<?xml version="1.0" encoding="UTF-8"?>
<urlset xmlns="http://www.sitemaps.org/schemas/sitemap/0.9"
        xmlns:news="http://www.google.com/schemas/sitemap-news/0.9">
  <url>
    <loc>https://groundy.com/articles/kimi-k3-1-pro-vs-k3-1-pro-highspeed-when-the-faster-variant-wins/</loc>
    <news:news>
      <news:publication>
        <news:name>Groundy</news:name>
        <news:language>en</news:language>
      </news:publication>
      <news:publication_date>2026-10-24T18:55:35.050Z</news:publication_date>
      <news:title>Kimi K3.1 Pro vs K3.1 Pro Highspeed: When the Faster Variant Wins</news:title>
    </news:news>
  </url>
  <url>
    <loc>https://groundy.com/articles/cloudflares-pq-geokey-manager-can-geo-fenced-keys-meet-data-residency/</loc>
    <news:news>
      <news:publication>
        <news:name>Groundy</news:name>
        <news:language>en</news:language>
      </news:publication>
      <news:publication_date>2026-10-24T08:32:56.526Z</news:publication_date>
      <news:title>Cloudflare&apos;s PQ GeoKey Manager: Can Geo-Fenced Keys Meet Data Residency?</news:title>
    </news:news>
  </url>
  <url>
    <loc>https://groundy.com/articles/can-llm-assistants-read-between-the-lines-when-users-know-more/</loc>
    <news:news>
      <news:publication>
        <news:name>Groundy</news:name>
        <news:language>en</news:language>
      </news:publication>
      <news:publication_date>2026-10-24T08:23:27.039Z</news:publication_date>
      <news:title>Can LLM Assistants Read Between the Lines When Users Know More?</news:title>
    </news:news>
  </url>
  <url>
    <loc>https://groundy.com/articles/when-uuidv7-ids-sort-out-of-order-restarts-clock-skew-and-fixes/</loc>
    <news:news>
      <news:publication>
        <news:name>Groundy</news:name>
        <news:language>en</news:language>
      </news:publication>
      <news:publication_date>2026-10-24T07:55:58.032Z</news:publication_date>
      <news:title>When UUIDv7 IDs Sort Out of Order: Restarts, Clock Skew, and Fixes</news:title>
    </news:news>
  </url>
  <url>
    <loc>https://groundy.com/articles/per-agent-stripe-keys-on-vercel-connect-what-to-scope-before-an-agent-charges/</loc>
    <news:news>
      <news:publication>
        <news:name>Groundy</news:name>
        <news:language>en</news:language>
      </news:publication>
      <news:publication_date>2026-10-24T07:52:20.492Z</news:publication_date>
      <news:title>Per-Agent Stripe Keys on Vercel Connect: What to Scope Before an Agent Charges</news:title>
    </news:news>
  </url>
  <url>
    <loc>https://groundy.com/articles/kimi-k3-1-pro-weights-due-november-4-route-now-or-self-host-later/</loc>
    <news:news>
      <news:publication>
        <news:name>Groundy</news:name>
        <news:language>en</news:language>
      </news:publication>
      <news:publication_date>2026-10-24T06:48:22.565Z</news:publication_date>
      <news:title>Kimi K3.1 Pro Weights Due November 4: Route Now or Self-Host Later?</news:title>
    </news:news>
  </url>
  <url>
    <loc>https://groundy.com/articles/arend-vs-lean-vs-coq-how-to-choose-a-proof-assistant/</loc>
    <news:news>
      <news:publication>
        <news:name>Groundy</news:name>
        <news:language>en</news:language>
      </news:publication>
      <news:publication_date>2026-10-24T06:38:23.196Z</news:publication_date>
      <news:title>Arend vs Lean vs Coq: How to Choose a Proof Assistant</news:title>
    </news:news>
  </url>
  <url>
    <loc>https://groundy.com/articles/deepfake-ncii-intervention-points-what-156-lora-files-and-54-nudify-apps-show/</loc>
    <news:news>
      <news:publication>
        <news:name>Groundy</news:name>
        <news:language>en</news:language>
      </news:publication>
      <news:publication_date>2026-10-24T05:37:08.496Z</news:publication_date>
      <news:title>Deepfake NCII Intervention Points: What 156 LoRA Files and 54 Nudify Apps Show</news:title>
    </news:news>
  </url>
  <url>
    <loc>https://groundy.com/articles/when-llm-judges-prefer-a-corpus-that-hurts-retrieval/</loc>
    <news:news>
      <news:publication>
        <news:name>Groundy</news:name>
        <news:language>en</news:language>
      </news:publication>
      <news:publication_date>2026-10-24T05:29:45.560Z</news:publication_date>
      <news:title>When LLM Judges Prefer a Corpus That Hurts Retrieval</news:title>
    </news:news>
  </url>
  <url>
    <loc>https://groundy.com/articles/testing-llms-for-memorization-before-trusting-a-benchmark-score/</loc>
    <news:news>
      <news:publication>
        <news:name>Groundy</news:name>
        <news:language>en</news:language>
      </news:publication>
      <news:publication_date>2026-10-23T19:08:31.652Z</news:publication_date>
      <news:title>Testing LLMs for Memorization Before Trusting a Benchmark Score</news:title>
    </news:news>
  </url>
  <url>
    <loc>https://groundy.com/articles/how-to-block-php2shell-cve-2026-109619-until-your-patch-lands/</loc>
    <news:news>
      <news:publication>
        <news:name>Groundy</news:name>
        <news:language>en</news:language>
      </news:publication>
      <news:publication_date>2026-10-23T18:59:24.082Z</news:publication_date>
      <news:title>How to Block PHP2Shell (CVE-2026-109619) Until Your Patch Lands</news:title>
    </news:news>
  </url>
  <url>
    <loc>https://groundy.com/articles/does-your-model-run-on-aws-trainium-what-to-check-before-committing/</loc>
    <news:news>
      <news:publication>
        <news:name>Groundy</news:name>
        <news:language>en</news:language>
      </news:publication>
      <news:publication_date>2026-10-23T18:29:22.883Z</news:publication_date>
      <news:title>Does Your Model Run on AWS Trainium? What to Check Before Committing</news:title>
    </news:news>
  </url>
  <url>
    <loc>https://groundy.com/articles/can-llm-safety-be-distilled-what-an-inherited-alignment-audit-must-prove/</loc>
    <news:news>
      <news:publication>
        <news:name>Groundy</news:name>
        <news:language>en</news:language>
      </news:publication>
      <news:publication_date>2026-10-23T09:13:00.668Z</news:publication_date>
      <news:title>Can LLM Safety Be Distilled? What an Inherited Alignment Audit Must Prove</news:title>
    </news:news>
  </url>
  <url>
    <loc>https://groundy.com/articles/how-to-evaluate-llm-clinical-reasoning-what-the-rubric-landscape-misses/</loc>
    <news:news>
      <news:publication>
        <news:name>Groundy</news:name>
        <news:language>en</news:language>
      </news:publication>
      <news:publication_date>2026-10-23T08:54:54.873Z</news:publication_date>
      <news:title>How to Evaluate LLM Clinical Reasoning: What the Rubric Landscape Misses</news:title>
    </news:news>
  </url>
  <url>
    <loc>https://groundy.com/articles/when-llms-mimic-clinical-reflection-who-validates-the-assessment/</loc>
    <news:news>
      <news:publication>
        <news:name>Groundy</news:name>
        <news:language>en</news:language>
      </news:publication>
      <news:publication_date>2026-10-23T08:02:49.951Z</news:publication_date>
      <news:title>When LLMs Mimic Clinical Reflection, Who Validates the Assessment?</news:title>
    </news:news>
  </url>
  <url>
    <loc>https://groundy.com/articles/scripting-the-openai-api-when-the-new-openai-cli-beats-curl/</loc>
    <news:news>
      <news:publication>
        <news:name>Groundy</news:name>
        <news:language>en</news:language>
      </news:publication>
      <news:publication_date>2026-10-23T07:36:39.112Z</news:publication_date>
      <news:title>Scripting the OpenAI API: When the New openai CLI Beats curl</news:title>
    </news:news>
  </url>
  <url>
    <loc>https://groundy.com/articles/how-fast-does-kv-cache-offloading-wear-out-ssds/</loc>
    <news:news>
      <news:publication>
        <news:name>Groundy</news:name>
        <news:language>en</news:language>
      </news:publication>
      <news:publication_date>2026-10-23T07:35:27.801Z</news:publication_date>
      <news:title>How Fast Does KV Cache Offloading Wear Out SSDs?</news:title>
    </news:news>
  </url>
  <url>
    <loc>https://groundy.com/articles/what-claude-codes-auto-mode-actually-blocks-a-permission-gate-stress-test/</loc>
    <news:news>
      <news:publication>
        <news:name>Groundy</news:name>
        <news:language>en</news:language>
      </news:publication>
      <news:publication_date>2026-10-23T06:49:16.335Z</news:publication_date>
      <news:title>What Claude Code&apos;s Auto Mode Actually Blocks: A Permission Gate Stress Test</news:title>
    </news:news>
  </url>
  <url>
    <loc>https://groundy.com/articles/qwen3-coder-writes-less-secure-code-for-us-clients-what-to-audit/</loc>
    <news:news>
      <news:publication>
        <news:name>Groundy</news:name>
        <news:language>en</news:language>
      </news:publication>
      <news:publication_date>2026-10-23T06:26:09.197Z</news:publication_date>
      <news:title>Qwen3-Coder Writes Less Secure Code for US Clients: What to Audit</news:title>
    </news:news>
  </url>
</urlset>
