diff --git a/resume/index.html b/resume/index.html
index 6517575..4d81f46 100644
--- a/resume/index.html
+++ b/resume/index.html
@@ -84,37 +84,32 @@
         <ul>
           <li>
             Early hire for the Lunar Permanence Business unit, established to
-            fulfill a $3.4 billion NASA contract for the Artemis mission
-            human-rated lunar lander, where I served as a core member of the
-            simulation software team by bridging traditional aerospace
-            methodologies with modern software practices.
+            fulfill a NASA contract to build a human-rated lunar lander, where I
+            served as a core member of the simulation software team.
           </li>
           <li>
             Pathfinded hardware mocking capabilities in C++ that enabled a
-            completely software simulation environment for verification of
-            flight software and simulation algorithms.
+            completely software simulation environment.
           </li>
           <li>
-            Created bespoke test case management software for writing,
-            publishing and tracking of individual test cases to replace existing
-            method of writing in Markdown tables with no automation. This
-            project was solely developed by me and leaned heavily on the idea of
-            fully automating processes, and working closely with stakeholders to
-            understand decisions that led to the initial implementation. Final
+            Created bespoke test case management software in Python for writing,
+            publishing and tracking. I solely developed this project and leaned
+            heavily on the idea of fully automating processes, and working
+            closely with stakeholders to understand needs and blockers. Final
             product led to an immediate 10x increase in productivity month over
             month.
           </li>
           <li>
-            Led development environment standardization for flight software
-            teams, eliminating setup friction and reducing onboarding time from
-            days to an hour, dramatically improving cross-team collaboration and
-            developer productivity.
+            Owned development environment for flight software teams, eliminating
+            setup friction and reducing onboarding time from days to an hour.
+            Consistently pushed for modern tooling and evolved workflows to meet
+            demands of a growing team.
           </li>
           <li>
             Split time working within customer teams to ensure simulation
-            software capabilities meet test requirements, proactively developing
-            features to eliminate critical roadblocks in the verification
-            process.
+            software capabilities met testing requirements. Proactively
+            developed features to eliminate critical roadblocks in the
+            verification process, and provided ongoing technical guidance.
           </li>
           <li>
             <strong>Technologies used:</strong> Python, Pytest, Pandas, NumPy,
@@ -132,22 +127,19 @@
       <dd>
         <ul>
           <li>
-            Architected and delivered a cross-team simulation model for
-            Vulcan-Centaur rocket verification that was adopted company-wide and
-            recognized as one of United Launch Alliance's major technical
-            achievements of 2022.
+            Architected and delivered the first C++ simulation model for
+            Vulcan-Centaur rocket that was recognized as one of United Launch
+            Alliance's major technical achievements of 2022.
           </li>
           <li>
             Modernized a legacy monolithic codebase from the 1980s by replacing
             ~700k lines of unmaintainable FORTRAN with compiled artifacts. This
-            change massively improved compilation performance of codebase, and
-            allowing streamlined tooling to increase developer productivity.
+            change massively improved compilation performance of the codebase,
+            and allowed streamlining tooling to increase developer productivity.
           </li>
           <li>
-            Pioneered the team's first CI/CD pipeline to drive code quality
-            improvement by implementing automated format and lint checks, which
-            prevented reviewers from using surface-level feedback as a
-            substitute for meaningful architectural and logical review.
+            Implemented the team's first CI/CD pipeline to enforce code quality
+            and introduce automated checks.
           </li>
           <li>
             <strong>Technologies used:</strong> C++, gTest, Matlab, FORTRAN,
@@ -158,14 +150,20 @@
     </dl>
     <h2>PROJECT LEADERSHIP</h2>
     <dl>
-      <dt>Creator | Simple Stock Bots | Phoenix, AZ | 2018 - 2024</dt>
+      <dt>
+        Founder & Lead Developer | Simple Stock Bots | Phoenix, AZ | 2018 - 2024
+      </dt>
       <dd>
         <ul>
           <li>
-            Developed a stock market bot using Python that delivers real-time
-            data and analysis to group chats with tens of thousands of monthly
-            active users. Developed an abstracted asset API to manage multiple
-            asset classes from various data sources.
+            Developed a stock market bot in Python that delivers real-time data
+            and analysis to group chats with tens of thousands of monthly active
+            users.
+          </li>
+          <li>
+            Managed paid client feature requests with broader platform
+            improvements to maintain a sustainable business model while keeping
+            the product entirely free for over 99% of users.
           </li>
           <li>
             Used CI/CD to automatically build, publish, and deploy latest
@@ -183,13 +181,18 @@
           <li>
             Led research applying machine learning to high-resolution 3D scans
             of satellite impact debris, developing an innovative Orbital Debris
-            model in collaboration with the Dean of Engineering.
+            model in collaboration with the Dean of Engineering, University
+            Research Institute and NASA.
           </li>
           <li>
-            Implemented advanced dimensionality reduction techniques from
-            scratch in Rust that improved classification accuracy and speed by
-            magnitudes over MATLAB builtin functions, resulting in more precise
-            characterization of 3D orbital debris fragment point cloud scans.
+            Developed algorithms in Rust to take point clouds from hi-res 3D
+            scanners and convert them into solid body meshes to compute physical
+            characteristics of debris fragments.
+          </li>
+          <li>
+            Implemented advanced dimensionality reduction techniques in Julia
+            that improved classification accuracy and speed by magnitudes over
+            MATLAB.
           </li>
         </ul>
       </dd>
@@ -198,17 +201,23 @@
         2021
       </dt>
       <dd>
-        <ul>
-          <li>
-            Developed a fully dynamic 6 degree of freedom simulation of a rocket
-            landing that was verified with real hardware. Demonstrated design
-            with test stand using a real thrust vector control mechanism and a
-            solid rocket motor.
-          </li>
-        </ul>
+        Developed a fully dynamic 6 degree of freedom simulation of a rocket
+        landing that was verified with real hardware. Demonstrated design with
+        test stand using a real thrust vector control mechanism and a solid
+        rocket motor.
+      </dd>
+      <dt>Leader | The Hub Grill and Bar | Mesa, AZ | 2012 - 2021</dt>
+      <dd>
+        Started as a dishwasher and worked my way up to kitchen management and
+        eventually to project management for new restaurants.
+      </dd>
+      <dd>
+        As project manager, led new location openings from empty buildings
+        through construction, menu design, vendor setup, staff hiring/training,
+        and operational handoff.
       </dd>
     </dl>
-    <h2>EDUCATION</h2>
+    <h2>EDUCATION, SKILLS, AND AWARDS</h2>
     <dl>
       <dt>
         B.S. Aerospace Engineering | Embry-Riddle Aeronautical University |
@@ -218,22 +227,37 @@
         Bachelor of Science in Aerospace Engineering (Astronautics
         Concentration) with a minor in Computer Science
       </dd>
-      <dd>1 Year Data Science Directed Study</dd>
-      <dd>Summer Study Abroad for Mathematics in Iceland</dd>
+      <dd>
+        1 Year Data Science Directed Study | Summer Study Abroad for Mathematics
+        in Iceland
+      </dd>
     </dl>
-    <h2>SKILLS AND TOOLS</h2>
+    <!-- <h2>SKILLS AND TOOLS</h2> -->
     <dl>
       <dt>Languages and Technologies</dt>
       <dd>
-        Python, C++, Julia, Rust, MATLAB, Simulink, FORTRAN, LaTeX, Regex,
-        Shell, Markdown, Mermaid, Linux, WSL, Docker, Docker Compose,
-        Development Containers, Kubernetes, Serverless, GitLab CI/CD, DataDog,
-        NASA Trick, DDS, MQTT, Jira
+        <ul>
+          <li>
+            Python, C++, Julia, Rust, Docker, MATLAB, Simulink, FORTRAN, LaTeX,
+            Regex, Shell, Markdown, Mermaid
+          </li>
+          <li>
+            Pytest, Plotly, NumPy, Pandas, Matplotlib, Makie, Jupyter, SymPy,
+            UV, Pip, Requests, Serverless, DASK, CUDA, MkDocs, Ruff, Black,
+            flake8
+          </li>
+          <li>
+            Linux, WSL, Docker Compose, Development Containers, Kubernetes,
+            Serverless, GitLab CI/CD, DataDog, NASA Trick, DDS, MQTT, Jira
+          </li>
+        </ul>
       </dd>
-      <dt>Python Libraries</dt>
+      <dt>Awards</dt>
       <dd>
-        Pytest, Plotly, NumPy, Pandas, Matplotlib, Jupyter, SymPy, Pip,
-        Requests, Serverless, DASK, CUDA, MkDocs, Sphinx
+        <ul>
+          <li>Discord | Verified Bot Developer 2018</li>
+          <li>NVIDIA | Tegra K1 CUDA Vision Challenge, Top 50 | 2015</li>
+        </ul>
       </dd>
     </dl>
   </body>