v4: update content 2

data/experience.md

@@ -1,26 +1,38 @@
 ## Senior Software Engineer, Graphics Software Infrastructure
-### [Qualcomm](https://www.qualcomm.com/snapdragon/overview) - San Diego, CA · (prev: Boulder, CO; Toronto, ON)
-#### 2021 - Present
 
-##### Distributed Pre-Silicon GPU Driver Validation Platform
+### [Qualcomm](https://www.qualcomm.com/snapdragon/overview) - San Diego, CA
+
+#### 2024 - 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.
+##### Platform Ownership, Scale-Out & Agentic Tooling
+
+- `Led` validation platform behind `5 generations` of `Snapdragon 8 Elite Extreme` (mobile) and `X Elite Extreme` (PC) chips for `1,000+` developers.
 - 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.
+- Shipped an `MCP server` secured with `OAuth2` over live infra APIs, making operational data queryable by LLMs and coding agents for local triage.
+- Drove org-wide adoption of agentic coding with `Cline`/`Codex`/`Claude Code`, delivering talks on `MCP` workflows and writing custom Skills.
 
 ##### 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`.
+- Engineered a fully automated cron `CI/CD` dispatcher that diffs nightly failures and launches `Jenkins` bisections across `Gerrit` commits.
+- Implemented `multi-bisection engine` on Karpathy's [`autoresearch`](https://github.com/karpathy/autoresearch)-style `JSONL` loop, isolating C culprits in `O(C log N)` runs, cutting compute by `80%`.
+- `Left-shifted` driver validation, shrinking `root-cause` triage from `3 days` to under `12 hours` and sustaining a `99%` pass rate week over week.
+
+---
 
-##### Agentic Developer Infrastructure
+## Software Engineer, Graphics Software Infrastructure
 
-- `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.
+### [Qualcomm](https://www.qualcomm.com/snapdragon/overview) - San Diego, CA · (prev: Boulder, CO; Toronto, ON)
+
+#### 2021 - 2024
+
+##### Distributed Pre-Silicon GPU Driver Validation Platform
+
+- `Designed and built` end-to-end `pre-silicon` GPU validation platform from concept to production, catching regressions in proprietary driver code.
+- Automated `Jenkins` deploys on upstream driver changes, pinning each build to its SDK and suite versions for repeatable runs.
+- 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.
 
 ---
 
@@ -30,8 +42,8 @@
 
 #### 2020 - 2021
 
-- `Engineered anomaly detection APIs` (`Auto-Thresholds`, `Auto-Device Grouping`) and `ETL pipelines` processing live `IoT` telemetry from `NetFlow`/`Radius` sources to power the `SecurityPro` network diagnostic product.
-- `Owned the full ML lifecycle (0-to-1)` from prototyping through deployment; built `PowerBI` dashboards with `3D clustering` visualizations; presented weekly to `C-suite` (`CTO` & `SVPs`), translating ML outcomes into business decisions.
+- Engineered `anomaly detection APIs` (Auto-Thresholds, Auto-Device Grouping) and `ETL pipelines` processing live `IoT telemetry` from NetFlow/Radius sources to power the `SecurityPro` network diagnostic product.
+- `Owned the full ML lifecycle` from prototype to deployment; built `PowerBI` dashboards with `3D clustering` views and translated ML outcomes into business decisions, presenting weekly to the `C-suite` (`CTO` and `SVPs`).
 
 ---
 

data/projects.md

@@ -1,6 +1,4 @@
 ### [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`.
-- Architected `S3` + Spark ML pipelines processing `5.6 GB` at `<$0.20/run`, cutting training time `~85%` via PCA dimensionality reduction.
+- Architected `S3` + `Spark ML` pipelines processing `5.6 GB` at `<$0.20/run`, cutting training time `~85%` via PCA dimensionality reduction.

index.html

@@ -17,7 +17,7 @@
       } catch (e) {}
     })();
   </script>
-  <link rel="stylesheet" href="styles.css?v=23">
+  <link rel="stylesheet" href="styles.css?v=24">
   <link rel="preconnect" href="https://fonts.googleapis.com">
   <link rel="preconnect" href="https://fonts.gstatic.com" crossorigin>
   <link
@@ -177,7 +177,7 @@ <h2 class="section-title header-2">Publications & Awards</h2>
     </div>
   </div>
 
-  <script src="script.js?v=23"></script>
+  <script src="script.js?v=26"></script>
 </body>
 
 </html>

script.js

@@ -444,6 +444,21 @@ document.addEventListener('DOMContentLoaded', function () {
   // Initialize Layout
   updateLayoutUI(settings.pagePreview);
 
+  // Disable Page Preview during print; restore afterwards if it was on
+  let previewHiddenForPrint = false;
+  window.addEventListener('beforeprint', () => {
+    if (document.body.classList.contains('show-page-preview')) {
+      previewHiddenForPrint = true;
+      document.body.classList.remove('show-page-preview');
+    }
+  });
+  window.addEventListener('afterprint', () => {
+    if (previewHiddenForPrint) {
+      previewHiddenForPrint = false;
+      document.body.classList.add('show-page-preview');
+    }
+  });
+
   // ========================================
   // Theme Toggle (Dark Mode)
   // ========================================
@@ -473,11 +488,28 @@ document.addEventListener('DOMContentLoaded', function () {
     });
   }
 
-  // Sync with device theme changes
+  // Sync with device theme changes (ignored while printing: print engines can
+  // flip prefers-color-scheme and would overwrite the user's saved theme)
+  let printingNow = false;
+  let themeBeforePrint = null;
   window.matchMedia('(prefers-color-scheme: dark)').addEventListener('change', (e) => {
+    if (printingNow) return;
     updateThemeUI(e.matches);
   });
 
+  window.addEventListener('beforeprint', () => {
+    printingNow = true;
+    themeBeforePrint = document.body.classList.contains('dark-mode');
+  });
+  window.addEventListener('afterprint', () => {
+    // Restore the pre-print theme, then let late media-query events settle
+    if (themeBeforePrint !== null) {
+      updateThemeUI(themeBeforePrint);
+      themeBeforePrint = null;
+    }
+    setTimeout(() => { printingNow = false; }, 500);
+  });
+
   // Initialize Theme
   updateThemeUI(settings.darkMode);
 

styles.css

@@ -1,5 +1,5 @@
 /* ========================================
-   Resume Website - A4 PDF Export Ready
+   Resume Website - US Letter PDF Export Ready
    Single Column Layout - Matching Original
    ======================================== */
 
@@ -1160,8 +1160,9 @@ body.dark-mode .attribution code {
    Print / PDF Export Styles
    ======================================== */
 
+/* US Letter to match Page Preview (--page-width/--page-height) and LaTeX export */
 @page {
-  size: A4;
+  size: letter;
   margin: 0;
 }
 
@@ -1178,9 +1179,41 @@ body.dark-mode .attribution code {
      causing light weights (100–300) to appear thinner than on screen.
      Use darker ink tokens and stepped-up print weights instead of
      -webkit-text-stroke (which emits duplicate PDF text layers). */
-  :root {
+  /* Always print with light theme tokens, even when dark mode is active */
+  :root,
+  html.dark-mode,
+  body.dark-mode {
+    color-scheme: light;
+    --primary-color: #1a1a1a;
+    --accent-color: #0066cc;
     --text-color: #111111;
     --text-light: #2b2b2b;
+    --border-color: #cccccc;
+    --white: #ffffff;
+  }
+
+  /* Neutralize Page Preview chrome so print matches preview regardless of toggle */
+  body,
+  body.show-page-preview {
+    padding: 0 !important;
+    background: #ffffff !important;
+    min-height: auto !important;
+  }
+
+  .resume-page,
+  body.show-page-preview .resume-page,
+  body.dark-mode.show-page-preview .resume-page {
+    width: 100% !important;
+    max-width: none !important;
+    min-height: auto !important;
+    box-shadow: none !important;
+    border: none !important;
+    background: #ffffff !important;
+  }
+
+  .resume-page::after,
+  body.show-page-preview .resume-page::after {
+    display: none !important;
   }
 
   * {
@@ -1205,6 +1238,11 @@ body.dark-mode .attribution code {
     padding: var(--margin-top) var(--margin-right) var(--margin-bottom) var(--margin-left) !important;
   }
 
+  /* Page edge acts as bottom margin; trailing padding would spill a blank 2nd page */
+  .resume-page {
+    padding-bottom: 0 !important;
+  }
+
   /* Ensure in-flow painting order for clean ATS stream */
   .section-title,
   h2.section-title {