diff --git a/2026-06-05-hamza-kyamanywa-resume-draft.html b/2026-06-09-hamza-kyamanywa-resume-draft.html
similarity index 86%
rename from 2026-06-05-hamza-kyamanywa-resume-draft.html
rename to 2026-06-09-hamza-kyamanywa-resume-draft.html
index 408507d..9bf546e 100644
--- a/2026-06-05-hamza-kyamanywa-resume-draft.html
+++ b/2026-06-09-hamza-kyamanywa-resume-draft.html
@@ -2,7 +2,7 @@
 <html lang="en">
 <head>
   <meta charset="utf-8">
-  <title>Hamza Kyamanywa Resume Draft - 2026-06-05</title>
+  <title>Hamza Kyamanywa Resume Draft - 2026-06-09</title>
   <style>
     @page {
       size: A4;
@@ -113,13 +113,13 @@ <h1>Hamza Kyamanywa</h1>
 
   <section>
     <h2>Professional Summary</h2>
-    <p class="summary">Founder-CTO and AI product engineer who builds products where domain workflows, AI systems, and monetization meet. Currently focused on HoverNotes, a revenue-generating AI video learning product with over $10K/month revenue and around 20K Chrome/Edge installs, and Quest, a safari-operator SaaS platform I co-founded as CTO. Strongest at turning awkward manual workflows into trusted software: understand the domain, design the product and business loop, build the full stack, instrument behavior, and iterate in production. Current xAI Human Data contract work adds hands-on signal in software-engineering model evaluation. Fluent in Korean and English.</p>
+    <p class="summary">Founder-CTO and AI product engineer who builds products where domain workflows, AI systems, and monetization meet. Currently focused on HoverNotes, a revenue-generating AI video learning product with over $10K/month revenue and around 20K Chrome/Edge installs, and Quest, travel planning software for tour and travel companies that I co-founded as CTO. Strongest at turning awkward manual workflows into trusted software: understand the domain, design the product and business loop, build the full stack, instrument behavior, and iterate in production. Current xAI Human Data contract work adds hands-on signal in software-engineering model evaluation. Fluent in Korean and English.</p>
   </section>
 
   <section class="skills">
     <h2>Core Capabilities</h2>
     <p><strong>Product &amp; Business Systems:</strong> 0-to-1 SaaS, pricing strategy, subscriptions, trials, paywalls, funnel analysis, SEO/i18n, customer-facing reliability</p>
-    <p><strong>AI/LLM Systems:</strong> multimodal AI workflows, AI note generation, coding-model evaluation, RAG, LangChain, LangGraph, Whisper, OpenAI API</p>
+    <p><strong>AI/LLM Systems:</strong> multimodal AI workflows, AI note generation, coding-model evaluation, RAG, LangChain, LangGraph, Whisper, LLM APIs</p>
     <p><strong>Full-Stack Platform:</strong> Next.js, React, TypeScript, Python/FastAPI, Node.js/Express, PostgreSQL, Supabase, Drizzle ORM, MongoDB, Redis</p>
     <p><strong>Workflow &amp; Document Systems:</strong> browser extensions, Obsidian/local-first workflows, rich editors, PDF generation, email delivery, Cloudflare R2</p>
     <p><strong>Infrastructure &amp; Ops:</strong> Vercel, AWS Lambda/S3/EventBridge, Docker, Hetzner, CI/CD, PostHog, Sentry, Stripe, Razorpay</p>
@@ -129,7 +129,7 @@ <h2>Core Capabilities</h2>
     <h2>Professional Experience</h2>
 
     <h3>Technical Founder &amp; CEO</h3>
-    <p class="role-meta">HoverNotes | AI video learning and note-taking SaaS | U.S. company; remote from Seoul | Jul 2025 - Present</p>
+    <p class="role-meta">HoverNotes | AI video learning and note-taking SaaS | Remote, United States | Jul 2025 - Present</p>
     <ul>
       <li>Founded and built HoverNotes into a revenue-generating AI learning product with over $10K/month revenue and around 20K installs across Chrome and Edge.</li>
       <li>Created a video-in, notes-out product for people who learn from online video: users turn lectures, tutorials, and course videos into structured notes that can live in their own Obsidian/Markdown workflow instead of another closed note silo.</li>
@@ -140,19 +140,19 @@ <h3>Technical Founder &amp; CEO</h3>
     </ul>
 
     <h3>CTO &amp; Co-founder</h3>
-    <p class="role-meta">Quest | Safari quotation platform for tour operators | Kampala, Uganda; remote from Seoul | 2026 - Present</p>
+    <p class="role-meta">Quest | Travel planning software for tour and travel companies | Remote, Kampala (Uganda) | 2026 - Present</p>
     <ul>
-      <li>Co-founded Quest as CTO and lead a 3-person engineering/product team turning safari-operator quoting from spreadsheets, scattered assets, and manual documents into a structured SaaS workflow for requests, itineraries, pricing, professional PDFs, and quote emails.</li>
-      <li>Lead product and platform architecture across operator dashboards, Quest admin tools, travel requests, tourists, content libraries, quote building, analytics, billing, company settings, and role-aware access.</li>
-      <li>Built the safari-domain data foundation for accurate quote operations: destinations, activities, hotels/lodges, room rates, transport, geography, company content, vehicles, staff, reviews, and per-company settings.</li>
+      <li>Co-founded Quest as CTO and lead a 3-person engineering/product team building travel planning software for tour and travel companies in Uganda.</li>
+      <li>Lead product and platform architecture across operator dashboards, Quest admin tools, travel requests, tourists, destination/content libraries, itinerary building, quote generation, analytics, billing, company settings, and role-aware access.</li>
+      <li>Built the travel-domain data foundation for accurate planning and quote operations: destinations, activities, hotels/lodges, room rates, transport, entry fees, geography, company content, vehicles, staff, reviews, and per-company settings.</li>
       <li>Designed quote economics for real operator constraints, including USD/UGX exchange-rate settings, live/manual rate refresh, transport fuel conversion, room pricing, service fees, and quote-level cost summaries.</li>
-      <li>Built the document delivery system as a core product surface: branded A4 safari PDFs, page previews, edit overrides, Cloudflare R2 storage, Resend quote emails, merge tags, branded sender flows, and PDF attachments.</li>
+      <li>Built the document delivery system as a core product surface: branded A4 trip documents and quote PDFs, page previews, edit overrides, Cloudflare R2 storage, Resend quote emails, merge tags, branded sender flows, and PDF attachments.</li>
       <li>Designed the Free + Pro launch model with company-level Stripe subscriptions, Quest-managed full-access trials, billing settings, plan badges, and output-level gates for clean PDFs, email sending, and branding.</li>
       <li>Established release and QA discipline across Vercel production, shared test branches, personal QA branches, Docker/Hetzner PDF service deployment, and documented handoff workflows.</li>
     </ul>
 
     <h3>Software Engineering Specialist, Human Data / AI Tutor - Software Engineering (Expert)</h3>
-    <p class="role-meta">xAI / Remote Technology Services | Contract | Remote, USA | May 2026 - Present</p>
+    <p class="role-meta">xAI / Remote Technology Services | Contract | Remote, United States | May 2026 - Present</p>
     <ul>
       <li>Contracted with xAI's Human Data software-engineering track to create and review high-quality coding data for training, benchmarking, and improving large language models.</li>
       <li>Evaluate AI-generated code across correctness, maintainability, performance, security, test coverage, task alignment, and production plausibility.</li>
diff --git a/2026-06-05-hamza-kyamanywa-resume-technical.html b/2026-06-09-hamza-kyamanywa-resume-technical.html
similarity index 86%
rename from 2026-06-05-hamza-kyamanywa-resume-technical.html
rename to 2026-06-09-hamza-kyamanywa-resume-technical.html
index 963cc19..965f8ef 100644
--- a/2026-06-05-hamza-kyamanywa-resume-technical.html
+++ b/2026-06-09-hamza-kyamanywa-resume-technical.html
@@ -2,7 +2,7 @@
 <html lang="en">
 <head>
   <meta charset="utf-8">
-  <title>Hamza Kyamanywa Technical Resume Draft - 2026-06-05</title>
+  <title>Hamza Kyamanywa Technical Resume Draft - 2026-06-09</title>
   <style>
     @page {
       size: A4;
@@ -108,16 +108,16 @@ <h1>Hamza Kyamanywa</h1>
 
   <section>
     <h2>Professional Summary</h2>
-    <p class="summary">Technical founder, CTO, and senior AI product engineer focused on HoverNotes and Quest, with 4+ years building AI-powered education, productivity, travel, and workflow systems. Founded HoverNotes, now over $10K/month revenue with around 20K Chrome/Edge installs, and co-founded Quest as CTO, leading a 3-person team building safari quotation software and PDF infrastructure. Also contracted with xAI Human Data on software-engineering model evaluation. Strong in TypeScript/React/Next.js, Python/FastAPI, browser extensions, LLM systems, payments, analytics, document generation, and production reliability. Fluent in Korean and English.</p>
+    <p class="summary">Technical founder, CTO, and senior AI product engineer focused on HoverNotes and Quest, with 4+ years building AI-powered education, productivity, travel, and workflow systems. Founded HoverNotes, now over $10K/month revenue with around 20K Chrome/Edge installs, and co-founded Quest as CTO, leading a 3-person team building travel planning software for tour and travel companies in Uganda. Also contracted with xAI Human Data on software-engineering model evaluation. Strong in TypeScript/React/Next.js, Python/FastAPI, browser extensions, LLM systems, payments, analytics, automated document generation, and production reliability. Fluent in Korean and English.</p>
   </section>
 
   <section class="skills">
     <h2>Technical Skills</h2>
-    <p><strong>AI/LLM:</strong> OpenAI API, Whisper, LangChain, LangGraph, RAG, vector search, prompt engineering, multimodal AI workflows</p>
+    <p><strong>AI/LLM:</strong> LLM APIs, Whisper, LangChain, LangGraph, RAG, vector search, prompt engineering, multimodal AI workflows</p>
     <p><strong>Frontend/Product:</strong> Next.js, React, TypeScript, React Native, Tailwind CSS, Lexical, Chrome/Edge extensions, Obsidian/local-first workflows</p>
     <p><strong>Backend/Data:</strong> Python, FastAPI, Node.js, Express, PostgreSQL, Supabase, Drizzle ORM, MongoDB, Redis</p>
     <p><strong>Infrastructure/Ops:</strong> AWS Lambda, S3, EventBridge, Docker, Vercel, Cloudflare R2, Hetzner, CI/CD, PostHog, Sentry</p>
-    <p><strong>Business Systems:</strong> Stripe, Razorpay, webhooks, subscriptions, trials, pricing, credits, PDF/document generation</p>
+    <p><strong>Business Systems:</strong> Stripe, Razorpay, webhooks, subscriptions, trials, pricing, credits, PDF/automated document generation</p>
     <p><strong>Languages:</strong> Korean (TOPIK 5), English, Luganda</p>
   </section>
 
@@ -125,7 +125,7 @@ <h2>Technical Skills</h2>
     <h2>Professional Experience</h2>
 
     <h3>Technical Founder &amp; CEO</h3>
-    <p class="role-meta">HoverNotes | AI video note-taking SaaS | U.S. company; remote from Seoul | Jul 2025 - Present</p>
+    <p class="role-meta">HoverNotes | AI video note-taking SaaS | Remote, United States | Jul 2025 - Present</p>
     <ul>
       <li>Founded and built HoverNotes, a privacy-first AI video note-taking product with over $10K/month revenue and around 20K installs across Chrome and Edge.</li>
       <li>Built the product across a Chrome/Edge extension, Next.js web app, local-first Obsidian workflows, payments, analytics, SEO/i18n, and AI note generation.</li>
@@ -137,19 +137,19 @@ <h3>Technical Founder &amp; CEO</h3>
     </ul>
 
     <h3>CTO &amp; Co-founder</h3>
-    <p class="role-meta">Quest | Safari quotation platform and PDF infrastructure | Kampala, Uganda; remote from Seoul | 2026 - Present</p>
+    <p class="role-meta">Quest | Travel planning software and documentation infrastructure | Remote, Kampala (Uganda) | 2026 - Present</p>
     <ul>
-      <li>Co-founded Quest and lead technology plus a 3-person engineering/product team for a Next.js safari quotation platform for Uganda-based tour operators.</li>
-      <li>Built operator workflows for travel requests, tourists, itinerary planning, quote generation, PDF preview/export, quote email delivery, billing, analytics, and content libraries.</li>
+      <li>Co-founded Quest and lead technology plus a 3-person engineering/product team for a Next.js travel planning platform for tour and travel companies in Uganda.</li>
+      <li>Built operator workflows for travel requests, tourists, destination/accommodation/activity selection, itinerary planning, accurate pricing, quote generation, PDF preview/export, quote email delivery, billing, analytics, and content libraries.</li>
       <li>Designed role-aware platform surfaces for Quest admins and tour operators using Next.js App Router, TypeScript, NextAuth v5, PostgreSQL/Supabase, and Drizzle ORM.</li>
-      <li>Implemented structured data workflows for destinations, activities, hotels/lodges, room rates, transport, companies, users, and geography to support more accurate quote operations.</li>
-      <li>Built a TypeScript/Express PDF generation service that converts quote JSON into branded A4 safari PDFs with Handlebars, Puppeteer, Cloudflare R2, per-page previews, and an in-browser pagination engine.</li>
+      <li>Implemented structured data workflows for destinations, activities, hotels/lodges, room rates, transport, entry fees, companies, travelers, users, and geography to support more accurate travel planning and quote operations.</li>
+      <li>Built a TypeScript/Express PDF generation service that converts travel quote JSON into branded A4 trip documents and quote PDFs with Handlebars, Puppeteer, Cloudflare R2, per-page previews, and an in-browser pagination engine.</li>
       <li>Designed Quest's Free + Pro launch model with company-level Stripe subscriptions, full-access trials, billing settings, plan badges, and output-level gates for clean PDFs, email, and branding.</li>
       <li>Established Vercel QA/release workflows across feature branches, personal QA branches, shared QA, release branches, and production; deployed PDF infrastructure via Docker/Hetzner.</li>
     </ul>
 
     <h3>Software Engineering Specialist, Human Data / AI Tutor - Software Engineering (Expert)</h3>
-    <p class="role-meta">xAI / Remote Technology Services | Contract | Remote, USA | May 2026 - Present</p>
+    <p class="role-meta">xAI / Remote Technology Services | Contract | Remote, United States | May 2026 - Present</p>
     <ul>
       <li>Contracted with xAI's Human Data software engineering track to create and review high-quality coding data for training, benchmarking, and advancing large language models.</li>
       <li>Evaluate AI-generated code across correctness, maintainability, performance, security, test coverage, and alignment with task requirements.</li>
@@ -195,7 +195,7 @@ <h2>Open Source &amp; Community</h2>
     <ul>
       <li>Contributed to developer tools and AI/open-source ecosystems including LangChain, Vercel AI SDK, Editor.js, Redux Toolkit, MemGPT, Pytube, FastAPI, and related projects.</li>
       <li>Published widely used technical answers and references for WebRTC, speech-to-text, AI application patterns, and production integration issues.</li>
-      <li>Served as Vice President of the Ugandan Community in South Korea, supporting governance, embassy-facing communication, partnership strategy, and community engagement.</li>
+      <li>Served as <strong>Vice President of the Ugandan Community in South Korea</strong>, supporting governance, embassy-facing communication, partnership strategy, and community engagement.</li>
     </ul>
   </section>
 
diff --git a/2026-06-05-hamza-kyamanywa-resume-technical.md b/2026-06-09-hamza-kyamanywa-resume-technical.md
similarity index 82%
rename from 2026-06-05-hamza-kyamanywa-resume-technical.md
rename to 2026-06-09-hamza-kyamanywa-resume-technical.md
index 34016d2..5e8567c 100644
--- a/2026-06-05-hamza-kyamanywa-resume-technical.md
+++ b/2026-06-09-hamza-kyamanywa-resume-technical.md
@@ -1,6 +1,6 @@
 ---
 name: Hamza Kyamanywa
-draft_date: 2026-06-05
+draft_date: 2026-06-09
 status: Technical draft for review
 variant: technical
 ---
@@ -13,21 +13,21 @@ LinkedIn: https://www.linkedin.com/in/untilhamza/ | GitHub: https://github.com/u
 
 ## Professional Summary
 
-Technical founder, CTO, and senior AI product engineer focused on HoverNotes and Quest, with 4+ years building AI-powered education, productivity, travel, and workflow systems. Founded HoverNotes, now over $10K/month revenue with around 20K Chrome/Edge installs, and co-founded Quest as CTO, leading a 3-person team building safari quotation software and PDF infrastructure. Also contracted with xAI Human Data on software-engineering model evaluation. Strong in TypeScript/React/Next.js, Python/FastAPI, browser extensions, LLM systems, payments, analytics, document generation, and production reliability. Fluent in Korean and English.
+Technical founder, CTO, and senior AI product engineer focused on HoverNotes and Quest, with 4+ years building AI-powered education, productivity, travel, and workflow systems. Founded HoverNotes, now over $10K/month revenue with around 20K Chrome/Edge installs, and co-founded Quest as CTO, leading a 3-person team building travel planning software for tour and travel companies in Uganda. Also contracted with xAI Human Data on software-engineering model evaluation. Strong in TypeScript/React/Next.js, Python/FastAPI, browser extensions, LLM systems, payments, analytics, automated document generation, and production reliability. Fluent in Korean and English.
 
 ## Technical Skills
 
-**AI/LLM:** OpenAI API, Whisper, LangChain, LangGraph, RAG, vector search, prompt engineering, multimodal AI workflows  
+**AI/LLM:** LLM APIs, Whisper, LangChain, LangGraph, RAG, vector search, prompt engineering, multimodal AI workflows  
 **Frontend/Product:** Next.js, React, TypeScript, React Native, Tailwind CSS, Lexical, Chrome/Edge extensions, Obsidian/local-first workflows  
 **Backend/Data:** Python, FastAPI, Node.js, Express, PostgreSQL, Supabase, Drizzle ORM, MongoDB, Redis  
 **Infrastructure/Ops:** AWS Lambda, S3, EventBridge, Docker, Vercel, Cloudflare R2, Hetzner, CI/CD, PostHog, Sentry  
-**Business Systems:** Stripe, Razorpay, webhooks, subscriptions, trials, pricing, credits, PDF/document generation  
+**Business Systems:** Stripe, Razorpay, webhooks, subscriptions, trials, pricing, credits, PDF/automated document generation  
 **Languages:** Korean (TOPIK 5), English, Luganda
 
 ## Professional Experience
 
 ### Technical Founder & CEO
-**HoverNotes | AI video note-taking SaaS | U.S. company; remote from Seoul | Jul 2025 - Present**
+**HoverNotes | AI video note-taking SaaS | Remote, United States | Jul 2025 - Present**
 
 - Founded and built HoverNotes, a privacy-first AI video note-taking product with over $10K/month revenue and around 20K installs across Chrome and Edge.
 - Built the product across a Chrome/Edge extension, Next.js web app, local-first Obsidian workflows, payments, analytics, SEO/i18n, and AI note generation.
@@ -38,18 +38,18 @@ Technical founder, CTO, and senior AI product engineer focused on HoverNotes and
 - Used product analytics to diagnose AI Notes activation, paywall behavior, platform-specific drop-off, media payload size, warnings, and active-session health.
 
 ### CTO & Co-founder
-**Quest | Safari quotation platform and PDF infrastructure | Kampala, Uganda; remote from Seoul | 2026 - Present**
+**Quest | Travel planning software and documentation infrastructure | Remote, Kampala (Uganda) | 2026 - Present**
 
-- Co-founded Quest and lead technology plus a 3-person engineering/product team for a Next.js safari quotation platform for Uganda-based tour operators.
-- Built operator workflows for travel requests, tourists, itinerary planning, quote generation, PDF preview/export, quote email delivery, billing, analytics, and content libraries.
+- Co-founded Quest and lead technology plus a 3-person engineering/product team for a Next.js travel planning platform for tour and travel companies in Uganda.
+- Built operator workflows for travel requests, tourists, destination/accommodation/activity selection, itinerary planning, accurate pricing, quote generation, PDF preview/export, quote email delivery, billing, analytics, and content libraries.
 - Designed role-aware platform surfaces for Quest admins and tour operators using Next.js App Router, TypeScript, NextAuth v5, PostgreSQL/Supabase, and Drizzle ORM.
-- Implemented structured data workflows for destinations, activities, hotels/lodges, room rates, transport, companies, users, and geography to support more accurate quote operations.
-- Built a TypeScript/Express PDF generation service that converts quote JSON into branded A4 safari PDFs with Handlebars, Puppeteer, Cloudflare R2, per-page previews, and an in-browser pagination engine.
+- Implemented structured data workflows for destinations, activities, hotels/lodges, room rates, transport, entry fees, companies, travelers, users, and geography to support more accurate travel planning and quote operations.
+- Built a TypeScript/Express PDF generation service that converts travel quote JSON into branded A4 trip documents and quote PDFs with Handlebars, Puppeteer, Cloudflare R2, per-page previews, and an in-browser pagination engine.
 - Designed Quest's Free + Pro launch model with company-level Stripe subscriptions, full-access trials, billing settings, plan badges, and output-level gates for clean PDFs, email, and branding.
 - Established Vercel QA/release workflows across feature branches, personal QA branches, shared QA, release branches, and production; deployed PDF infrastructure via Docker/Hetzner.
 
 ### Software Engineering Specialist, Human Data / AI Tutor - Software Engineering (Expert)
-**xAI / Remote Technology Services | Contract | Remote, USA | May 2026 - Present**
+**xAI / Remote Technology Services | Contract | Remote, United States | May 2026 - Present**
 
 - Contracted with xAI's Human Data software engineering track to create and review high-quality coding data for training, benchmarking, and advancing large language models.
 - Evaluate AI-generated code across correctness, maintainability, performance, security, test coverage, and alignment with task requirements.
@@ -89,7 +89,7 @@ Technical founder, CTO, and senior AI product engineer focused on HoverNotes and
 
 - Contributed to developer tools and AI/open-source ecosystems including LangChain, Vercel AI SDK, Editor.js, Redux Toolkit, MemGPT, Pytube, FastAPI, and related projects.
 - Published widely used technical answers and references for WebRTC, speech-to-text, AI application patterns, and production integration issues.
-- Served as Vice President of the Ugandan Community in South Korea, supporting governance, embassy-facing communication, partnership strategy, and community engagement.
+- Served as **Vice President of the Ugandan Community in South Korea**, supporting governance, embassy-facing communication, partnership strategy, and community engagement.
 
 ## Education
 
diff --git a/2026-06-05-hamza-kyamanywa-resume.md b/2026-06-09-hamza-kyamanywa-resume.md
similarity index 82%
rename from 2026-06-05-hamza-kyamanywa-resume.md
rename to 2026-06-09-hamza-kyamanywa-resume.md
index 6a2f089..b6d11b7 100644
--- a/2026-06-05-hamza-kyamanywa-resume.md
+++ b/2026-06-09-hamza-kyamanywa-resume.md
@@ -1,6 +1,6 @@
 ---
 name: Hamza Kyamanywa
-draft_date: 2026-06-05
+draft_date: 2026-06-09
 status: Draft for review
 ---
 
@@ -12,12 +12,12 @@ LinkedIn: https://www.linkedin.com/in/untilhamza/ | GitHub: https://github.com/u
 
 ## Professional Summary
 
-Founder-CTO and AI product engineer who builds products where domain workflows, AI systems, and monetization meet. Currently focused on HoverNotes, a revenue-generating AI video learning product with over $10K/month revenue and around 20K Chrome/Edge installs, and Quest, a safari-operator SaaS platform I co-founded as CTO. Strongest at turning awkward manual workflows into trusted software: understand the domain, design the product and business loop, build the full stack, instrument behavior, and iterate in production. Current xAI Human Data contract work adds hands-on signal in software-engineering model evaluation. Fluent in Korean and English.
+Founder-CTO and AI product engineer who builds products where domain workflows, AI systems, and monetization meet. Currently focused on HoverNotes, a revenue-generating AI video learning product with over $10K/month revenue and around 20K Chrome/Edge installs, and Quest, travel planning software for tour and travel companies that I co-founded as CTO. Strongest at turning awkward manual workflows into trusted software: understand the domain, design the product and business loop, build the full stack, instrument behavior, and iterate in production. Current xAI Human Data contract work adds hands-on signal in software-engineering model evaluation. Fluent in Korean and English.
 
 ## Core Capabilities
 
 **Product & Business Systems:** 0-to-1 SaaS, pricing strategy, subscriptions, trials, paywalls, funnel analysis, SEO/i18n, customer-facing reliability  
-**AI/LLM Systems:** multimodal AI workflows, AI note generation, coding-model evaluation, RAG, LangChain, LangGraph, Whisper, OpenAI API  
+**AI/LLM Systems:** multimodal AI workflows, AI note generation, coding-model evaluation, RAG, LangChain, LangGraph, Whisper, LLM APIs  
 **Full-Stack Platform:** Next.js, React, TypeScript, Python/FastAPI, Node.js/Express, PostgreSQL, Supabase, Drizzle ORM, MongoDB, Redis  
 **Workflow & Document Systems:** browser extensions, Obsidian/local-first workflows, rich editors, PDF generation, email delivery, Cloudflare R2  
 **Infrastructure & Ops:** Vercel, AWS Lambda/S3/EventBridge, Docker, Hetzner, CI/CD, PostHog, Sentry, Stripe, Razorpay
@@ -25,7 +25,7 @@ Founder-CTO and AI product engineer who builds products where domain workflows,
 ## Professional Experience
 
 ### Technical Founder & CEO
-**HoverNotes | AI video learning and note-taking SaaS | U.S. company; remote from Seoul | Jul 2025 - Present**
+**HoverNotes | AI video learning and note-taking SaaS | Remote, United States | Jul 2025 - Present**
 
 - Founded and built HoverNotes into a revenue-generating AI learning product with over $10K/month revenue and around 20K installs across Chrome and Edge.
 - Created a video-in, notes-out product for people who learn from online video: users turn lectures, tutorials, and course videos into structured notes that can live in their own Obsidian/Markdown workflow instead of another closed note silo.
@@ -35,18 +35,18 @@ Founder-CTO and AI product engineer who builds products where domain workflows,
 - Used product analytics to move beyond feature shipping: diagnosed first-value latency, platform-specific activation drop-off, paywall performance, media payload size, and AI Notes session health.
 
 ### CTO & Co-founder
-**Quest | Safari quotation platform for tour operators | Kampala, Uganda; remote from Seoul | 2026 - Present**
+**Quest | Travel planning software for tour and travel companies | Remote, Kampala (Uganda) | 2026 - Present**
 
-- Co-founded Quest as CTO and lead a 3-person engineering/product team turning safari-operator quoting from spreadsheets, scattered assets, and manual documents into a structured SaaS workflow for requests, itineraries, pricing, professional PDFs, and quote emails.
-- Lead product and platform architecture across operator dashboards, Quest admin tools, travel requests, tourists, content libraries, quote building, analytics, billing, company settings, and role-aware access.
-- Built the safari-domain data foundation for accurate quote operations: destinations, activities, hotels/lodges, room rates, transport, geography, company content, vehicles, staff, reviews, and per-company settings.
+- Co-founded Quest as CTO and lead a 3-person engineering/product team building travel planning software for tour and travel companies in Uganda.
+- Lead product and platform architecture across operator dashboards, Quest admin tools, travel requests, tourists, destination/content libraries, itinerary building, quote generation, analytics, billing, company settings, and role-aware access.
+- Built the travel-domain data foundation for accurate planning and quote operations: destinations, activities, hotels/lodges, room rates, transport, entry fees, geography, company content, vehicles, staff, reviews, and per-company settings.
 - Designed quote economics for real operator constraints, including USD/UGX exchange-rate settings, live/manual rate refresh, transport fuel conversion, room pricing, service fees, and quote-level cost summaries.
-- Built the document delivery system as a core product surface: branded A4 safari PDFs, page previews, edit overrides, Cloudflare R2 storage, Resend quote emails, merge tags, branded sender flows, and PDF attachments.
+- Built the document delivery system as a core product surface: branded A4 trip documents and quote PDFs, page previews, edit overrides, Cloudflare R2 storage, Resend quote emails, merge tags, branded sender flows, and PDF attachments.
 - Designed the Free + Pro launch model with company-level Stripe subscriptions, Quest-managed full-access trials, billing settings, plan badges, and output-level gates for clean PDFs, email sending, and branding.
 - Established release and QA discipline across Vercel production, shared test branches, personal QA branches, Docker/Hetzner PDF service deployment, and documented handoff workflows.
 
 ### Software Engineering Specialist, Human Data / AI Tutor - Software Engineering (Expert)
-**xAI / Remote Technology Services | Contract | Remote, USA | May 2026 - Present**
+**xAI / Remote Technology Services | Contract | Remote, United States | May 2026 - Present**
 
 - Contracted with xAI's Human Data software-engineering track to create and review high-quality coding data for training, benchmarking, and improving large language models.
 - Evaluate AI-generated code across correctness, maintainability, performance, security, test coverage, task alignment, and production plausibility.
diff --git a/_data/cv.yml b/_data/cv.yml
index a54ef0c..c7dc7cc 100644
--- a/_data/cv.yml
+++ b/_data/cv.yml
@@ -1,14 +1,14 @@
 - title: Professional Summary
   type: list
   contents:
-    - Founder-CTO and senior AI/full-stack engineer with <strong>4+ years building AI-powered education, productivity, travel, and workflow products</strong>. Currently building <strong>HoverNotes</strong>, a privacy-first AI video note-taking product with over <strong>$10K/month revenue</strong> and around <strong>20K Chrome/Edge installs</strong>, and co-founding <strong>Quest</strong> as CTO while leading a 3-person engineering/product team. Contracted with <strong>xAI Human Data</strong> on software-engineering model evaluation. Strong across <strong>TypeScript, React, Next.js, Python/FastAPI, PostgreSQL, browser extensions, LLM systems, payments, analytics, and document infrastructure</strong>. Fluent in Korean and English.
+    - Founder-CTO and senior AI/full-stack engineer with <strong>4+ years building AI-powered education, productivity, travel, and workflow products</strong>. Currently building <strong>HoverNotes</strong>, a privacy-first AI video note-taking product with over <strong>$10K/month revenue</strong> and around <strong>20K Chrome/Edge installs</strong>, and co-founding <strong>Quest</strong> as CTO while leading a 3-person team building travel planning software for tour and travel companies in Uganda. Contracted with <strong>xAI Human Data</strong> on software-engineering model evaluation. Strong across <strong>TypeScript, React, Next.js, Python/FastAPI, PostgreSQL, browser extensions, LLM systems, payments, analytics, and document infrastructure</strong>. Fluent in Korean and English.
 
 - title: Core Skills
   type: nested_list
   contents:
     - title: AI/LLM Systems
       items:
-        - OpenAI API, Whisper, LangChain, LangGraph, RAG, vector search, prompt engineering, multimodal AI workflows, coding-model evaluation
+        - LLM APIs, Whisper, LangChain, LangGraph, RAG, vector search, prompt engineering, multimodal AI workflows, coding-model evaluation
     - title: Frontend & Product
       items:
         - Next.js, React, TypeScript, React Native, Tailwind CSS, Lexical, Chrome/Edge extensions, Obsidian/local-first workflows
@@ -20,7 +20,7 @@
         - AWS Lambda, S3, EventBridge, Docker, Vercel, Cloudflare R2, Hetzner, CI/CD, PostHog, Sentry
     - title: Business & Document Systems
       items:
-        - Stripe, Razorpay, webhooks, subscriptions, trials, pricing, PDF/document generation, email delivery
+        - Stripe, Razorpay, webhooks, subscriptions, trials, pricing, PDF/automated document generation, email delivery
     - title: Languages
       items:
         - Korean (TOPIK 5), English, Luganda
@@ -29,7 +29,7 @@
   type: time_table
   contents:
     - title: Technical Founder & CEO
-      institution: HoverNotes | AI video note-taking SaaS | U.S. company; remote from Seoul
+      institution: HoverNotes | AI video note-taking SaaS | Remote, United States
       year: Jul 2025 - Present
       description:
         - Founded and built HoverNotes into a privacy-first AI video note-taking product with over <strong>$10K/month revenue</strong> and around <strong>20K installs</strong> across Chrome and Edge.
@@ -39,17 +39,18 @@
         - Used product analytics to diagnose AI Notes activation, paywall behavior, platform-specific drop-off, media payload size, warnings, and active-session health.
 
     - title: CTO & Co-founder
-      institution: Quest | Safari quotation platform for tour operators | Kampala, Uganda; remote from Seoul | questheaven.com
+      institution: Quest | Travel planning software for tour and travel companies | Remote, Kampala (Uganda) | questheaven.com
       year: 2026 - Present
       description:
-        - Co-founded <a href="https://questheaven.com">Quest</a> as CTO and lead a 3-person engineering/product team building a Next.js safari quotation platform for Uganda-based tour operators.
-        - Built operator workflows for travel requests, tourists, itinerary planning, quote generation, PDF preview/export, quote email delivery, billing, analytics, and content libraries.
+        - Co-founded <a href="https://questheaven.com">Quest</a> as CTO and lead a 3-person engineering/product team building travel planning software for tour and travel companies in Uganda.
+        - Built operator workflows for travel requests, destination/accommodation/activity selection, tourists, itinerary planning, accurate pricing, quote generation, travel documents, quote email delivery, billing, analytics, and content libraries.
+        - Built structured destination/activity/accommodation/transport data workflows across Uganda and East Africa to support itinerary planning, pricing accuracy, documents, and marketing materials.
         - Designed quote economics for real operator constraints, including USD/UGX exchange-rate settings, live/manual rate refresh, transport fuel conversion, room pricing, service fees, and quote-level cost summaries.
-        - Built branded A4 safari PDFs, page previews, edit overrides, Cloudflare R2 storage, Resend quote emails, merge tags, sender flows, and PDF attachments.
+        - Built branded A4 trip documents and quote PDFs, page previews, edit overrides, Cloudflare R2 storage, Resend quote emails, merge tags, sender flows, and PDF attachments.
         - Designed the Free + Pro launch model with company-level Stripe subscriptions, full-access trials, billing settings, plan badges, and output-level gates for clean PDFs, email sending, and branding.
 
     - title: Software Engineering Specialist, Human Data / AI Tutor - Software Engineering
-      institution: xAI / Remote Technology Services | Contract | Remote, USA
+      institution: xAI / Remote Technology Services | Contract | Remote, United States
       year: May 2026 - Present
       description:
         - Contracted with xAI's Human Data software-engineering track to create and review high-quality coding data for training, benchmarking, and improving large language models.
diff --git a/_pages/about.md b/_pages/about.md
index 42bac8c..fa02198 100644
--- a/_pages/about.md
+++ b/_pages/about.md
@@ -24,8 +24,8 @@ I’m a technical founder, CTO, and AI/full-stack engineer based in Seoul. My wo
 
 Right now I spend most of my time on two products:
 
-- **[HoverNotes](https://www.hovernotes.io)**, a U.S. company and privacy-first AI video note-taking product that I operate remotely from Seoul. It turns online lectures, tutorials, and course videos into structured notes users can keep in their own Obsidian/Markdown workflows. I founded and built the product across Chrome/Edge extension workflows, a Next.js web app, realtime video-in notes-out AI workflows, payments, analytics, localization, SEO, and production operations. As of June 2026, HoverNotes is doing over $10K/month in revenue with around 20K installs across Chrome and Edge.
-- **[Quest](https://questheaven.com)**, a Kampala, Uganda-based safari quotation platform for tour operators that I work on remotely from Seoul. I co-founded Quest as CTO and lead a 3-person engineering/product team building operator dashboards, admin tools, travel requests, itinerary planning, pricing, branded PDF generation, quote email delivery, content libraries, billing, and release workflows.
+- **[HoverNotes](https://www.hovernotes.io)**, a privacy-first AI video note-taking product. It turns online lectures, tutorials, and course videos into structured notes users can keep in their own Obsidian/Markdown workflows. I founded and built the product across Chrome/Edge extension workflows, a Next.js web app, realtime video-in notes-out AI workflows, payments, analytics, localization, SEO, and production operations. As of June 2026, HoverNotes is doing over $10K/month in revenue with around 20K installs across Chrome and Edge.
+- **[Quest](https://questheaven.com)**, a Kampala, Uganda-based travel planning platform for tour and travel companies that I work on remotely from Seoul. I co-founded Quest as CTO and lead a 3-person engineering/product team building operator dashboards, admin tools, Uganda/East Africa destination and accommodation data, travel requests, itinerary planning, accurate pricing, branded travel documents, quote email delivery, reusable content/marketing libraries, billing, and release workflows.
 
 I also contract with **xAI Human Data** on software-engineering model evaluation, reviewing AI-generated code across languages and domains to help improve coding-model quality.
 
@@ -35,7 +35,7 @@ Before this, I was a **Lead AI Engineer at Bebridge/Slid**, a 50K+ MAU EdTech pl
 
 - **AI product systems:** LLM workflows, multimodal AI, RAG, coding-model evaluation, AI note generation, transcript correction, and learning tools.
 - **Full-stack platforms:** TypeScript, React, Next.js, Python/FastAPI, Node.js/Express, PostgreSQL, Supabase, Drizzle ORM, MongoDB, and Redis.
-- **Workflow infrastructure:** browser extensions, local-first Obsidian workflows, rich editors, PDF/document generation, email delivery, Cloudflare R2, Stripe, Razorpay, Vercel, AWS, Docker, PostHog, and Sentry.
+- **Workflow infrastructure:** browser extensions, local-first Obsidian workflows, rich editors, PDF/automated document generation, email delivery, Cloudflare R2, Stripe, Razorpay, Vercel, AWS, Docker, PostHog, and Sentry.
 
 My engineering philosophy is simple: put users at the center, move fast but measure real behavior, build the whole loop from product to reliability, and stay calm under ambiguity.
 
@@ -51,8 +51,8 @@ I also serve as **Vice President of the Ugandan Community in South Korea**, supp
 
 I’m open to senior/principal engineering conversations, technical advisory, AI product collaborations, privacy-first AI, coding agents/model evaluation, and workflow automation.
 
-- [Technical resume](/assets/pdf/2026-06-05-Hamza-Kyamanywa-Resume-Technical-Draft.pdf)
-- [Founder/product resume](/assets/pdf/2026-06-05-Hamza-Kyamanywa-Resume-Founder-Draft.pdf)
+- [Technical resume](/assets/pdf/2026-06-09-Hamza-Kyamanywa-Resume-Technical-Draft.pdf)
+- [Founder/product resume](/assets/pdf/2026-06-09-Hamza-Kyamanywa-Resume-Founder-Draft.pdf)
 - [LinkedIn](https://www.linkedin.com/in/untilhamza)
 - [GitHub](https://github.com/untilhamza)
 - [Email](mailto:untilhamza@gmail.com)
diff --git a/_projects/00_quest.md b/_projects/00_quest.md
index d12351c..1f3b81c 100644
--- a/_projects/00_quest.md
+++ b/_projects/00_quest.md
@@ -1,7 +1,7 @@
 ---
 layout: page
-title: Quest Safari Quotation Platform
-description: CTO and co-founder work building a B2B SaaS platform and PDF infrastructure for safari tour operators
+title: Quest Travel Planning Platform
+description: CTO and co-founder work building travel planning software for tour and travel companies in Uganda and East Africa
 img:
 importance: 2
 category: work
@@ -9,17 +9,17 @@ category: work
 
 <div>
   <h3>Overview</h3>
-  <p><a href="https://questheaven.com">Quest</a> is a Kampala, Uganda-based safari quotation platform for tour operators that I work on remotely from Seoul. I co-founded Quest as CTO and lead a 3-person engineering/product team building the platform: operator dashboards, admin tools, travel requests, itinerary planning, pricing, branded PDF generation, quote email delivery, content libraries, billing, and release workflows.</p>
+  <p><a href="https://questheaven.com">Quest</a> is a Kampala, Uganda-based travel planning platform for tour and travel companies that I work on remotely from Seoul. I co-founded Quest as CTO and lead a 3-person engineering/product team building the platform: operator dashboards, admin tools, Uganda/East Africa destination data, travel requests, itinerary planning, accurate pricing, branded automated document generation, quote email delivery, reusable content libraries, billing, and release workflows.</p>
 
   <h3>Problem</h3>
-  <p>Tour operators often build quotes through spreadsheets, scattered assets, manual document editing, and repeated back-and-forth with travelers. Quest turns that workflow into structured software: requests become itineraries, pricing becomes traceable, and final proposals become branded PDF and email outputs.</p>
+  <p>Tour operators often prepare trips through spreadsheets, scattered destination/accommodation data, manual document editing, and repeated back-and-forth with travelers. Quest turns that workflow into structured software: shared travel data becomes reusable, requests become itineraries, pricing becomes traceable, and final plans become branded quotes, documents, emails, and marketing materials.</p>
 
   <h3>What I Built</h3>
   <ul>
-    <li><strong>Operator and admin workflows:</strong> travel requests, tourists, itinerary planning, quote generation, analytics, billing, company settings, and role-aware access.</li>
-    <li><strong>Safari-domain data model:</strong> destinations, activities, hotels/lodges, room rates, transport, geography, company content, vehicles, staff, reviews, and per-company settings.</li>
+    <li><strong>Operator and admin workflows:</strong> travel requests, tourists, destination/accommodation/activity selection, itinerary planning, quote generation, analytics, billing, company settings, and role-aware access.</li>
+    <li><strong>Travel-domain data model:</strong> destinations across Uganda/East Africa, activities, hotels/lodges, room rates, transport, entry fees, geography, company content, vehicles, staff, reviews, and per-company settings.</li>
     <li><strong>Quote economics:</strong> USD/UGX exchange-rate settings, live/manual rate refresh, transport fuel conversion, room pricing, service fees, and quote-level cost summaries.</li>
-    <li><strong>Document delivery system:</strong> branded A4 safari PDFs, page previews, edit overrides, Cloudflare R2 storage, Resend quote emails, merge tags, sender flows, and PDF attachments.</li>
+    <li><strong>Document and marketing outputs:</strong> branded A4 trip documents, travel quotes, page previews, edit overrides, Cloudflare R2 storage, Resend quote emails, merge tags, sender flows, and PDF attachments.</li>
     <li><strong>SaaS launch model:</strong> Free + Pro pricing, company-level Stripe subscriptions, full-access trials, billing settings, plan badges, and output-level gates for clean PDFs, email sending, and branding.</li>
   </ul>
 
diff --git a/assets/pdf/2026-06-05-Hamza-Kyamanywa-Resume-Draft.pdf b/assets/pdf/2026-06-09-Hamza-Kyamanywa-Resume-Draft.pdf
similarity index 85%
rename from assets/pdf/2026-06-05-Hamza-Kyamanywa-Resume-Draft.pdf
rename to assets/pdf/2026-06-09-Hamza-Kyamanywa-Resume-Draft.pdf
index b8f8a12..b57d875 100644
Binary files a/assets/pdf/2026-06-05-Hamza-Kyamanywa-Resume-Draft.pdf and b/assets/pdf/2026-06-09-Hamza-Kyamanywa-Resume-Draft.pdf differ
diff --git a/assets/pdf/2026-06-05-Hamza-Kyamanywa-Resume-Founder-Draft.pdf b/assets/pdf/2026-06-09-Hamza-Kyamanywa-Resume-Founder-Draft.pdf
similarity index 85%
rename from assets/pdf/2026-06-05-Hamza-Kyamanywa-Resume-Founder-Draft.pdf
rename to assets/pdf/2026-06-09-Hamza-Kyamanywa-Resume-Founder-Draft.pdf
index 677d8e5..11d3ef6 100644
Binary files a/assets/pdf/2026-06-05-Hamza-Kyamanywa-Resume-Founder-Draft.pdf and b/assets/pdf/2026-06-09-Hamza-Kyamanywa-Resume-Founder-Draft.pdf differ
diff --git a/assets/pdf/2026-06-05-Hamza-Kyamanywa-Resume-Technical-Draft.pdf b/assets/pdf/2026-06-09-Hamza-Kyamanywa-Resume-Technical-Draft.pdf
similarity index 74%
rename from assets/pdf/2026-06-05-Hamza-Kyamanywa-Resume-Technical-Draft.pdf
rename to assets/pdf/2026-06-09-Hamza-Kyamanywa-Resume-Technical-Draft.pdf
index b6172da..1272dfc 100644
Binary files a/assets/pdf/2026-06-05-Hamza-Kyamanywa-Resume-Technical-Draft.pdf and b/assets/pdf/2026-06-09-Hamza-Kyamanywa-Resume-Technical-Draft.pdf differ
diff --git a/career_evidence/README.md b/career_evidence/README.md
index b9aafd1..1c568b9 100644
--- a/career_evidence/README.md
+++ b/career_evidence/README.md
@@ -27,7 +27,7 @@ Before editing the site or resume:
 - `_TEMPLATE.md` - template for adding future roles/projects.
 - `linkedin/` - LinkedIn-specific profile, About, experience, skills, and Featured section drafts.
 - `resume_ai_extractions/` - diagnostic notes on how AI/ATS/platform parsers interpret generated resumes.
-- `roles/quest-platform.md` - Quest safari quotation platform work.
+- `roles/quest-platform.md` - Quest travel planning platform work.
 - `roles/quest-pdf-service.md` - Quest PDF generation service work.
 - `roles/xai-human-data.md` - xAI Human Data / AI Tutor software engineering contract work.
 - `roles/hovernotes.md` - HoverNotes founder work.
diff --git a/career_evidence/index.yml b/career_evidence/index.yml
index b1ec24f..9044ca3 100644
--- a/career_evidence/index.yml
+++ b/career_evidence/index.yml
@@ -4,7 +4,7 @@ roles:
     organization: xAI / Remote Technology Services
     role: Software Engineering Specialist, Human Data / AI Tutor - Software Engineering (Expert)
     period: May 2026 - Present
-    location: Remote, USA
+    location: Remote, United States
     evidence_file: roles/xai-human-data.md
     source_repos:
       - Private local workspace, not included in this repo.
@@ -15,12 +15,12 @@ roles:
     status: Verified from contract, user statement, and public xAI role posting; internal details confidential
 
   - id: quest-platform
-    public_name: Quest Safari Quotation Platform
+    public_name: Quest Travel Planning Platform
     organization: Quest, Kampala, Uganda
     public_url: https://questheaven.com
     role: CTO and Co-founder
     period: 2026 - Present needs confirmation
-    location: Kampala, Uganda; remote from Seoul, South Korea
+    location: Remote, Kampala (Uganda)
     evidence_file: roles/quest-platform.md
     source_repos:
       - private-local-workspace/quest/quest-web-app
@@ -36,7 +36,7 @@ roles:
     organization: Quest, Kampala, Uganda
     role: CTO and Co-founder / PDF infrastructure owner
     period: 2026 - Present needs confirmation
-    location: Kampala, Uganda; remote from Seoul, South Korea
+    location: Remote, Kampala (Uganda)
     evidence_file: roles/quest-pdf-service.md
     source_repos:
       - private-local-workspace/quest/quest-pdf-service
@@ -50,7 +50,7 @@ roles:
     organization: HoverNotes, U.S. company
     role: Technical Founder and CEO
     period: Jul 2025 - Present
-    location: U.S. company; remote from Seoul, South Korea
+    location: Remote, United States
     evidence_file: roles/hovernotes.md
     source_repos:
       - private-local-workspace/hovernotes/hover-notes-web-app
diff --git a/career_evidence/linkedin/2026-06-05-linkedin-update-plan.md b/career_evidence/linkedin/2026-06-05-linkedin-update-plan.md
index 4e29bb6..f4274b0 100644
--- a/career_evidence/linkedin/2026-06-05-linkedin-update-plan.md
+++ b/career_evidence/linkedin/2026-06-05-linkedin-update-plan.md
@@ -18,13 +18,13 @@
 
 Hamza should not look like a generic AI engineer with a long tool list. The strongest LinkedIn story is:
 
-> Technical founder and CTO who builds AI products for real workflows: video learning, safari quotations, and coding-model evaluation. Strong across product strategy, full-stack systems, LLM workflows, browser extensions, payments, document generation, and production reliability.
+> Technical founder and CTO who builds AI products for real workflows: video learning, travel plans and quotes, and coding-model evaluation. Strong across product strategy, full-stack systems, LLM workflows, browser extensions, payments, automated document generation, and production reliability.
 
 The profile should make three things obvious:
 
 1. Current work is HoverNotes + Quest.
 2. HoverNotes is real and monetized: `$10K+/month revenue`, around `20K Chrome/Edge installs`.
-3. Quest is real CTO/co-founder work: leading a `3-person engineering/product team`, building B2B SaaS and PDF infrastructure for safari operators.
+3. Quest is real CTO/co-founder work: leading a `3-person engineering/product team`, building travel planning software for tour and travel companies in Uganda.
 
 ## Headline Options
 
@@ -52,7 +52,7 @@ Right now I spend most of my time on two products:
 
 **HoverNotes** - a privacy-first AI video note-taking product that turns online lectures, tutorials, and course videos into structured notes users can keep in their own Obsidian/Markdown workflows. I founded and built the product across the Chrome/Edge extension, Next.js web app, AI note-generation flows, payments, analytics, localization, SEO, and production operations. As of June 2026, HoverNotes is doing over $10K/month in revenue with around 20K Chrome/Edge installs.
 
-**Quest** - a safari quotation platform for tour operators. I co-founded Quest as CTO and lead a 3-person engineering/product team building the platform: operator dashboards, admin tools, travel requests, itinerary planning, pricing, branded PDF generation, quote email delivery, content libraries, billing, and release workflows.
+**Quest** - travel planning software for tour and travel companies in Uganda. I co-founded Quest as CTO and lead a 3-person engineering/product team building the platform: operator dashboards, admin tools, destination/accommodation/activity data, travel requests, itinerary planning, accurate pricing, branded documents, quote email delivery, reusable content libraries, billing, and release workflows.
 
 I also contract with xAI Human Data on software-engineering model evaluation, reviewing AI-generated code across languages and domains to help improve coding-model quality.
 
@@ -70,7 +70,7 @@ My current focus is HoverNotes and Quest.
 
 At **HoverNotes**, I founded and built a privacy-first AI video note-taking SaaS with over $10K/month revenue and around 20K Chrome/Edge installs. The product spans a Chrome/Edge extension, Next.js web app, local-first Obsidian workflows, AI note-generation pipelines, regional payments, analytics, SEO/i18n, and production reliability.
 
-At **Quest**, I’m CTO and co-founder, leading a 3-person team building a Next.js safari quotation platform for Uganda-based tour operators. The platform includes operator/admin workflows, structured destination/activity/hotel/transport data, quote pricing, PDF preview/export, Resend quote email delivery, Stripe billing, Cloudflare R2 storage, and a TypeScript/Express + Puppeteer PDF service.
+At **Quest**, I’m CTO and co-founder, leading a 3-person team building a Next.js travel planning platform for tour and travel companies in Uganda. The platform includes operator/admin workflows, structured destination/activity/hotel/transport data across Uganda and East Africa, itinerary planning, quote pricing, PDF preview/export, Resend quote email delivery, Stripe billing, Cloudflare R2 storage, and a TypeScript/Express + Puppeteer PDF service.
 
 I also work with xAI Human Data as a software-engineering specialist / AI Tutor, evaluating AI-generated code for model training and benchmarking across Python, TypeScript, Java, Go, Rust, C/C++, databases, distributed systems, AI/ML, security, and performance domains.
 
@@ -92,7 +92,7 @@ Full-time
 
 Location:
 
-U.S. company; remote from Seoul
+Remote, United States
 
 Dates:
 
@@ -114,7 +114,7 @@ Key work:
 
 Suggested skills:
 
-Next.js, TypeScript, React, Chrome Extensions, Browser Extensions, OpenAI API, LangGraph, FastAPI, Stripe, Razorpay, PostHog, Obsidian, Product Analytics, SEO
+Next.js, TypeScript, React, Chrome Extensions, Browser Extensions, LLM APIs, LangGraph, FastAPI, Stripe, Razorpay, PostHog, Obsidian, Product Analytics, SEO
 
 ### Quest
 
@@ -136,16 +136,16 @@ Jan 2026 - Present if you want to match the xAI parser inference; otherwise 2026
 
 Description:
 
-Co-founded Quest as CTO and lead a 3-person engineering/product team building a Kampala, Uganda-based safari quotation platform for Uganda-based tour operators while working remotely from Seoul.
+Co-founded Quest as CTO and lead a 3-person engineering/product team building a Kampala, Uganda-based travel planning platform for tour and travel companies while working remotely from Seoul.
 
-Quest turns operator quoting from spreadsheets, scattered assets, and manual documents into a structured workflow for travel requests, itineraries, quote pricing, branded PDFs, quote email delivery, billing, analytics, and content libraries.
+Quest turns trip preparation from spreadsheets, scattered destination/accommodation data, and manual documents into a structured workflow for travel requests, itineraries, accurate pricing, branded documents, quote email delivery, billing, analytics, and reusable content/marketing libraries.
 
 Key work:
 
 - Lead product and platform architecture across operator dashboards, Quest admin tools, travel requests, tourists, content libraries, quote building, analytics, billing, company settings, and role-aware access.
-- Built structured domain workflows for destinations, activities, hotels/lodges, room rates, transport, geography, company content, vehicles, staff, reviews, and per-company settings.
+- Built structured domain workflows for destinations, activities, hotels/lodges, room rates, transport, entry fees, geography, company content, vehicles, staff, reviews, and per-company settings.
 - Designed quote economics for real operator constraints, including USD/UGX exchange rates, transport fuel conversion, room pricing, service fees, and quote-level cost summaries.
-- Built the document delivery system as a core product surface: branded A4 safari PDFs, page previews, edit overrides, Cloudflare R2 storage, Resend quote emails, merge tags, sender flows, and PDF attachments.
+- Built the document delivery system as a core product surface: branded A4 trip documents and quote PDFs, page previews, edit overrides, Cloudflare R2 storage, Resend quote emails, merge tags, sender flows, and PDF attachments.
 - Designed the Free + Pro launch model with company-level Stripe subscriptions, full-access trials, billing settings, plan badges, and output-level gates for clean PDFs, email sending, and branding.
 - Established Vercel QA/release workflows and deployed PDF infrastructure with Docker/Hetzner.
 
@@ -165,7 +165,7 @@ Contract
 
 Location:
 
-Kampala, Uganda; remote from Seoul
+Remote, Kampala (Uganda)
 
 Dates:
 
@@ -296,7 +296,7 @@ Dates:
 
 Description:
 
-Serve as Vice President of the Ugandan Community in South Korea, supporting governance, embassy-facing communication, partnership strategy, and community engagement.
+Serve as **Vice President of the Ugandan Community in South Korea**, supporting governance, embassy-facing communication, partnership strategy, and community engagement.
 
 Key work:
 
@@ -314,7 +314,7 @@ Add 3-5 featured items if possible:
 
 1. HoverNotes website or Chrome Web Store listing.
 2. Quest website or a public product/demo page if available.
-3. Resume PDF: `2026-06-05-Hamza-Kyamanywa-Resume-Technical-Draft.pdf`.
+3. Resume PDF: `2026-06-09-Hamza-Kyamanywa-Resume-Technical-Draft.pdf`.
 4. Selected open-source contribution or GitHub profile.
 5. Springer Nature paper or research publication.
 
@@ -340,7 +340,7 @@ Additional skills worth keeping:
 - FastAPI
 - LangChain
 - LangGraph
-- OpenAI API
+- LLM APIs
 - Whisper
 - RAG
 - Vector Search
diff --git a/career_evidence/linkedin/2026-06-05-new-about-section.md b/career_evidence/linkedin/2026-06-05-new-about-section.md
index a9b2ee5..cbd82e3 100644
--- a/career_evidence/linkedin/2026-06-05-new-about-section.md
+++ b/career_evidence/linkedin/2026-06-05-new-about-section.md
@@ -13,9 +13,9 @@ I’m a technical founder, CTO, and AI/full-stack engineer building products whe
 
 Right now I spend most of my time on two products:
 
-**HoverNotes** - a U.S. company and privacy-first AI video note-taking product that I operate remotely from Seoul. It turns online lectures, tutorials, and course videos into structured notes users can keep in their own Obsidian/Markdown workflows. I founded and built the product across the Chrome/Edge extension, Next.js web app, realtime video-in notes-out AI workflows, payments, analytics, localization, SEO, and production operations. As of June 2026, HoverNotes is doing over $10K/month in revenue with around 20K installs across Chrome and Edge.
+**HoverNotes** - a privacy-first AI video note-taking product. It turns online lectures, tutorials, and course videos into structured notes users can keep in their own Obsidian/Markdown workflows. I founded and built the product across the Chrome/Edge extension, Next.js web app, realtime video-in notes-out AI workflows, payments, analytics, localization, SEO, and production operations. As of June 2026, HoverNotes is doing over $10K/month in revenue with around 20K installs across Chrome and Edge.
 
-**Quest** - a Kampala, Uganda-based safari quotation platform for tour operators that I work on remotely from Seoul. I co-founded Quest as CTO and lead a 3-person engineering/product team building the platform: operator dashboards, admin tools, travel requests, itinerary planning, pricing, branded PDF generation, quote email delivery, content libraries, billing, and release workflows.
+**Quest** - a Kampala, Uganda-based travel planning software for tour and travel companies that I work on remotely from Seoul. I co-founded Quest as CTO and lead a 3-person engineering/product team building the platform: operator dashboards, admin tools, destination/accommodation/activity data, travel requests, itinerary planning, accurate pricing, branded documents, quote email delivery, reusable content libraries, billing, and release workflows.
 
 I also contract with xAI Human Data on software-engineering model evaluation, reviewing AI-generated code across languages and domains to help improve coding-model quality.
 
@@ -40,9 +40,9 @@ My work sits at the intersection of product judgment and deep engineering execut
 
 Right now I’m focused on two products:
 
-**HoverNotes** - a U.S. company and privacy-first AI video note-taking product that I operate remotely from Seoul. It turns online lectures, tutorials, and course videos into structured notes users can keep in their own Obsidian/Markdown workflows. I founded and built the product across the Chrome/Edge extension, Next.js web app, realtime video-in notes-out AI workflows, payments, analytics, localization, SEO, and production operations. As of June 2026, HoverNotes is doing over $10K/month in revenue with around 20K installs across Chrome and Edge.
+**HoverNotes** - a privacy-first AI video note-taking product. It turns online lectures, tutorials, and course videos into structured notes users can keep in their own Obsidian/Markdown workflows. I founded and built the product across the Chrome/Edge extension, Next.js web app, realtime video-in notes-out AI workflows, payments, analytics, localization, SEO, and production operations. As of June 2026, HoverNotes is doing over $10K/month in revenue with around 20K installs across Chrome and Edge.
 
-**Quest** - a Kampala, Uganda-based safari quotation platform for tour operators that I work on remotely from Seoul. I co-founded Quest as CTO and lead a 3-person engineering/product team building operator dashboards, admin tools, travel requests, itinerary planning, pricing, branded PDF generation, quote email delivery, content libraries, billing, and release workflows.
+**Quest** - a Kampala, Uganda-based travel planning software for tour and travel companies that I work on remotely from Seoul. I co-founded Quest as CTO and lead a 3-person engineering/product team building operator dashboards, admin tools, destination/accommodation/activity data, travel requests, itinerary planning, accurate pricing, branded documents, quote email delivery, reusable content libraries, billing, and release workflows.
 
 I also contract with xAI Human Data on software-engineering model evaluation, reviewing AI-generated code across languages and domains to help improve coding-model quality.
 
@@ -53,7 +53,7 @@ A few things I’m proud of beyond the role titles:
 - Co-authored a Springer Nature Computer Science paper on responsible AI and interpretable machine learning.
 - Contributed to developer tools and AI/open-source ecosystems including LangChain, Vercel AI SDK, Editor.js, Redux Toolkit, MemGPT, Pytube, FastAPI, and related projects.
 - Published technical answers and references used by thousands of developers working with WebRTC, speech-to-text, and AI application patterns.
-- Serve as Vice President of the Ugandan Community in South Korea, supporting governance, embassy-facing communication, partnership strategy, and community engagement.
+- Serve as **Vice President of the Ugandan Community in South Korea**, supporting governance, embassy-facing communication, partnership strategy, and community engagement.
 
 My engineering philosophy is simple:
 
@@ -74,15 +74,15 @@ My work sits at the intersection of product judgment and deep engineering execut
 
 Right now I’m focused on two products:
 
-**HoverNotes** - a U.S. company and privacy-first AI video note-taking product that I operate remotely from Seoul. It turns online lectures, tutorials, and course videos into structured notes users can keep in their own Obsidian/Markdown workflows. I founded and built the product across the Chrome/Edge extension, Next.js web app, realtime video-in notes-out AI workflows, payments, analytics, localization, SEO, and production operations. As of June 2026, HoverNotes is doing over $10K/month in revenue with around 20K installs across Chrome and Edge.
+**HoverNotes** - a privacy-first AI video note-taking product. It turns online lectures, tutorials, and course videos into structured notes users can keep in their own Obsidian/Markdown workflows. I founded and built the product across the Chrome/Edge extension, Next.js web app, realtime video-in notes-out AI workflows, payments, analytics, localization, SEO, and production operations. As of June 2026, HoverNotes is doing over $10K/month in revenue with around 20K installs across Chrome and Edge.
 
-**Quest** - a Kampala, Uganda-based safari quotation platform for tour operators that I work on remotely from Seoul. I co-founded Quest as CTO and lead a 3-person engineering/product team building operator dashboards, admin tools, travel requests, itinerary planning, pricing, branded PDF generation, quote email delivery, content libraries, billing, and release workflows.
+**Quest** - a Kampala, Uganda-based travel planning software for tour and travel companies that I work on remotely from Seoul. I co-founded Quest as CTO and lead a 3-person engineering/product team building operator dashboards, admin tools, destination/accommodation/activity data, travel requests, itinerary planning, accurate pricing, branded documents, quote email delivery, reusable content libraries, billing, and release workflows.
 
 I also contract with xAI Human Data on software-engineering model evaluation, reviewing AI-generated code across languages and domains to help improve coding-model quality.
 
 Previously, I was a Lead AI Engineer at Bebridge/Slid, a 50K+ MAU EdTech platform, doing principal-level AI engineering work: setting technical direction, solving hard AI/product problems, and shipping LLM-powered auto-notes, AI chat, semantic search, transcript correction, mobile AI workflows, real-time transcription, and cross-platform product systems.
 
-Beyond role titles, I’ve co-authored a Springer Nature Computer Science paper on responsible AI, contributed to developer tools and AI/open-source ecosystems, published technical answers used by thousands of developers, and serve as Vice President of the Ugandan Community in South Korea.
+Beyond role titles, I’ve co-authored a Springer Nature Computer Science paper on responsible AI, contributed to developer tools and AI/open-source ecosystems, published technical answers used by thousands of developers, and serve as **Vice President of the Ugandan Community in South Korea**.
 
 My engineering philosophy: put users at the center, move fast but measure real behavior, build the whole loop from product to reliability, and stay calm under ambiguity.
 
@@ -96,9 +96,9 @@ I’m a technical founder, CTO, and AI/full-stack engineer building products whe
 
 Currently, I’m focused on **HoverNotes** and **Quest**.
 
-At HoverNotes, I founded and built a U.S. company and privacy-first AI video note-taking product with over $10K/month revenue and around 20K Chrome/Edge installs, working remotely from Seoul. The product turns online lectures, tutorials, and course videos into structured notes users can keep in their own Obsidian/Markdown workflows.
+At HoverNotes, I founded and built a privacy-first AI video note-taking product with over $10K/month revenue and around 20K Chrome/Edge installs. The product turns online lectures, tutorials, and course videos into structured notes users can keep in their own Obsidian/Markdown workflows.
 
-At Quest, I’m CTO and co-founder, leading a 3-person engineering/product team building a Kampala, Uganda-based safari quotation platform for tour operators while working remotely from Seoul: requests, itineraries, pricing, branded PDFs, quote emails, content libraries, billing, and release workflows.
+At Quest, I’m CTO and co-founder, leading a 3-person engineering/product team building Kampala, Uganda-based travel planning software for tour and travel companies while working remotely from Seoul: destination/accommodation/activity data, requests, itineraries, pricing, branded documents, quote emails, content libraries, billing, and release workflows.
 
 I also contract with xAI Human Data on software-engineering model evaluation, reviewing AI-generated code across languages and domains to improve coding-model quality.
 
diff --git a/career_evidence/roles/bebridge-slid.md b/career_evidence/roles/bebridge-slid.md
index 80f138b..c9ed6ca 100644
--- a/career_evidence/roles/bebridge-slid.md
+++ b/career_evidence/roles/bebridge-slid.md
@@ -46,7 +46,7 @@ Slid is an EdTech platform for learning from online videos. Existing site/resume
 
 - Problem: Learners needed automatic notes from video lectures.
 - What Hamza built: LLM/Whisper-based automatic note generation from video.
-- Technologies: OpenAI API, Whisper, Python/FastAPI, AWS, LangGraph.
+- Technologies: LLM APIs, Whisper, Python/FastAPI, AWS, LangGraph.
 - Result: Existing resume claims 12% video engagement lift and 25% overall retention boost.
 - Evidence: Existing resume/CV and project pages. Metrics should be confirmed before heavy external use.
 
@@ -102,7 +102,7 @@ Slid is an EdTech platform for learning from online videos. Existing site/resume
 
 - Frontend/mobile: React, React Native, Chrome Extension, Electron.
 - Backend: Python, FastAPI, Node.js.
-- AI: OpenAI API, Whisper, LangChain, LangGraph, Pinecone, embeddings.
+- AI: LLM APIs, Whisper, LangChain, LangGraph, Pinecone, embeddings.
 - Realtime/media: WebRTC, Socket.io, FFmpeg.
 - Cloud: AWS Lambda, EventBridge, S3, Cognito.
 - Payments: Stripe, Payple, Apple In-App Purchase needs confirmation.
diff --git a/career_evidence/roles/hovernotes.md b/career_evidence/roles/hovernotes.md
index 9a68e3b..91eea18 100644
--- a/career_evidence/roles/hovernotes.md
+++ b/career_evidence/roles/hovernotes.md
@@ -7,7 +7,7 @@
 - Organization/client: HoverNotes, U.S. company
 - Role/title: Technical Founder and CEO
 - Period: Jul 2025 - Present
-- Location: U.S. company; operated remotely from Seoul, South Korea
+- Location: Remote, United States
 - Source repos:
   - `private-local-workspace/hovernotes/hover-notes-web-app`
   - Remote: `https://github.com/HoverNotes/hover-notes-web-app.git`
diff --git a/career_evidence/roles/quest-pdf-service.md b/career_evidence/roles/quest-pdf-service.md
index d165d80..0e7cdbd 100644
--- a/career_evidence/roles/quest-pdf-service.md
+++ b/career_evidence/roles/quest-pdf-service.md
@@ -7,19 +7,19 @@
 - Organization/client: Quest, Kampala, Uganda
 - Role/title: CTO and Co-founder / PDF infrastructure owner
 - Period: 2026 - Present needs confirmation
-- Location: Kampala, Uganda; Hamza works remotely from Seoul, South Korea
+- Location: Remote, Kampala (Uganda)
 - Source repo: `private-local-workspace/quest/quest-pdf-service`
 - Existing public artifacts: Not yet integrated into site/resume
 
 ## One-Line Positioning
 
-Led the PDF infrastructure for Quest, building a production microservice that turns quote JSON into branded, paginated A4 safari quote PDFs, previews, and stored outputs in Cloudflare R2.
+Led the document infrastructure for Quest, building a production microservice that turns structured travel planning data into branded, paginated A4 trip documents, quote PDFs, previews, and stored outputs in Cloudflare R2.
 
 ## Context
 
-Quest needs professional quote documents for safari operators and travelers from its Kampala, Uganda-based platform. The web app sends structured quote data to this service, which renders branded templates, paginates content, generates PDFs in headless Chrome, and uploads the result to Cloudflare R2.
+Quest needs professional trip documents and quote materials for tour companies and travelers from its Kampala, Uganda-based travel planning platform. The web app sends structured trip, itinerary, pricing, company, and quote data to this service, which renders branded templates, paginates content, generates PDFs in headless Chrome, and uploads the result to Cloudflare R2.
 
-The PDF service is part of the broader Quest CTO/co-founder role and pairs with the web app's quote builder, page settings, preview/edit drawers, quote email workflow, R2 asset handling, and output-level monetization.
+The PDF service is part of the broader Quest CTO/co-founder role and pairs with the web app's travel planning, itinerary, quote builder, page settings, preview/edit drawers, quote email workflow, R2 asset handling, and output-level monetization.
 
 ## Ownership
 
@@ -36,7 +36,7 @@ The PDF service is part of the broader Quest CTO/co-founder role and pairs with
 
 ### Quote PDF Rendering
 
-- Problem: Quest needs pixel-perfect safari quote documents from structured app data.
+- Problem: Quest needs pixel-perfect travel quote and trip documents from structured app data.
 - What Hamza built: JSON-to-HTML-to-PDF pipeline using Handlebars templates and Puppeteer.
 - Technologies: Node.js 20, TypeScript, Express, Handlebars, Puppeteer.
 - Result: Quote data can be converted into branded PDFs via `/generate-pdf` and supporting preview flows.
@@ -47,7 +47,7 @@ The PDF service is part of the broader Quest CTO/co-founder role and pairs with
 - Problem: Dynamic itinerary and pricing content can overflow fixed A4 pages.
 - What Hamza built: In-browser pagination that measures rendered content, splits overflowing pages, adds continuation headers, and controls footers.
 - Technologies: Puppeteer, browser DOM measurement, TypeScript.
-- Result: More reliable document output for variable-length safari quotes.
+- Result: More reliable document output for variable-length travel plans and quotes.
 - Evidence: `quest-pdf-service/README.md`, `src/paginator.ts`.
 
 ### Template System
@@ -84,7 +84,7 @@ The PDF service is part of the broader Quest CTO/co-founder role and pairs with
 
 ## Resume Bullet Bank
 
-- Built Quest's PDF generation microservice, converting quote JSON into branded A4 safari quote PDFs with Puppeteer, Handlebars, and TypeScript.
+- Built Quest's PDF generation microservice, converting structured travel quote JSON into branded A4 trip documents and quote PDFs with Puppeteer, Handlebars, and TypeScript.
 - Designed a pre-pagination engine that measures rendered content in headless Chrome, splits overflowing itinerary/pricing sections, and injects continuation headers and controlled footers.
 - Implemented Cloudflare R2 upload/delete workflows with dev/prod storage targeting and company-scoped folder organization.
 - Created modular quote templates with configurable page order, company theming, full-bleed covers, itinerary pages, pricing pages, terms, vehicles, about pages, back covers, and per-page previews.
diff --git a/career_evidence/roles/quest-platform.md b/career_evidence/roles/quest-platform.md
index b1aef1c..0f7d537 100644
--- a/career_evidence/roles/quest-platform.md
+++ b/career_evidence/roles/quest-platform.md
@@ -1,32 +1,34 @@
-# Quest Safari Quotation Platform
+# Quest Travel Planning Platform
 
 ## Metadata
 
 - Evidence status: Verified local repo and user-stated CTO/co-founder role, 3-person team leadership, Kampala/Uganda setup, and remote-from-Seoul work location; exact dates need confirmation
-- Public name: Quest Safari Quotation Platform
+- Public name: Quest Travel Planning Platform
 - Organization/client: Quest, Kampala, Uganda
 - Public URL: https://questheaven.com
 - Role/title: CTO and Co-founder
 - Period: 2026 - Present needs confirmation
-- Location: Kampala, Uganda; Hamza works remotely from Seoul, South Korea
+- Location: Remote, Kampala (Uganda)
 - Source repo: `private-local-workspace/quest/quest-web-app`
 - Repo remote: `https://github.com/questdev-canine/quest-web-app.git`
 - Existing public artifacts: Not yet integrated into site/resume
 
 ## One-Line Positioning
 
-Co-founded and leads technology for Quest (https://questheaven.com), a Kampala, Uganda-based production Next.js platform that helps Uganda-based tour operators create accurate safari quotations, manage itinerary data, deliver branded quotes, and run operator-facing quote workflows while Hamza works remotely from Seoul.
+Co-founded and leads technology for Quest (https://questheaven.com), a Kampala, Uganda-based travel planning platform for tour and travel companies. Quest helps operators prepare trips from shared and company-specific destination data, plan itineraries, price trips accurately, and turn those plans into quotes, documents, emails, and marketing materials while Hamza works remotely from Seoul.
 
 ## Context
 
-Quest is a Kampala, Uganda-based web application for Uganda-based tour operators. The platform supports Quest/admin operations, operator dashboards, company onboarding, document verification, content libraries, travel requests, itinerary building, quote generation, quote email delivery, PDF previews/exports, tourist tracking, billing, and analytics.
+Quest is a Kampala, Uganda-based web application for tour and travel companies in Uganda and East Africa. The platform supports Quest/admin operations, operator dashboards, company onboarding, destination and activity databases, accommodation/transport data, travel requests, itinerary building, quote generation, automated travel document generation, marketing content, quote email delivery, PDF previews/exports, tourist tracking, billing, and analytics.
+
+User clarification on 2026-06-06: describe Quest as travel planning software, not just safari quotation software or PDF infrastructure. The quote/PDF/email layer is an important output surface, but the larger product is the operational system around destination data, trip preparation, itineraries, accurate pricing, documents, and marketing materials for tour/travel companies.
 
 ## Ownership
 
 - Platform application development across Next.js App Router, TypeScript, Tailwind CSS, shadcn/ui, PostgreSQL/Supabase, Drizzle ORM, NextAuth v5, and Resend.
-- Admin panel systems for managing platform data such as destinations, activities, hotels/lodges, transport, companies, users, settings, categories, and geography.
-- Operator dashboard workflows for travel requests, itinerary creation, quote generation, quote email delivery, PDF preview/export, content libraries, analytics, billing, and tourist tracking.
-- Product and architecture decisions around company-scoped content, trial/subscription gating, quote output monetization, Stripe billing, exchange rates, PDF infrastructure, and release workflow.
+- Admin panel systems for managing the travel data layer: destinations, activities, hotels/lodges, room rates, transport, companies, users, settings, categories, geography, and reusable content.
+- Operator dashboard workflows for travel requests, itinerary creation, pricing, quote generation, travel documentation, marketing materials, quote email delivery, PDF preview/export, content libraries, analytics, billing, and tourist tracking.
+- Product and architecture decisions around company-scoped content, destination data, trial/subscription gating, output monetization, Stripe billing, exchange rates, document infrastructure, and release workflow.
 - Leadership of a 3-person engineering/product team.
 - Deployment workflow and branch promotion process for shared QA, personal QA branches, and production releases.
 
@@ -34,10 +36,10 @@ Quest is a Kampala, Uganda-based web application for Uganda-based tour operators
 
 ### Platform Architecture
 
-- Problem: Tour operators need fast, accurate, structured safari quotation workflows.
-- What Hamza built: Next.js 16 App Router application with typed database access, role-based surfaces, company onboarding, operator dashboards, content libraries, quote workflows, analytics, and billing surfaces.
+- Problem: Tour and travel companies need structured software for preparing trips, reusing destination data, building itineraries, pricing travel plans accurately, and turning those plans into customer-facing materials.
+- What Hamza built: Next.js 16 App Router application with typed database access, role-based surfaces, company onboarding, operator dashboards, destination/activity/accommodation/transport data, itinerary workflows, quote/document/marketing workflows, analytics, and billing surfaces.
 - Technologies: Next.js 16, React 19, TypeScript, Tailwind CSS 4, shadcn/ui, Drizzle ORM, PostgreSQL/Supabase.
-- Result: Production platform foundation for Quest's quotation operations and SaaS launch path.
+- Result: Production platform foundation for Quest's travel planning operations, destination-data workflows, operator content layer, customer-facing outputs, and SaaS launch path.
 - Evidence: `quest-web-app/README.md`, `package.json`, `src/app`, `src/db`, `docs/progress/hamza/CURRENT.md`.
 
 ### Authentication And Roles
@@ -48,10 +50,10 @@ Quest is a Kampala, Uganda-based web application for Uganda-based tour operators
 - Result: Admin and operator workflows can be separated cleanly.
 - Evidence: `quest-web-app/README.md` role table and project structure.
 
-### Quote Operations
+### Travel Planning And Quote Workflows
 
-- Problem: Operators need to convert travel requests into itineraries and quotes.
-- What Hamza built: Operator dashboard architecture for requests, tourists, itineraries, pricing, quote generation, PDF preview/export, and quote email delivery.
+- Problem: Operators need to convert travel requests into concrete trip plans, itineraries, accurate prices, documents, and customer-facing quote/marketing materials.
+- What Hamza built: Operator dashboard architecture for requests, tourists, itinerary planning, destination selection, accommodation/activity/transport selection, pricing, quote generation, PDF preview/export, quote email delivery, and reusable travel content.
 - Technologies: Next.js App Router, server actions/API routes, database models.
 - Result: Workflow support for quote creation and management.
 - Evidence: `quest-web-app/README.md`; `src/app/app/quotes`; `src/app/app/requests`; `src/app/app/tourists`; `docs/progress/hamza/CURRENT.md`.
@@ -64,23 +66,23 @@ Quest is a Kampala, Uganda-based web application for Uganda-based tour operators
 - Result: SaaS monetization architecture adapted from HoverNotes patterns while preserving Quest-specific company ownership and trial logic.
 - Evidence: `docs/reference/stripe-pricing-subscriptions.md`; `docs/progress/hamza/CURRENT.md`; `src/app/pricing`; `src/app/app/settings/billing`; `src/app/api/stripe/webhook`.
 
-### Quote PDF And Email Delivery
+### Travel Documentation And Email Delivery
 
-- Problem: Safari operators need professional, branded quote documents and a way to send them to travelers from the platform.
-- What Hamza built: Quote PDF integration with preview/edit flows, page settings, R2-backed assets, quote email composer with Resend, merge tags, branded sender domains, logo controls, and PDF attachments.
+- Problem: Travel companies need professional, branded trip documents and a way to send travel plans, quotes, and related materials to travelers from the platform.
+- What Hamza built: Travel document and quote PDF integration with preview/edit flows, page settings, R2-backed assets, quote email composer with Resend, merge tags, branded sender domains, logo controls, and PDF attachments.
 - Technologies: PDF service integration, Cloudflare R2, Resend, Next.js server actions, typed PDF data transforms.
 - Result: Operators can compose branded quote emails and deliver generated quote PDFs through Quest workflows.
 - Evidence: `docs/progress/hamza/CURRENT.md`; `docs/progress/pdf-generation-plan.md`; `src/lib/pdf/transform-quote-to-pdf.ts`; `src/lib/email/*`; `quote-email-actions.ts`.
 
-### Data Management
+### Destination Data And Content Management
 
-- Problem: Safari quote accuracy depends on structured destination, activity, hotel, room-rate, transport, company, and user data.
-- What Hamza built: Admin and operator content-management areas plus seed/import/update scripts for domain data, including destination/activity/accommodation/transport content, images, themes, vehicles, staff, reviews, and company-specific settings.
+- Problem: Travel planning quality depends on structured destination, activity, hotel/lodge, room-rate, transport, geography, company, and content data across Uganda and East Africa.
+- What Hamza built: Admin and operator content-management areas plus seed/import/update scripts for travel-domain data, including destination/activity/accommodation/transport content, entry fees, room rates, vehicle data, images, themes, vehicles, staff, reviews, and company-specific settings.
 - Technologies: Drizzle ORM, PostgreSQL, TypeScript scripts.
-- Result: Maintainable data foundation for the platform and a path toward company-scoped content libraries on top of Quest defaults.
-- Evidence: `quest-web-app/package.json` scripts; `README.md` admin panel list; `src/app/app/content-library`; `src/app/admin`; `docs/progress/hamza/CURRENT.md`.
+- Result: Maintainable travel-data foundation for the platform and a path toward company-scoped planning, itinerary, and marketing content on top of Quest defaults.
+- Evidence: `quest-web-app/package.json` scripts; `README.md` admin panel list; `src/db/schema/destinations.ts`; `src/db/schema/activities.ts`; `src/db/schema/hotels.ts`; `src/db/schema/transport.ts`; `src/app/app/content-library`; `src/app/admin`; `docs/progress/hamza/CURRENT.md`.
 
-### Exchange Rates And Quote Economics
+### Pricing And Quote Economics
 
 - Problem: Uganda tour operators quote travelers in USD while many operating costs are in UGX.
 - What Hamza built: USD/UGX exchange-rate settings, live/manual rate refresh, daily cron behavior, and transport fuel cost conversion into quote pricing.
@@ -108,19 +110,19 @@ Quest is a Kampala, Uganda-based web application for Uganda-based tour operators
 
 ## Resume Bullet Bank
 
-- Co-founded Quest and leads technology as CTO, leading a 3-person engineering/product team building a Next.js 16 safari quotation platform for Uganda-based tour operators.
-- Built operator workflows for travel requests, tourists, itinerary planning, quote generation, PDF preview/export, quote email delivery, billing, analytics, and content libraries.
+- Co-founded Quest and leads technology as CTO, leading a 3-person engineering/product team building a Next.js 16 travel planning platform for tour and travel companies in Uganda.
+- Built operator workflows that turn travel requests and destination data into itineraries, accurate pricing, branded quotes, trip documents, quote emails, reusable content, and marketing materials.
 - Designed role-aware platform surfaces for Quest admins and tour operators using NextAuth v5, PostgreSQL/Supabase, and Drizzle ORM.
-- Implemented structured data workflows for destinations, activities, hotels, room rates, transport, companies, and users to improve quote accuracy and operational maintainability.
+- Implemented structured data workflows for destinations, activities, hotels/lodges, room rates, transport, geography, companies, travelers, and users to improve trip planning, pricing accuracy, and operational maintainability.
 - Designed Quest's Free + Pro launch model with company-level Stripe subscriptions, full-access trials, billing settings, plan badges, and output-level feature gates for clean PDFs/email/branding.
-- Built quote PDF and email delivery workflows with R2-backed assets, Resend, branded sender domains, merge tags, page settings, preview regeneration, and PDF service integration.
+- Built travel document, quote PDF, and email delivery workflows with R2-backed assets, Resend, branded sender domains, merge tags, page settings, preview regeneration, and PDF service integration.
 - Established Vercel-based deployment and branch promotion workflow across feature branches, personal QA branches, shared QA, release branches, and production.
 
 ## Site/Portfolio Angles
 
 - Useful as a portfolio case study for domain-specific B2B SaaS in travel/tourism.
 - Strong angle: full-stack product engineering for a real operational platform, not a generic demo.
-- Strong angle: data-heavy quote generation workflows with admin and operator surfaces.
+- Strong angle: data-heavy travel planning workflows with destination databases, itinerary generation, pricing, documents, and admin/operator surfaces.
 
 ## Proof Links And Evidence
 
diff --git a/career_evidence/roles/xai-human-data.md b/career_evidence/roles/xai-human-data.md
index 0e93c99..ea0e817 100644
--- a/career_evidence/roles/xai-human-data.md
+++ b/career_evidence/roles/xai-human-data.md
@@ -7,7 +7,7 @@
 - Organization/client: xAI / Remote Technology Services
 - Role/title: Software Engineering Specialist, Human Data / AI Tutor - Software Engineering (Expert)
 - Period: May 11, 2026 - Present
-- Location: Remote, USA
+- Location: Remote, United States
 - Source workspace:
   - Private local workspace, not included in this repo.
 - Contract evidence:
