)**. Download only that repository and follow along online. It also includes the language walkthroughs for offline use.
+The runnable Python/R pipeline, synthetic data, tests, and agent instructions are in the **[example repository](https://github.com/FritscheLab/practical-genai-agentic-coding-example)**. Download only that repository and follow along online. It also includes the language walkthroughs for offline use.
 
 ```bash
-git clone https://github.com/ilarsf/practical-genai-agentic-coding-example.git
+git clone https://github.com/FritscheLab/practical-genai-agentic-coding-example.git
 cd practical-genai-agentic-coding-example
 ```
 
 Start with its README and your chosen language's setup. You should be comfortable running a Python or R script and using a terminal; the lessons explain the Git steps. The baseline uses synthetic data and needs no model API or credentials. Use an institution-approved coding assistant for the agent exercise.
 
 ## Explore the guide
 
-- [Agent setup](https://ilarsf.github.io/practical-genai-agentic-coding-guide/docs/platforms/): configure your coding client and check its access.
-- [Repository practices](https://ilarsf.github.io/practical-genai-agentic-coding-guide/docs/practices/): context, testing, logs, and handoffs.
-- [Teaching materials](https://ilarsf.github.io/practical-genai-agentic-coding-guide/docs/lab_meeting/): a 45-minute workshop and slides.
-- [Lab data guidance](https://ilarsf.github.io/practical-genai-agentic-coding-guide/docs/reference/lab-data-policy.html): institutional requirements before adapting the workflow to study data.
+- [Agent setup](https://fritschelab.org/practical-genai-agentic-coding-guide/docs/platforms/): configure your coding client and check its access.
+- [Repository practices](https://fritschelab.org/practical-genai-agentic-coding-guide/docs/practices/): context, testing, logs, and handoffs.
+- [Teaching materials](https://fritschelab.org/practical-genai-agentic-coding-guide/docs/lab_meeting/): a 45-minute workshop and slides.
+- [Lab data guidance](https://fritschelab.org/practical-genai-agentic-coding-guide/docs/reference/lab-data-policy.html): institutional requirements before adapting the workflow to study data.
 
 ## Preview the website
 
@@ -42,6 +42,6 @@ With [Quarto](https://quarto.org/) installed, render the slides with `quarto ren
 
 ## Attribution and citation
 
-The site uses the Fritsche Lab theme and Just the Docs. Synthetic data and reusable templates build on Part 1; see [synthetic data provenance](https://ilarsf.github.io/practical-genai-agentic-coding-guide/docs/reference/synthetic-data.html).
+The site uses the Fritsche Lab theme and Just the Docs. Synthetic data and reusable templates build on Part 1; see [synthetic data provenance](https://fritschelab.org/practical-genai-agentic-coding-guide/docs/reference/synthetic-data.html).
 
 Use [CITATION.cff](CITATION.cff) to cite this guide. [GNU General Public License v3.0](LICENSE).
@@ -5,9 +5,9 @@ color_scheme: light
 lang: en-US
 timezone: America/Detroit
 
-url: "https://ilarsf.github.io"
+url: "https://fritschelab.org"
 baseurl: "/practical-genai-agentic-coding-guide"
-repository: ilarsf/practical-genai-agentic-coding-guide
+repository: FritscheLab/practical-genai-agentic-coding-guide
 
 author:
   name: Lars G. Fritsche
@@ -57,13 +57,13 @@ footer_content: >-
   Part 2 of the Practical GenAI series. Maintained by
   <a href="https://medschool.umich.edu/profile/4980/lars-fritsche">Lars G. Fritsche</a>
   and the <a href="https://fritschelab.org/">Fritsche Lab</a> at the University of Michigan.
-  Read the <a href="https://github.com/ilarsf/practical-genai-agentic-coding-guide">guide source</a>
-  and download the <a href="https://github.com/ilarsf/practical-genai-agentic-coding-example">runnable exercise</a>
-  under the <a href="https://github.com/ilarsf/practical-genai-agentic-coding-guide/blob/main/LICENSE">GNU GPL v3.0</a>.
+  Read the <a href="https://github.com/FritscheLab/practical-genai-agentic-coding-guide">guide source</a>
+  and download the <a href="https://github.com/FritscheLab/practical-genai-agentic-coding-example">runnable exercise</a>
+  under the <a href="https://github.com/FritscheLab/practical-genai-agentic-coding-guide/blob/main/LICENSE">GNU GPL v3.0</a>.
 
 gh_edit_link: false
 gh_edit_link_text: Edit this page on GitHub
-gh_edit_repository: https://github.com/ilarsf/practical-genai-agentic-coding-guide
+gh_edit_repository: https://github.com/FritscheLab/practical-genai-agentic-coding-guide
 gh_edit_branch: main
 gh_edit_view_mode: edit
 
 
@@ -12,5 +12,5 @@
     </ul>
   </details>
   <a href="https://fritschelab.org/practical-genai-coding-guide/" aria-label="Part 1: Practical GenAI Coding Guide">Part 1 <span aria-hidden="true">↗</span></a>
-  <a href="https://github.com/ilarsf/practical-genai-agentic-coding-example">Exercise on GitHub <span aria-hidden="true">↗</span></a>
+  <a href="https://github.com/FritscheLab/practical-genai-agentic-coding-example">Exercise on GitHub <span aria-hidden="true">↗</span></a>
 </nav>
@@ -9,7 +9,7 @@ nav_order: 1
 
 ## Prepare
 
-Have participants keep the guide open online and download the [example repository](https://github.com/ilarsf/practical-genai-agentic-coding-example). Choose the [Python path](../paths/python/index.md) or [R path](../paths/r/index.md). Run its setup, tests, and six-row example before the presentation. Prepare an approved [coding client](../platforms/index.md). Use synthetic files throughout.
+Have participants keep the guide open online and download the [example repository](https://github.com/FritscheLab/practical-genai-agentic-coding-example). Choose the [Python path](../paths/python/index.md) or [R path](../paths/r/index.md). Run its setup, tests, and six-row example before the presentation. Prepare an approved [coding client](../platforms/index.md). Use synthetic files throughout.
 
 Open the [six-row example and expected report](../lessons/02-specify.md). Find measurements d, e, and f in the input and `outputs/flagged_rows.tsv` so you can help participants check their counts.
 
 
@@ -14,6 +14,6 @@ The [45-minute runbook](45min_runbook.md) is a session you can lead with your gr
 - [Demo prompts](demo_prompts.md): concise requests for orientation, implementation, and review.
 - [Six-row example](../lessons/02-specify.md): inputs, expected report, and checks for either language.
 
-To present the [Quarto slides](https://github.com/ilarsf/practical-genai-agentic-coding-guide/blob/main/docs/lab_meeting/slide_deck.qmd), run `quarto render docs/lab_meeting/slide_deck.qmd` from a local copy of the [guide repository](https://github.com/ilarsf/practical-genai-agentic-coding-guide) and open the resulting HTML file. Participants only need the example repository; the guide source is for presenting or editing the slides.
+To present the [Quarto slides](https://github.com/FritscheLab/practical-genai-agentic-coding-guide/blob/main/docs/lab_meeting/slide_deck.qmd), run `quarto render docs/lab_meeting/slide_deck.qmd` from a local copy of the [guide repository](https://github.com/FritscheLab/practical-genai-agentic-coding-guide) and open the resulting HTML file. Participants only need the example repository; the guide source is for presenting or editing the slides.
 
 Participants should leave with a reporting change they understand, test results, and a short handoff they can use to continue at home.
@@ -30,9 +30,9 @@ Use docs/lab_meeting/45min_runbook.md. Participants prepare Python or R and an a
 
 ## Choose your path once
 
-[Python path](https://ilarsf.github.io/practical-genai-agentic-coding-guide/docs/paths/python/) · [R path](https://ilarsf.github.io/practical-genai-agentic-coding-guide/docs/paths/r/)
+[Python path](https://fritschelab.org/practical-genai-agentic-coding-guide/docs/paths/python/) · [R path](https://fritschelab.org/practical-genai-agentic-coding-guide/docs/paths/r/)
 
-Download the [example repository](https://github.com/ilarsf/practical-genai-agentic-coding-example) and keep the guide open online.
+Download the [example repository](https://github.com/FritscheLab/practical-genai-agentic-coding-example) and keep the guide open online.
 
 Both paths use the same six measurements. Follow your path's commands and prompts.
 
@@ -144,4 +144,4 @@ Choose one small improvement whose result you can inspect.
 
 Give the agent context. Verify its work. Leave the next person a clear starting point.
 
-[Fritsche Lab](https://fritschelab.org/) · [Part 1](https://fritschelab.org/practical-genai-coding-guide/) · [Part 2](https://ilarsf.github.io/practical-genai-agentic-coding-guide/)
+[Fritsche Lab](https://fritschelab.org/) · [Part 1](https://fritschelab.org/practical-genai-coding-guide/) · [Part 2](https://fritschelab.org/practical-genai-agentic-coding-guide/)
@@ -22,7 +22,7 @@ Use the included synthetic files and an approved coding client. See the [lab dat
 You need Git and a terminal. If you already have the exercise repository, open a terminal in its root. Otherwise, clone it first:
 
 ```bash
-git clone https://github.com/ilarsf/practical-genai-agentic-coding-example.git
+git clone https://github.com/FritscheLab/practical-genai-agentic-coding-example.git
 cd practical-genai-agentic-coding-example
 ```
 
 
@@ -22,7 +22,7 @@ Use the included synthetic files and an approved coding client. See the [lab dat
 You need Git and a terminal. If you already have the exercise repository, open a terminal in its root. Otherwise, clone it first:
 
 ```bash
-git clone https://github.com/ilarsf/practical-genai-agentic-coding-example.git
+git clone https://github.com/FritscheLab/practical-genai-agentic-coding-example.git
 cd practical-genai-agentic-coding-example
 ```