diff --git a/headshots/george-perdrizet-headshot.jpeg b/headshots/george-perdrizet-headshot.jpeg
new file mode 100644
index 0000000..8f873be
Binary files /dev/null and b/headshots/george-perdrizet-headshot.jpeg differ
diff --git a/projects/_template.yml b/projects/_template.yml
index 0684fad..33c4cf4 100644
--- a/projects/_template.yml
+++ b/projects/_template.yml
@@ -25,8 +25,8 @@ linkedin: ""       # your LinkedIn username (not the full URL)
 twitter: ""        # your handle, with or without the @
 github: ""         # your GitHub username
 
-# Images — add files to the headshots/ and screenshots/ folders in the repo root.
-# Name them: firstname_lastname_headshot.png and firstname_lastname_screenshot.png
-# The build script picks them up automatically — no changes needed here.
+# Images - add files to the headshots/ and screenshots/ folders in the repo root.
+# Name them: firstname-lastname-headshot.png and firstname-lastname-screenshot.png
+# The build script picks them up automatically - no changes needed here.
 
-tags: []           # e.g. [React, Node.js, PostgreSQL]
+tags: [LLMs, Steganography, HuggingFace]           # e.g. [React, Node.js, PostgreSQL]
diff --git a/projects/alex-johnson-capstone.yml b/projects/alex-johnson-capstone.yml
deleted file mode 100644
index 328aa95..0000000
--- a/projects/alex-johnson-capstone.yml
+++ /dev/null
@@ -1,32 +0,0 @@
-# Your Project Title
-title: "Recipe Finder App"
-
-# Your full name
-student: "Alex Johnson"
-
-# One-sentence summary (shown on the list page)
-tagline: "Search any ingredient and get recipe ideas instantly."
-
-# Longer description shown on the detail page (optional)
-description: >
-  Recipe Finder lets you type in ingredients you already have at home and
-  returns matching recipes from a public API. Built with React on the
-  frontend and an Express proxy to keep API keys server-side.
-
-# Link to your GitHub repo (optional)
-repo: "https://github.com/alexjohnson/recipe-finder"
-
-# Link to a live demo (optional)
-demo: "https://recipe-finder.vercel.app"
-
-email: "alex@example.com"
-website: "https://alexjohnson.dev"
-linkedin: "alexjohnson"
-github: "alexjohnson"
-
-# Short technology tags (optional, max ~5)
-tags:
-  - React
-  - Node.js
-  - Express
-  - REST API
diff --git a/projects/george-perdrizet-capstone.yml b/projects/george-perdrizet-capstone.yml
new file mode 100644
index 0000000..8c86796
--- /dev/null
+++ b/projects/george-perdrizet-capstone.yml
@@ -0,0 +1,35 @@
+# Copy this file, rename it to firstname-lastname-capstone.yml (use hyphens, no spaces),
+# and place it in the projects/ folder. Then open a pull request!
+#
+# Required fields: title, student
+# All other fields are optional but encouraged.
+
+title: "Stegosaurus"          # Your project title
+
+student: "George Perdrizet"        # Your full name
+
+tagline: "Hide secret messages inside naturally-generated text using next-token probability steering"        # One sentence — shown on the list page
+
+description: >
+    # Hide secret messages inside naturally-generated text using
+    # a large language model. A message is encoded into cover text
+    # by steering next-token selection at each step; a recipient
+    # with the same model can recover the original message
+    # deterministically.
+
+repo: "https://github.com/gperdrizet/stegosaurus"           # https://github.com/your-username/your-repo
+
+demo: "https://hypotext.app/"           # https://your-live-demo.example.com
+
+# Contact info (all optional — omitted from the page if blank)
+email: "george.perdrizet@fullstackacademy.com"          # your@email.com
+website: ""        # https://yoursite.com
+linkedin: "gperdrizet"       # your LinkedIn username (not the full URL)
+twitter: ""        # your handle, with or without the @
+github: "gperdrizet"         # your GitHub username
+
+# Images — add files to the headshots/ and screenshots/ folders in the repo root.
+# Name them: firstname_lastname_headshot.png and firstname_lastname_screenshot.png
+# The build script picks them up automatically — no changes needed here.
+
+tags: []           # e.g. [React, Node.js, PostgreSQL]
diff --git a/projects/sam-rivera-capstone.yml b/projects/sam-rivera-capstone.yml
deleted file mode 100644
index 8223e8a..0000000
--- a/projects/sam-rivera-capstone.yml
+++ /dev/null
@@ -1,26 +0,0 @@
-title: "Budget Tracker"
-
-student: "Sam Rivera"
-
-tagline: "Track income and expenses with visual charts and CSV export."
-
-description: >
-  Budget Tracker is a full-stack web app that lets users log transactions,
-  categorise spending, and visualise monthly trends with Chart.js. Data
-  is stored in a PostgreSQL database and the backend exposes a REST API
-  built with Express and Sequelize.
-
-repo: "https://github.com/samrivera/budget-tracker"
-
-demo: "https://budget-tracker-demo.netlify.app"
-
-email: "sam@example.com"
-linkedin: "samrivera"
-twitter: "@samrivera"
-github: "samrivera"
-
-tags:
-  - React
-  - PostgreSQL
-  - Sequelize
-  - Chart.js
diff --git a/screenshots/george-perdrizet-screenshot.png b/screenshots/george-perdrizet-screenshot.png
new file mode 100644
index 0000000..0ade900
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