<?xml version="1.0" encoding="utf-8" standalone="yes"?><urlset xmlns="http://www.sitemaps.org/schemas/sitemap/0.9" xmlns:xhtml="http://www.w3.org/1999/xhtml"><url><loc>https://www.cmul8.com/tags/ai-safety/</loc><lastmod>2026-08-29T00:00:00+00:00</lastmod><changefreq>weekly</changefreq><priority>0.5</priority></url><url><loc>https://www.cmul8.com/tags/base-rates/</loc><lastmod>2026-08-29T00:00:00+00:00</lastmod><changefreq>weekly</changefreq><priority>0.5</priority></url><url><loc>https://www.cmul8.com/</loc><lastmod>2026-08-29T00:00:00+00:00</lastmod><changefreq>weekly</changefreq><priority>0.5</priority></url><url><loc>https://www.cmul8.com/tags/dataset-artifacts/</loc><lastmod>2026-08-29T00:00:00+00:00</lastmod><changefreq>weekly</changefreq><priority>0.5</priority></url><url><loc>https://www.cmul8.com/tags/eval-awareness/</loc><lastmod>2026-08-29T00:00:00+00:00</lastmod><changefreq>weekly</changefreq><priority>0.5</priority></url><url><loc>https://www.cmul8.com/research/eval-awareness-base-rates/</loc><lastmod>2026-08-29T00:00:00+00:00</lastmod><changefreq>weekly</changefreq><priority>0.5</priority></url><url><loc>https://www.cmul8.com/tags/linear-probes/</loc><lastmod>2026-08-29T00:00:00+00:00</lastmod><changefreq>weekly</changefreq><priority>0.5</priority></url><url><loc>https://www.cmul8.com/tags/mechanistic-interpretability/</loc><lastmod>2026-08-29T00:00:00+00:00</lastmod><changefreq>weekly</changefreq><priority>0.5</priority></url><url><loc>https://www.cmul8.com/research/</loc><lastmod>2026-08-29T00:00:00+00:00</lastmod><changefreq>weekly</changefreq><priority>0.5</priority></url><url><loc>https://www.cmul8.com/tags/</loc><lastmod>2026-08-29T00:00:00+00:00</lastmod><changefreq>weekly</changefreq><priority>0.5</priority></url><url><loc>https://www.cmul8.com/tags/agent-evaluation/</loc><lastmod>2026-08-21T00:00:00+00:00</lastmod><changefreq>weekly</changefreq><priority>0.5</priority></url><url><loc>https://www.cmul8.com/tags/arm-purity/</loc><lastmod>2026-08-21T00:00:00+00:00</lastmod><changefreq>weekly</changefreq><priority>0.5</priority></url><url><loc>https://www.cmul8.com/tags/benchmark-methodology/</loc><lastmod>2026-08-21T00:00:00+00:00</lastmod><changefreq>weekly</changefreq><priority>0.5</priority></url><url><loc>https://www.cmul8.com/tags/harness-forensics/</loc><lastmod>2026-08-21T00:00:00+00:00</lastmod><changefreq>weekly</changefreq><priority>0.5</priority></url><url><loc>https://www.cmul8.com/tags/llm-agents/</loc><lastmod>2026-08-21T00:00:00+00:00</lastmod><changefreq>weekly</changefreq><priority>0.5</priority></url><url><loc>https://www.cmul8.com/tags/scaffold-effects/</loc><lastmod>2026-08-21T00:00:00+00:00</lastmod><changefreq>weekly</changefreq><priority>0.5</priority></url><url><loc>https://www.cmul8.com/research/the-blame-game/</loc><lastmod>2026-08-21T00:00:00+00:00</lastmod><changefreq>weekly</changefreq><priority>0.5</priority></url><url><loc>https://www.cmul8.com/tags/tool-use/</loc><lastmod>2026-08-21T00:00:00+00:00</lastmod><changefreq>weekly</changefreq><priority>0.5</priority></url><url><loc>https://www.cmul8.com/tags/application-security/</loc><lastmod>2026-08-03T00:00:00+00:00</lastmod><changefreq>weekly</changefreq><priority>0.5</priority></url><url><loc>https://www.cmul8.com/tags/autonomous-security/</loc><lastmod>2026-08-03T00:00:00+00:00</lastmod><changefreq>weekly</changefreq><priority>0.5</priority></url><url><loc>https://www.cmul8.com/tags/consensus/</loc><lastmod>2026-08-03T00:00:00+00:00</lastmod><changefreq>weekly</changefreq><priority>0.5</priority></url><url><loc>https://www.cmul8.com/tags/multi-agent/</loc><lastmod>2026-08-03T00:00:00+00:00</lastmod><changefreq>weekly</changefreq><priority>0.5</priority></url><url><loc>https://www.cmul8.com/tags/non-repudiation/</loc><lastmod>2026-08-03T00:00:00+00:00</lastmod><changefreq>weekly</changefreq><priority>0.5</priority></url><url><loc>https://www.cmul8.com/tags/open-source/</loc><lastmod>2026-08-03T00:00:00+00:00</lastmod><changefreq>weekly</changefreq><priority>0.5</priority></url><url><loc>https://www.cmul8.com/research/spotlight/</loc><lastmod>2026-08-03T00:00:00+00:00</lastmod><changefreq>weekly</changefreq><priority>0.5</priority></url><url><loc>https://www.cmul8.com/tags/vulnerability-reproduction/</loc><lastmod>2026-08-03T00:00:00+00:00</lastmod><changefreq>weekly</changefreq><priority>0.5</priority></url><url><loc>https://www.cmul8.com/tags/closed-loop/</loc><lastmod>2026-07-29T00:00:00+00:00</lastmod><changefreq>weekly</changefreq><priority>0.5</priority></url><url><loc>https://www.cmul8.com/research/grounded-social-environment-design/</loc><lastmod>2026-07-29T00:00:00+00:00</lastmod><changefreq>weekly</changefreq><priority>0.5</priority></url><url><loc>https://www.cmul8.com/tags/mechanism-design/</loc><lastmod>2026-07-29T00:00:00+00:00</lastmod><changefreq>weekly</changefreq><priority>0.5</priority></url><url><loc>https://www.cmul8.com/tags/policy-simulation/</loc><lastmod>2026-07-29T00:00:00+00:00</lastmod><changefreq>weekly</changefreq><priority>0.5</priority></url><url><loc>https://www.cmul8.com/tags/simulated-populations/</loc><lastmod>2026-07-29T00:00:00+00:00</lastmod><changefreq>weekly</changefreq><priority>0.5</priority></url><url><loc>https://www.cmul8.com/tags/social-simulation/</loc><lastmod>2026-07-29T00:00:00+00:00</lastmod><changefreq>weekly</changefreq><priority>0.5</priority></url><url><loc>https://www.cmul8.com/tags/committees/</loc><lastmod>2026-07-29T00:00:00+00:00</lastmod><changefreq>weekly</changefreq><priority>0.5</priority></url><url><loc>https://www.cmul8.com/tags/design-effect/</loc><lastmod>2026-07-29T00:00:00+00:00</lastmod><changefreq>weekly</changefreq><priority>0.5</priority></url><url><loc>https://www.cmul8.com/tags/effective-committee-size/</loc><lastmod>2026-07-29T00:00:00+00:00</lastmod><changefreq>weekly</changefreq><priority>0.5</priority></url><url><loc>https://www.cmul8.com/tags/error-correlation/</loc><lastmod>2026-07-29T00:00:00+00:00</lastmod><changefreq>weekly</changefreq><priority>0.5</priority></url><url><loc>https://www.cmul8.com/research/when-five-agents-behave-like-one/</loc><lastmod>2026-07-29T00:00:00+00:00</lastmod><changefreq>weekly</changefreq><priority>0.5</priority></url><url><loc>https://www.cmul8.com/categories/</loc><changefreq>weekly</changefreq><priority>0.5</priority></url><url><loc>https://www.cmul8.com/security/</loc><changefreq>weekly</changefreq><priority>0.5</priority></url></urlset>