hellosaumil · Oct 31, 2026 · Oct 25, 2026 · Oct 26, 2026 · Oct 27, 2026 · Oct 30, 2026
diff --git a/.gitignore b/.gitignore
@@ -3,5 +3,8 @@
 .claude
 .idea
 .venv/
+__pycache__/
+*.pyc
 test/exports/
-test/out/
+test/out/
+*_raw
diff --git a/README.md b/README.md
@@ -1,6 +1,6 @@
 # WebResume 🌐 💻 📄
 
-A modern, interactive web-based resume — dynamic content loading, dark mode, live editing, and print-ready layout.
+A modern, interactive web-based resume - dynamic content loading, dark mode, live editing, and print-ready layout.
 
 [![Live Site](https://img.shields.io/badge/🔗_Live_Site-hellosaumil.github.io/WebResume-blue)](https://hellosaumil.github.io/WebResume)
 [![Latest Version](https://img.shields.io/badge/📌_Latest-/v4-purple)](https://hellosaumil.github.io/WebResume/v4/)
@@ -17,48 +17,50 @@ A modern, interactive web-based resume — dynamic content loading, dark mode, l
 
 ### The Why?
 On the onset of 2026, I wanted to revamp my resume since I last updated it in 2020 after my post-graduation.
-My resume lived in an `Apple Pages` template I hand-crafted in 2017 — custom fonts, pixel-perfect spacing, the best I could do at the time. Five years of "just one more tweak" later, spending 20 mins fixing a single bullet point or adding a new project URL was taking more time than it should.
+My resume lived in an `Apple Pages` template I hand-crafted in 2017 - custom fonts, pixel-perfect spacing, the best I could do at the time. Five years of "just one more tweak" later, spending 20 mins fixing a single bullet point or adding a new project URL was taking more time than it should.
 **I wanted something local, easy to edit, maintain, and version control. 💭**
 `Google Docs`? Been there, done that, moving text-boxes is not fun. `LaTeX`? Great until you want `_italic-bold-link_` on the same line without selling your soul. `MS Word`? ...let's not.
 
 ### The When?
-Over the holidays of Christmas 2025, I got my hands on Google's Project Antigravity and vibe-coded a Solar System Android XR app from scratch for my all-new Galaxy XR headset — in a weekend.
+Over the holidays of Christmas 2025, I got my hands on Google's Project Antigravity and vibe-coded a Solar System Android XR app from scratch for my all-new Galaxy XR headset - in a weekend.
 As a backend engineer, I've been using AI pair-programming at work to build delightful websites. I thought: why can't I just make a `WebResume` to complement my limited front-end skills?
 
 ### The How?
-A resume I actually *enjoy* updating — write content in `Markdown`, watch it `render live`, toggle `dark mode` for ✨vibes✨, and hit `Ctrl+P` when a recruiter inevitably asks for a `PDF`.
+A resume I actually *enjoy* updating - write content in `Markdown`, watch it `render live`, toggle `dark mode` for ✨vibes✨, and hit `Ctrl+P` when a recruiter inevitably asks for a `PDF`.
 **No frameworks, no build step, just `HTML + CSS + JS` and a little bit of audacity.**
 
 ### Some Design Choices
-- **Markdown-first content** — I've been living in `.md` files thanks to LLMs; it's the easiest way to add highlights, links, and formatting without drowning in HTML tags. So I made it the data layer.
-- **Versioned deployments** — Because past-me and future-me deserve their own URLs. GitHub Pages + Actions auto-deploy `main`, `demo`, `PR previews`, and `tagged version snapshots` — so every iteration is a living, linkable artifact.
+- **Markdown-first content** - I've been living in `.md` files thanks to LLMs; it's the easiest way to add highlights, links, and formatting without drowning in HTML tags. So I made it the data layer.
+- **Versioned deployments** - Because past-me and future-me deserve their own URLs. GitHub Pages + Actions auto-deploy `main`, `demo`, `PR previews`, and `tagged version snapshots` - so every iteration is a living, linkable artifact.
 
 ### Closing Notes
 I hope this saves time for people who are looking for a simple, local, and easy-to-edit resume template. I hope you enjoy using this resume template as much as I enjoyed building it!
 
 ## ✨ Features
 
-- **CSS Inspector** — Hover to inspect font properties
+- **CSS Inspector** - Hover to inspect font properties
 
   <p>
     <img src="docs/assets/Feature_Highlight-CSS_Inspector1-Light_Mode-Demo.png" alt="CSS Inspector 1" width="400">
     <img src="docs/assets/Feature_Highlight-CSS_Inspector2-Light_Mode-Demo.png" alt="CSS Inspector 2" width="400">
   </p>
-- **Dark Mode** — Auto-detects device theme with manual toggle
+- **Dark Mode** - Auto-detects device theme with manual toggle
 
   <img src="docs/assets/Feature_Highlight-Dark_Mode-Demo.png" alt="Dark Mode" width="400">
-- **Dynamic Content Loading** — Resume data from easy-to-edit Markdown files  <!-- ![](docs/assets/feature-dynamic.png) -->
-- **Live Edit Mode** — All content editable in-browser  <!-- ![](docs/assets/feature-edit.png) -->
-- **Section Reordering** — Drag & drop section titles  <!-- ![](docs/assets/feature-reorder.png) -->
-- **Page Preview** — US Letter page constraints & guides  <!-- ![](docs/assets/feature-pagepreview.png) -->
-- **Print Ready** — Optimized for PDF export  <!-- ![](docs/assets/feature-print.png) -->
+- **Dynamic Content Loading** - Resume data from easy-to-edit Markdown files  <!-- ![](docs/assets/feature-dynamic.png) -->
+- **Dynamic LaTeX & PDF Export** - Instant 1-page classic LaTeX (Jake's Resume / Computer Modern) generation directly from markdown with one-click Overleaf launch and native `pdfTeX` compilation
+- **Live Edit Mode** - All content editable in-browser  <!-- ![](docs/assets/feature-edit.png) -->
+- **Section Reordering** - Drag & drop section titles  <!-- ![](docs/assets/feature-reorder.png) -->
+- **Page Preview** - US Letter page constraints & guides  <!-- ![](docs/assets/feature-pagepreview.png) -->
+- **Print Ready** - Optimized for PDF export  <!-- ![](docs/assets/feature-print.png) -->
 
 > See [Controls & Features](docs/controls.md) for detailed usage.
 
 ## 🚀 Quick Start
 
 ```bash
-npx serve .          # start local server → open http://127.0.0.1:3000
+npx serve .                         # start local server → open http://127.0.0.1:3000
+python3 scripts/generate_latex.py   # generate dynamic LaTeX & 1-page PDF
 ```
 
 Edit any `.md` file in `data/`, refresh to see changes. See [Data Format](docs/data-format.md) for schemas.
@@ -67,10 +69,12 @@ Edit any `.md` file in `data/`, refresh to see changes. See [Data Format](docs/d
 
 ```
 WebResume/
-├── index.html              # Main HTML structure
+├── index.html              # Main HTML structure with LaTeX export modal
 ├── styles.css              # Styling with dark mode support
-├── script.js               # Dynamic loading & interactive features
+├── script.js               # Dynamic loading, interactive features & TeX generator
 ├── DESIGN_SYSTEM.md        # Typography & spacing style guide
+├── scripts/
+│   └── generate_latex.py   # Dynamic LaTeX & 1-page PDF generator (Jake's Resume template)
 ├── data/                   # Resume content in Markdown
 │   ├── header.md
 │   ├── summary.md
@@ -152,4 +156,4 @@ Thanks to [![Google Antigravity](https://img.shields.io/badge/Google_Antigravity
 
 ## 📄 License
 
-MIT License — feel free to use this template for your own resume!
+MIT License - feel free to use this template for your own resume!
diff --git a/data/experience.md b/data/experience.md
@@ -1,22 +1,32 @@
 ## Senior Software Engineer, Graphics Software Infrastructure
+### [Qualcomm](https://www.qualcomm.com/snapdragon/overview) - San Diego, CA · (prev: Boulder, CO; Toronto, ON)
+#### 2021 - Present
 
-### [Qualcomm](https://www.qualcomm.com/snapdragon/overview) — San Diego, CA
+##### Distributed Pre-Silicon GPU Driver Validation Platform
 
-#### 2021 - Present
+- `Designed and led` end-to-end `pre-silicon` GPU validation platform from concept to production, catching regressions and protecting pass rates on proprietary GPU driver code across `5 generations` of `Snapdragon 8 Elite Extreme` (mobile) and `X Elite Extreme` (PC) series chipsets.
+- Scaled validation to `300K+ containers/week` on Windows/Linux across an on-prem `HPC` farm through a fault-tolerant runner harness, covering `Vulkan`/`OpenCL`/`OpenGLES` - `CTS`, `VKPerf`, `GFXReconstruct`, and device-capture replay with `billions of tests` in sandboxed, reproducible runtimes.
+- Parallelized `1100+ days` of serial `CPU-based Adreno emulation` into a `24-hour` nightly cycle (`1100x`) with `Docker`/`Singularity` on `IBM Spectrum LSF`.
+- Built `FastAPI` observability backend on `RedisJSON`/`RediSearch`, powering custom `web dashboards` with `sub-second` live queries over `2M+` records.
+- Architected async `RabbitMQ` pipelines into `Postgres` and a `DuckDB` data lake, offloading raw driver logs to `Artifactory` to keep databases lean.
+- Standardized `Pydantic` result schemas across `10+` Khronos suites that the `on-device benchmark` team adopted directly and extended for KPIs.
+
+##### Automated Regression Triage System
+
+- `Engineered` a cron-scheduled `CI/CD` pipeline that diffs non-passing rows across consecutive nightly logs, builds `Gerrit` commit DAGs, and dispatches multi-stage `Jenkins` bisection workflows, eliminating operational toil from nightly builds with overlapping test failures.
+- Implemented stateful `multi-bisection engine` on a crash-recoverable `JSONL` state loop inspired by [`Karpathy's autoresearch`](https://github.com/karpathy/autoresearch), sharing midpoint builds across failing tests and partitioning commit ranges, isolating C culprits in `O(C log N)` runs instead of `O(K log N)`, cutting compute by `80%`.
+- `Left-shifted` driver validation by compressing the failure-to-fix loop, from detection and `root-cause commit` identification to author notification, enabling `rapid fix iteration` and a sustained `99%` pass rate `week over week`.
+
+##### Agentic Developer Infrastructure
 
-- `Architected and own` an in-house pre-silicon `GPU validation` `end-to-end automation framework` dispatching `500K+ jobs/week` on `LSF` on-prem, catching driver regressions on flagship `Snapdragon Adreno GPUs`.
-- Parallelized `Docker`/`Singularity` containerized workloads, cutting nightly driver validation cycles from `240 days to 1 day` to support higher throughput.
-- Delivered a `FastAPI` + `RedisJSON`/`RediSearch` backend with `TTL`-based expiry, providing `sub-second` access to live test metrics with `2M+ rows/month`.
-- Designed `web dashboards`, on-demand `Excel` reports, and automated regression `email alerts` to `meet each stakeholder group's reporting needs`.
-- Eliminated reporting bottlenecks via async `RabbitMQ` routing to `Postgres` and `Artifactory`, enabling independent scaling of each layer.
-- Standardized `Pydantic` canonical schemas across `10+` Khronos test suites; adopted by the benchmarking team, `saving months of engineering effort`.
-- Introduced `MCP servers` wrapping live `API` backends, making `LLM-queryable operational infra`; drove org-wide adoption of `agentic coding` (`Cline`).
+- `Shipped` `MCP` server with `OAuth2` over live infra APIs plus a `LangGraph`/`ChromaDB` RAG over internal docs, making operational data LLM-queryable.
+- Drove org-wide adoption of agentic coding with `Cline`, `Codex CLI`, delivering talks on MCP-based developer workflows and writing custom Skills.
 
 ---
 
 ## Data Science Developer, Applied ML
 
-### [KORE Wireless](https://www.korewireless.com/) — Blue Ash, OH
+### [KORE Wireless](https://www.korewireless.com/) - Blue Ash, OH
 
 #### 2020 - 2021
 
@@ -27,7 +37,7 @@
 
 ## Assistant Researcher, Deep Learning
 
-### [Marine Bio-acoustics Research Collaborative (MBARC)](https://acoustics.ucsd.edu), [SDSU](https://roch.sdsu.edu/index.php/research-overview) — San Diego, CA
+### [Marine Bio-acoustics Research Collaborative (MBARC)](https://acoustics.ucsd.edu), [SDSU](https://roch.sdsu.edu/index.php/research-overview) - San Diego, CA
 
 #### 2019 - 2020
 

diff --git a/data/projects.md b/data/projects.md
@@ -1,19 +1,6 @@
-### [JobPostHighlightsExtension — Chrome Extension for Job-Resume Matching](https://github.com/hellosaumil/JobPostHighlightsExtension)
-
-##### Chrome MV3, 2-Stage Pipeline, Hybrid Refinement, Prompt API, Summarizer API, Gemini Nano, Gemini Cloud, Ollama
-
-- Developed `Chrome MV3` extension with `2-stage LLM pipeline` (extract → score) + `hybrid refinement` pass to detect and fill missing fields.
-- Engineered `multi-provider AI` architecture supporting `Gemini Cloud`, `Ollama`, and `on-device Gemini Nano` via Chrome's `Prompt API`.
-- Optimized inference latency with `pre-warmed model sessions` at startup; subsequent evaluations use `clone()` for `sub-second` response times.
-- Designed dual-mode UI (`sidepanel` + `pop-out window`) with dark/light themes and `Cmd+J`/`Ctrl+J` shortcut via `Chrome Commands API`.
-
----
-
-### [Satellite Terrain Classification — Distributed ML on AWS EMR](https://github.com/hellosaumil/deepsat-aws-emr-pyspark)
+### [Satellite Terrain Classification - Distributed ML on AWS EMR](https://github.com/hellosaumil/deepsat-aws-emr-pyspark)
 
 ##### Distributed ML, Image Classification, PCA, Random Forests, PySpark, AWS EMR, S3
 
 - Deployed distributed `PySpark ML` pipeline on `AWS EMR` to classify `405K satellite images` across `6 terrain categories`; achieved `92% accuracy`.
-- Reduced training time by `~85%` via `PCA dimensionality reduction` while preserving classification performance on high-dimensional image features.
-- Architected scalable `S3` + `Spark ML` pipelines processing `5.6 GB` at `<$0.20/run` on `m5.xlarge` clusters for cost-efficient batch inference.
-- Structured `dual-mode framework` enabling seamless `local-to-cloud transition`; same codebase runs on local Spark for dev and EMR for production.
+- Architected `S3` + Spark ML pipelines processing `5.6 GB` at `<$0.20/run`, cutting training time `~85%` via PCA dimensionality reduction.
diff --git a/data/skills.md b/data/skills.md
@@ -1,2 +1,2 @@
-- **Infrastructure:** Python, Bash, FastAPI, Pydantic, Redis, RabbitMQ, Docker, Singularity, Kubernetes (Rancher, GKE), LSF (HPC), Postgres, Jenkins
-- **ML & Data:** PyTorch, TensorFlow, PySpark, Pandas, LangGraph, FastMCP, ChromaDB
+- **Infrastructure:** Python, Bash/Shell, Docker, Kubernetes (Rancher, GKE - Google Cloud), IBM LSF (HPC), Git/Gerrit, HTML/CSS/JS, Jenkins CI/CD
+- **Data:** FastAPI, RabbitMQ, Pydantic, Pandas, Redis, DuckDB, Parquet, PostgreSQL - **ML:** PyTorch, TensorFlow, PySpark, LangGraph, FastMCP
diff --git a/data/summary.md b/data/summary.md
@@ -1 +1,3 @@
-Senior Software Engineer specializing in `distributed infrastructure` and `applied ML systems`, with `5+ years` building test `automation frameworks`, high-performance backends, and developer tooling. At Qualcomm, `architect and own` an end-to-end GPU validation platform orchestrating containerized execution of `500K+ jobs/week` across HPC clusters with real-time reporting handling `~2M rows/month`. Background in `ML research` (GANs, anomaly detection) and `agentic infrastructure` (`MCP servers`, `LLM`-queryable APIs).
+Built the large-scale infrastructure that validates Snapdragon Adreno GPU drivers before the silicon exists, cutting nightly cycles `1100x`.
+Previously, deep learning research in computer vision and speech processing.
+Interested in building tools for the next frontier of compute and agentic infrastructure.
diff --git a/docs/controls.md b/docs/controls.md
@@ -10,7 +10,7 @@ The floating control panel (bottom-right) includes:
 | ✏️ Edit Mode | Toggle in-browser editing of all resume content |
 | 📄 Page Preview | Toggle US Letter page constraints and guides (default: ON) |
 | ✖️ Reset | Reload all content from Markdown files and clear edits |
-| 🧊 CSS Inspector | Toggle CSS property inspection on hover (default: ON) — auto-disables when Edit Mode is active |
+| 🧊 CSS Inspector | Toggle CSS property inspection on hover (default: ON) - auto-disables when Edit Mode is active |
 
 ## CSS Inspector
 

diff --git a/docs/data-format.md b/docs/data-format.md
@@ -20,9 +20,10 @@ One or two sentence professional summary paragraph.
 ## Experience & Projects (`experience.md`, `projects.md`)
 ```markdown
 ## Job Title
-### [Company Name](https://example.com) — Location
+### [Company Name](https://example.com) - Location
 #### Date Range
 ##### *Tech Stack: Python, JavaScript, AWS*
+##### Subsection Title (or **Subsection Title**)
 - Bullet point with `code formatting`
 - Another bullet with **bold text**
 
@@ -45,11 +46,11 @@ Degree: Bachelor of Technology...
 ## Skills (`skills.md`)
 ```markdown
 - **Programming:** Python, JavaScript, TypeScript
-- **Tools & Frameworks:** React, Node.js, Docker
+- **Data:** PyTorch, Pandas, PostgreSQL - **ML:** TensorFlow, LangGraph, ChromaDB
 ```
 
 ## Lists (`publications.md`, `leadership.md`, `certificates.md`)
 ```markdown
-- `[Publication Title](https://doi.org/example)` — Conference Name
-- **Role** — Organization/Event Details
+- `[Publication Title](https://doi.org/example)` - Conference Name
+- **Role** - Organization/Event Details
 ```
diff --git a/index.html b/index.html
@@ -6,7 +6,18 @@
   <meta name="viewport" content="width=device-width, initial-scale=1.0">
   <meta name="description" content="Saumil Shah - Senior Infrastructure Software Engineer Resume">
   <title>Saumil Shah - Resume</title>
-  <link rel="stylesheet" href="styles.css?v=6">
+  <script>
+    (function () {
+      try {
+        var s = JSON.parse(localStorage.getItem('resume-settings'));
+        var isDark = s && typeof s.darkMode === 'boolean' ? s.darkMode : window.matchMedia('(prefers-color-scheme: dark)').matches;
+        if (isDark) {
+          document.documentElement.classList.add('dark-mode');
+        }
+      } catch (e) {}
+    })();
+  </script>
+  <link rel="stylesheet" href="styles.css?v=23">
   <link rel="preconnect" href="https://fonts.googleapis.com">
   <link rel="preconnect" href="https://fonts.gstatic.com" crossorigin>
   <link
@@ -15,6 +26,11 @@
 </head>
 
 <body>
+  <script>
+    if (document.documentElement.classList.contains('dark-mode')) {
+      document.body.classList.add('dark-mode');
+    }
+  </script>
   <div class="controls no-print">
     <div class="controls-buttons">
       <button id="themeToggle" class="theme-toggle-btn" title="Toggle Light/Dark Mode">
@@ -161,8 +177,7 @@ <h2 class="section-title header-2">Publications & Awards</h2>
     </div>
   </div>
 
-
-  <script src="script.js?v=6"></script>
+  <script src="script.js?v=23"></script>
 </body>
 
 </html>