<?xml version="1.0" encoding="UTF-8"?>
<urlset xmlns="http://www.sitemaps.org/schemas/sitemap/0.9">
<url>
<loc>https://opulion.dev/</loc>
<lastmod>2026-09-05T18:36:15.630Z</lastmod>
<changefreq>monthly</changefreq>
<priority>1</priority>
</url>
<url>
<loc>https://opulion.dev/services</loc>
<lastmod>2026-09-05T18:36:15.630Z</lastmod>
<changefreq>monthly</changefreq>
<priority>0.9</priority>
</url>
<url>
<loc>https://opulion.dev/work</loc>
<lastmod>2026-09-05T18:36:15.630Z</lastmod>
<changefreq>monthly</changefreq>
<priority>0.9</priority>
</url>
<url>
<loc>https://opulion.dev/industries</loc>
<lastmod>2026-09-05T18:36:15.630Z</lastmod>
<changefreq>monthly</changefreq>
<priority>0.8</priority>
</url>
<url>
<loc>https://opulion.dev/about</loc>
<lastmod>2026-09-05T18:36:15.630Z</lastmod>
<changefreq>monthly</changefreq>
<priority>0.8</priority>
</url>
<url>
<loc>https://opulion.dev/ground-truth</loc>
<lastmod>2026-09-05T18:36:15.630Z</lastmod>
<changefreq>weekly</changefreq>
<priority>0.9</priority>
</url>
<url>
<loc>https://opulion.dev/methodology</loc>
<lastmod>2026-09-05T18:36:15.630Z</lastmod>
<changefreq>yearly</changefreq>
<priority>0.6</priority>
</url>
<url>
<loc>https://opulion.dev/contact</loc>
<lastmod>2026-09-05T18:36:15.630Z</lastmod>
<changefreq>yearly</changefreq>
<priority>0.8</priority>
</url>
<url>
<loc>https://opulion.dev/tools</loc>
<lastmod>2026-09-05T18:36:15.630Z</lastmod>
<changefreq>monthly</changefreq>
<priority>0.7</priority>
</url>
<url>
<loc>https://opulion.dev/ground-truth/glossary</loc>
<lastmod>2026-09-05T18:36:15.630Z</lastmod>
<changefreq>monthly</changefreq>
<priority>0.7</priority>
</url>
<url>
<loc>https://opulion.dev/ground-truth/numbers</loc>
<lastmod>2026-09-05T18:36:15.630Z</lastmod>
<changefreq>monthly</changefreq>
<priority>0.7</priority>
</url>
<url>
<loc>https://opulion.dev/tools/loop-budget</loc>
<lastmod>2026-09-05T18:36:15.630Z</lastmod>
<changefreq>monthly</changefreq>
<priority>0.8</priority>
</url>
<url>
<loc>https://opulion.dev/tools/error-cost-threshold</loc>
<lastmod>2026-09-05T18:36:15.630Z</lastmod>
<changefreq>monthly</changefreq>
<priority>0.8</priority>
</url>
<url>
<loc>https://opulion.dev/tools/recall-ceiling</loc>
<lastmod>2026-09-05T18:36:15.630Z</lastmod>
<changefreq>monthly</changefreq>
<priority>0.8</priority>
</url>
<url>
<loc>https://opulion.dev/tools/idempotency-window</loc>
<lastmod>2026-09-05T18:36:15.630Z</lastmod>
<changefreq>monthly</changefreq>
<priority>0.8</priority>
</url>
<url>
<loc>https://opulion.dev/tools/ota-rollout</loc>
<lastmod>2026-09-05T18:36:15.630Z</lastmod>
<changefreq>monthly</changefreq>
<priority>0.8</priority>
</url>
<url>
<loc>https://opulion.dev/tools/common-mode-budget</loc>
<lastmod>2026-09-05T18:36:15.630Z</lastmod>
<changefreq>monthly</changefreq>
<priority>0.8</priority>
</url>
<url>
<loc>https://opulion.dev/tools/fuse-sizing</loc>
<lastmod>2026-09-05T18:36:15.630Z</lastmod>
<changefreq>monthly</changefreq>
<priority>0.8</priority>
</url>
<url>
<loc>https://opulion.dev/tools/seam-count</loc>
<lastmod>2026-09-05T18:36:15.630Z</lastmod>
<changefreq>monthly</changefreq>
<priority>0.8</priority>
</url>
<url>
<loc>https://opulion.dev/tools/unit-economics</loc>
<lastmod>2026-09-05T18:36:15.630Z</lastmod>
<changefreq>monthly</changefreq>
<priority>0.8</priority>
</url>
<url>
<loc>https://opulion.dev/tools/call-tree</loc>
<lastmod>2026-09-05T18:36:15.630Z</lastmod>
<changefreq>monthly</changefreq>
<priority>0.8</priority>
</url>
<url>
<loc>https://opulion.dev/tools/fleet-poll</loc>
<lastmod>2026-09-05T18:36:15.630Z</lastmod>
<changefreq>monthly</changefreq>
<priority>0.8</priority>
</url>
<url>
<loc>https://opulion.dev/tools/eval-design</loc>
<lastmod>2026-09-05T18:36:15.630Z</lastmod>
<changefreq>monthly</changefreq>
<priority>0.8</priority>
</url>
<url>
<loc>https://opulion.dev/tools/agent-reliability</loc>
<lastmod>2026-09-05T18:36:15.630Z</lastmod>
<changefreq>monthly</changefreq>
<priority>0.8</priority>
</url>
<url>
<loc>https://opulion.dev/tools/memory-bound</loc>
<lastmod>2026-09-05T18:36:15.630Z</lastmod>
<changefreq>monthly</changefreq>
<priority>0.8</priority>
</url>
<url>
<loc>https://opulion.dev/tools/split-strategy</loc>
<lastmod>2026-09-05T18:36:15.630Z</lastmod>
<changefreq>monthly</changefreq>
<priority>0.8</priority>
</url>
<url>
<loc>https://opulion.dev/tools/return-path-margin</loc>
<lastmod>2026-09-05T18:36:15.630Z</lastmod>
<changefreq>monthly</changefreq>
<priority>0.8</priority>
</url>
<url>
<loc>https://opulion.dev/services/diagnose</loc>
<lastmod>2026-09-05T18:36:15.630Z</lastmod>
<changefreq>monthly</changefreq>
<priority>0.8</priority>
</url>
<url>
<loc>https://opulion.dev/services/architect</loc>
<lastmod>2026-09-05T18:36:15.630Z</lastmod>
<changefreq>monthly</changefreq>
<priority>0.8</priority>
</url>
<url>
<loc>https://opulion.dev/services/build</loc>
<lastmod>2026-09-05T18:36:15.630Z</lastmod>
<changefreq>monthly</changefreq>
<priority>0.8</priority>
</url>
<url>
<loc>https://opulion.dev/services/harden</loc>
<lastmod>2026-09-05T18:36:15.630Z</lastmod>
<changefreq>monthly</changefreq>
<priority>0.8</priority>
</url>
<url>
<loc>https://opulion.dev/services/operate</loc>
<lastmod>2026-09-05T18:36:15.630Z</lastmod>
<changefreq>monthly</changefreq>
<priority>0.8</priority>
</url>
<url>
<loc>https://opulion.dev/work/server-fleet-control-plane</loc>
<lastmod>2026-09-05T18:36:15.630Z</lastmod>
<changefreq>monthly</changefreq>
<priority>0.7</priority>
</url>
<url>
<loc>https://opulion.dev/work/edge-voice-command</loc>
<lastmod>2026-09-05T18:36:15.630Z</lastmod>
<changefreq>monthly</changefreq>
<priority>0.7</priority>
</url>
<url>
<loc>https://opulion.dev/work/bio-wearable</loc>
<lastmod>2026-09-05T18:36:15.630Z</lastmod>
<changefreq>monthly</changefreq>
<priority>0.7</priority>
</url>
<url>
<loc>https://opulion.dev/work/hydraulic-control</loc>
<lastmod>2026-09-05T18:36:15.630Z</lastmod>
<changefreq>monthly</changefreq>
<priority>0.7</priority>
</url>
<url>
<loc>https://opulion.dev/work/predictive-maintenance</loc>
<lastmod>2026-09-05T18:36:15.630Z</lastmod>
<changefreq>monthly</changefreq>
<priority>0.7</priority>
</url>
<url>
<loc>https://opulion.dev/work/saas-scaling</loc>
<lastmod>2026-09-05T18:36:15.630Z</lastmod>
<changefreq>monthly</changefreq>
<priority>0.7</priority>
</url>
<url>
<loc>https://opulion.dev/work/robotics-perception-control</loc>
<lastmod>2026-09-05T18:36:15.630Z</lastmod>
<changefreq>monthly</changefreq>
<priority>0.7</priority>
</url>
<url>
<loc>https://opulion.dev/work/governed-retrieval</loc>
<lastmod>2026-09-05T18:36:15.630Z</lastmod>
<changefreq>monthly</changefreq>
<priority>0.7</priority>
</url>
<url>
<loc>https://opulion.dev/work/ai-agents</loc>
<lastmod>2026-09-05T18:36:15.630Z</lastmod>
<changefreq>monthly</changefreq>
<priority>0.7</priority>
</url>
<url>
<loc>https://opulion.dev/work/legaltech-document-analysis</loc>
<lastmod>2026-09-05T18:36:15.630Z</lastmod>
<changefreq>monthly</changefreq>
<priority>0.7</priority>
</url>
<url>
<loc>https://opulion.dev/work/korean-ocr</loc>
<lastmod>2026-09-05T18:36:15.630Z</lastmod>
<changefreq>monthly</changefreq>
<priority>0.7</priority>
</url>
<url>
<loc>https://opulion.dev/work/neuro-wearable-firmware</loc>
<lastmod>2026-09-05T18:36:15.630Z</lastmod>
<changefreq>monthly</changefreq>
<priority>0.7</priority>
</url>
<url>
<loc>https://opulion.dev/work/document-extraction-rebuild</loc>
<lastmod>2026-09-05T18:36:15.630Z</lastmod>
<changefreq>monthly</changefreq>
<priority>0.7</priority>
</url>
<url>
<loc>https://opulion.dev/work/physiological-ml-platform</loc>
<lastmod>2026-09-05T18:36:15.630Z</lastmod>
<changefreq>monthly</changefreq>
<priority>0.7</priority>
</url>
<url>
<loc>https://opulion.dev/work/reliable-pixel-processing</loc>
<lastmod>2026-09-05T18:36:15.630Z</lastmod>
<changefreq>monthly</changefreq>
<priority>0.7</priority>
</url>
<url>
<loc>https://opulion.dev/work/industrial-camera-silicon-to-host</loc>
<lastmod>2026-09-05T18:36:15.630Z</lastmod>
<changefreq>monthly</changefreq>
<priority>0.7</priority>
</url>
<url>
<loc>https://opulion.dev/work/firmware-ota-release</loc>
<lastmod>2026-09-05T18:36:15.630Z</lastmod>
<changefreq>monthly</changefreq>
<priority>0.7</priority>
</url>
<url>
<loc>https://opulion.dev/work/wearable-actuation</loc>
<lastmod>2026-09-05T18:36:15.630Z</lastmod>
<changefreq>monthly</changefreq>
<priority>0.7</priority>
</url>
<url>
<loc>https://opulion.dev/work/embedded-ble-firmware</loc>
<lastmod>2026-09-05T18:36:15.630Z</lastmod>
<changefreq>monthly</changefreq>
<priority>0.7</priority>
</url>
<url>
<loc>https://opulion.dev/work/multi-tenant-search</loc>
<lastmod>2026-09-05T18:36:15.630Z</lastmod>
<changefreq>monthly</changefreq>
<priority>0.7</priority>
</url>
<url>
<loc>https://opulion.dev/work/telemetry-feasibility</loc>
<lastmod>2026-09-05T18:36:15.630Z</lastmod>
<changefreq>monthly</changefreq>
<priority>0.7</priority>
</url>
<url>
<loc>https://opulion.dev/work/iot-monitoring-platform</loc>
<lastmod>2026-09-05T18:36:15.630Z</lastmod>
<changefreq>monthly</changefreq>
<priority>0.7</priority>
</url>
<url>
<loc>https://opulion.dev/work/advisor-data-integrity</loc>
<lastmod>2026-09-05T18:36:15.630Z</lastmod>
<changefreq>monthly</changefreq>
<priority>0.7</priority>
</url>
<url>
<loc>https://opulion.dev/work/agentic-operations</loc>
<lastmod>2026-09-05T18:36:15.630Z</lastmod>
<changefreq>monthly</changefreq>
<priority>0.7</priority>
</url>
<url>
<loc>https://opulion.dev/work/ai-cost-reduction</loc>
<lastmod>2026-09-05T18:36:15.630Z</lastmod>
<changefreq>monthly</changefreq>
<priority>0.7</priority>
</url>
<url>
<loc>https://opulion.dev/work/compliance-verification</loc>
<lastmod>2026-09-05T18:36:15.630Z</lastmod>
<changefreq>monthly</changefreq>
<priority>0.7</priority>
</url>
<url>
<loc>https://opulion.dev/industries/defense</loc>
<lastmod>2026-09-05T18:36:15.630Z</lastmod>
<changefreq>monthly</changefreq>
<priority>0.7</priority>
</url>
<url>
<loc>https://opulion.dev/industries/medical-devices</loc>
<lastmod>2026-09-05T18:36:15.630Z</lastmod>
<changefreq>monthly</changefreq>
<priority>0.7</priority>
</url>
<url>
<loc>https://opulion.dev/industries/industrial-automation</loc>
<lastmod>2026-09-05T18:36:15.630Z</lastmod>
<changefreq>monthly</changefreq>
<priority>0.7</priority>
</url>
<url>
<loc>https://opulion.dev/industries/infrastructure</loc>
<lastmod>2026-09-05T18:36:15.630Z</lastmod>
<changefreq>monthly</changefreq>
<priority>0.7</priority>
</url>
<url>
<loc>https://opulion.dev/industries/energy-utilities</loc>
<lastmod>2026-09-05T18:36:15.630Z</lastmod>
<changefreq>monthly</changefreq>
<priority>0.7</priority>
</url>
<url>
<loc>https://opulion.dev/industries/fintech</loc>
<lastmod>2026-09-05T18:36:15.630Z</lastmod>
<changefreq>monthly</changefreq>
<priority>0.7</priority>
</url>
<url>
<loc>https://opulion.dev/industries/robotics</loc>
<lastmod>2026-09-05T18:36:15.630Z</lastmod>
<changefreq>monthly</changefreq>
<priority>0.7</priority>
</url>
<url>
<loc>https://opulion.dev/industries/connected-hardware</loc>
<lastmod>2026-09-05T18:36:15.630Z</lastmod>
<changefreq>monthly</changefreq>
<priority>0.7</priority>
</url>
<url>
<loc>https://opulion.dev/industries/enterprise-software</loc>
<lastmod>2026-09-05T18:36:15.630Z</lastmod>
<changefreq>monthly</changefreq>
<priority>0.7</priority>
</url>
<url>
<loc>https://opulion.dev/ground-truth/human-in-the-loop-or-safe-state</loc>
<lastmod>2026-09-06T00:00:00.000Z</lastmod>
<changefreq>monthly</changefreq>
<priority>0.7</priority>
</url>
<url>
<loc>https://opulion.dev/ground-truth/model-confidence-or-independent-verification</loc>
<lastmod>2026-09-05T00:00:00.000Z</lastmod>
<changefreq>monthly</changefreq>
<priority>0.7</priority>
</url>
<url>
<loc>https://opulion.dev/ground-truth/tracker-or-model-the-wearable-fork</loc>
<lastmod>2026-09-04T00:00:00.000Z</lastmod>
<changefreq>monthly</changefreq>
<priority>0.7</priority>
</url>
<url>
<loc>https://opulion.dev/ground-truth/durable-execution-idempotency-or-both</loc>
<lastmod>2026-09-03T00:00:00.000Z</lastmod>
<changefreq>monthly</changefreq>
<priority>0.7</priority>
</url>
<url>
<loc>https://opulion.dev/ground-truth/build-or-buy-agent-infrastructure</loc>
<lastmod>2026-09-02T00:00:00.000Z</lastmod>
<changefreq>monthly</changefreq>
<priority>0.7</priority>
</url>
<url>
<loc>https://opulion.dev/ground-truth/edge-or-cloud-inference</loc>
<lastmod>2026-09-01T00:00:00.000Z</lastmod>
<changefreq>monthly</changefreq>
<priority>0.7</priority>
</url>
<url>
<loc>https://opulion.dev/ground-truth/retrieval-or-fine-tuning</loc>
<lastmod>2026-08-31T00:00:00.000Z</lastmod>
<changefreq>monthly</changefreq>
<priority>0.7</priority>
</url>
<url>
<loc>https://opulion.dev/ground-truth/what-happens-at-ten-times-the-traffic</loc>
<lastmod>2026-08-30T00:00:00.000Z</lastmod>
<changefreq>monthly</changefreq>
<priority>0.7</priority>
</url>
<url>
<loc>https://opulion.dev/ground-truth/multi-tenant-retrieval-leakage-is-a-design-decision</loc>
<lastmod>2026-08-29T00:00:00.000Z</lastmod>
<changefreq>monthly</changefreq>
<priority>0.7</priority>
</url>
<url>
<loc>https://opulion.dev/ground-truth/perception-accuracy-is-not-control-safety</loc>
<lastmod>2026-08-28T00:00:00.000Z</lastmod>
<changefreq>monthly</changefreq>
<priority>0.7</priority>
</url>
<url>
<loc>https://opulion.dev/ground-truth/perception-to-control-the-handoff-nobody-owns</loc>
<lastmod>2026-08-27T00:00:00.000Z</lastmod>
<changefreq>monthly</changefreq>
<priority>0.7</priority>
</url>
<url>
<loc>https://opulion.dev/ground-truth/reconciliation-is-not-a-nice-to-have</loc>
<lastmod>2026-08-26T00:00:00.000Z</lastmod>
<changefreq>monthly</changefreq>
<priority>0.7</priority>
</url>
<url>
<loc>https://opulion.dev/ground-truth/idempotency-for-money-movement</loc>
<lastmod>2026-08-25T00:00:00.000Z</lastmod>
<changefreq>monthly</changefreq>
<priority>0.7</priority>
</url>
<url>
<loc>https://opulion.dev/ground-truth/ship-it-once-reach-it-never</loc>
<lastmod>2026-08-24T00:00:00.000Z</lastmod>
<changefreq>monthly</changefreq>
<priority>0.7</priority>
</url>
<url>
<loc>https://opulion.dev/ground-truth/the-update-that-bricks-the-fleet</loc>
<lastmod>2026-08-23T00:00:00.000Z</lastmod>
<changefreq>monthly</changefreq>
<priority>0.7</priority>
</url>
<url>
<loc>https://opulion.dev/ground-truth/systems-you-cannot-take-offline</loc>
<lastmod>2026-08-22T00:00:00.000Z</lastmod>
<changefreq>monthly</changefreq>
<priority>0.7</priority>
</url>
<url>
<loc>https://opulion.dev/ground-truth/desired-state-made-double-execution-impossible</loc>
<lastmod>2026-08-21T00:00:00.000Z</lastmod>
<changefreq>monthly</changefreq>
<priority>0.7</priority>
</url>
<url>
<loc>https://opulion.dev/ground-truth/fleet-scale-changes-the-failure-mode</loc>
<lastmod>2026-08-20T00:00:00.000Z</lastmod>
<changefreq>monthly</changefreq>
<priority>0.7</priority>
</url>
<url>
<loc>https://opulion.dev/ground-truth/plc-to-model-where-industrial-ai-breaks</loc>
<lastmod>2026-08-19T00:00:00.000Z</lastmod>
<changefreq>monthly</changefreq>
<priority>0.7</priority>
</url>
<url>
<loc>https://opulion.dev/ground-truth/what-a-minute-of-downtime-buys-you</loc>
<lastmod>2026-08-18T00:00:00.000Z</lastmod>
<changefreq>monthly</changefreq>
<priority>0.7</priority>
</url>
<url>
<loc>https://opulion.dev/ground-truth/what-a-regulator-asks-about-your-front-end</loc>
<lastmod>2026-08-17T00:00:00.000Z</lastmod>
<changefreq>monthly</changefreq>
<priority>0.7</priority>
</url>
<url>
<loc>https://opulion.dev/ground-truth/change-the-model-restart-the-submission</loc>
<lastmod>2026-08-16T00:00:00.000Z</lastmod>
<changefreq>monthly</changefreq>
<priority>0.7</priority>
</url>
<url>
<loc>https://opulion.dev/ground-truth/air-gapped-changes-every-assumption</loc>
<lastmod>2026-08-15T00:00:00.000Z</lastmod>
<changefreq>monthly</changefreq>
<priority>0.7</priority>
</url>
<url>
<loc>https://opulion.dev/ground-truth/edge-ai-no-network-no-retry</loc>
<lastmod>2026-08-14T00:00:00.000Z</lastmod>
<changefreq>monthly</changefreq>
<priority>0.7</priority>
</url>
<url>
<loc>https://opulion.dev/ground-truth/signs-the-failure-is-in-the-seams</loc>
<lastmod>2026-08-13T00:00:00.000Z</lastmod>
<changefreq>monthly</changefreq>
<priority>0.7</priority>
</url>
<url>
<loc>https://opulion.dev/ground-truth/questions-before-hiring-anyone-to-fix-your-rag-system</loc>
<lastmod>2026-08-12T00:00:00.000Z</lastmod>
<changefreq>monthly</changefreq>
<priority>0.7</priority>
</url>
<url>
<loc>https://opulion.dev/ground-truth/what-a-two-week-diagnostic-should-deliver</loc>
<lastmod>2026-08-11T00:00:00.000Z</lastmod>
<changefreq>monthly</changefreq>
<priority>0.7</priority>
</url>
<url>
<loc>https://opulion.dev/ground-truth/your-green-dashboard-is-not-evidence</loc>
<lastmod>2026-08-10T00:00:00.000Z</lastmod>
<changefreq>monthly</changefreq>
<priority>0.7</priority>
</url>
<url>
<loc>https://opulion.dev/ground-truth/when-not-to-ship-an-autonomous-agent</loc>
<lastmod>2026-08-09T00:00:00.000Z</lastmod>
<changefreq>monthly</changefreq>
<priority>0.7</priority>
</url>
<url>
<loc>https://opulion.dev/ground-truth/how-to-tell-your-vendor-is-aiming-at-the-wrong-thing</loc>
<lastmod>2026-08-08T00:00:00.000Z</lastmod>
<changefreq>monthly</changefreq>
<priority>0.7</priority>
</url>
<url>
<loc>https://opulion.dev/ground-truth/five-questions-for-your-next-ai-design-review</loc>
<lastmod>2026-08-07T00:00:00.000Z</lastmod>
<changefreq>monthly</changefreq>
<priority>0.7</priority>
</url>
<url>
<loc>https://opulion.dev/ground-truth/what-it-costs-to-fix-a-failing-ai-system</loc>
<lastmod>2026-08-06T00:00:00.000Z</lastmod>
<changefreq>monthly</changefreq>
<priority>0.7</priority>
</url>
<url>
<loc>https://opulion.dev/ground-truth/the-verifier-that-verifies-nothing</loc>
<lastmod>2026-08-05T00:00:00.000Z</lastmod>
<changefreq>monthly</changefreq>
<priority>0.7</priority>
</url>
<url>
<loc>https://opulion.dev/ground-truth/five-ways-a-loop-fails-to-stop</loc>
<lastmod>2026-08-04T00:00:00.000Z</lastmod>
<changefreq>monthly</changefreq>
<priority>0.7</priority>
</url>
<url>
<loc>https://opulion.dev/ground-truth/two-termination-proofs-compose-into-a-hang</loc>
<lastmod>2026-08-03T00:00:00.000Z</lastmod>
<changefreq>monthly</changefreq>
<priority>0.7</priority>
</url>
<url>
<loc>https://opulion.dev/ground-truth/bounded-the-wrong-thing</loc>
<lastmod>2026-08-02T00:00:00.000Z</lastmod>
<changefreq>monthly</changefreq>
<priority>0.7</priority>
</url>
<url>
<loc>https://opulion.dev/ground-truth/the-delete-the-variable-test</loc>
<lastmod>2026-08-01T00:00:00.000Z</lastmod>
<changefreq>monthly</changefreq>
<priority>0.7</priority>
</url>
<url>
<loc>https://opulion.dev/ground-truth/rebuild-or-repair</loc>
<lastmod>2026-07-31T00:00:00.000Z</lastmod>
<changefreq>monthly</changefreq>
<priority>0.7</priority>
</url>
<url>
<loc>https://opulion.dev/ground-truth/the-third-option</loc>
<lastmod>2026-07-30T00:00:00.000Z</lastmod>
<changefreq>monthly</changefreq>
<priority>0.7</priority>
</url>
<url>
<loc>https://opulion.dev/ground-truth/your-agent-framework-was-specified-in-1990</loc>
<lastmod>2026-07-29T00:00:00.000Z</lastmod>
<changefreq>monthly</changefreq>
<priority>0.7</priority>
</url>
<url>
<loc>https://opulion.dev/ground-truth/nine-agent-frameworks-termination-audit</loc>
<lastmod>2026-07-28T00:00:00.000Z</lastmod>
<changefreq>monthly</changefreq>
<priority>0.7</priority>
</url>
<url>
<loc>https://opulion.dev/ground-truth/time-fuse-and-iteration-fuse</loc>
<lastmod>2026-07-27T00:00:00.000Z</lastmod>
<changefreq>monthly</changefreq>
<priority>0.7</priority>
</url>
<url>
<loc>https://opulion.dev/ground-truth/you-cannot-hire-a-gap</loc>
<lastmod>2026-07-26T00:00:00.000Z</lastmod>
<changefreq>monthly</changefreq>
<priority>0.7</priority>
</url>
<url>
<loc>https://opulion.dev/ground-truth/the-model-is-five-percent</loc>
<lastmod>2026-07-25T00:00:00.000Z</lastmod>
<changefreq>monthly</changefreq>
<priority>0.7</priority>
</url>
<url>
<loc>https://opulion.dev/ground-truth/bom-passes-board-is-wrong</loc>
<lastmod>2026-07-24T00:00:00.000Z</lastmod>
<changefreq>monthly</changefreq>
<priority>0.7</priority>
</url>
<url>
<loc>https://opulion.dev/ground-truth/common-mode-rejection-explained</loc>
<lastmod>2026-07-23T00:00:00.000Z</lastmod>
<changefreq>monthly</changefreq>
<priority>0.7</priority>
</url>
<url>
<loc>https://opulion.dev/ground-truth/the-driven-reference-electrode</loc>
<lastmod>2026-07-22T00:00:00.000Z</lastmod>
<changefreq>monthly</changefreq>
<priority>0.7</priority>
</url>
<url>
<loc>https://opulion.dev/ground-truth/every-stopping-rule-needs-a-model-of-the-task</loc>
<lastmod>2026-07-21T00:00:00.000Z</lastmod>
<changefreq>monthly</changefreq>
<priority>0.7</priority>
</url>
<url>
<loc>https://opulion.dev/ground-truth/the-physical-ceiling</loc>
<lastmod>2026-07-20T00:00:00.000Z</lastmod>
<changefreq>monthly</changefreq>
<priority>0.7</priority>
</url>
<url>
<loc>https://opulion.dev/ground-truth/shadow-and-canary</loc>
<lastmod>2026-07-19T00:00:00.000Z</lastmod>
<changefreq>monthly</changefreq>
<priority>0.7</priority>
</url>
<url>
<loc>https://opulion.dev/ground-truth/ai-cannot-grade-its-own-homework</loc>
<lastmod>2026-07-18T00:00:00.000Z</lastmod>
<changefreq>monthly</changefreq>
<priority>0.7</priority>
</url>
<url>
<loc>https://opulion.dev/ground-truth/recall-is-the-silent-killer</loc>
<lastmod>2026-07-17T00:00:00.000Z</lastmod>
<changefreq>monthly</changefreq>
<priority>0.7</priority>
</url>
<url>
<loc>https://opulion.dev/ground-truth/durable-execution-is-not-exactly-once</loc>
<lastmod>2026-07-16T00:00:00.000Z</lastmod>
<changefreq>monthly</changefreq>
<priority>0.7</priority>
</url>
<url>
<loc>https://opulion.dev/ground-truth/your-agent-is-missing-a-state</loc>
<lastmod>2026-07-15T00:00:00.000Z</lastmod>
<changefreq>monthly</changefreq>
<priority>0.7</priority>
</url>
<url>
<loc>https://opulion.dev/ground-truth/instrumenting-an-ai-agent</loc>
<lastmod>2026-07-14T00:00:00.000Z</lastmod>
<changefreq>monthly</changefreq>
<priority>0.7</priority>
</url>
<url>
<loc>https://opulion.dev/ground-truth/designing-for-irreversible-actions</loc>
<lastmod>2026-07-13T00:00:00.000Z</lastmod>
<changefreq>monthly</changefreq>
<priority>0.7</priority>
</url>
<url>
<loc>https://opulion.dev/ground-truth/one-bad-input-poisons-the-chain</loc>
<lastmod>2026-07-12T00:00:00.000Z</lastmod>
<changefreq>monthly</changefreq>
<priority>0.7</priority>
</url>
<url>
<loc>https://opulion.dev/ground-truth/the-cloud-hides-your-real-failures</loc>
<lastmod>2026-07-11T00:00:00.000Z</lastmod>
<changefreq>monthly</changefreq>
<priority>0.7</priority>
</url>
<url>
<loc>https://opulion.dev/ground-truth/wrong-vs-load-bearing-wrong</loc>
<lastmod>2026-07-10T00:00:00.000Z</lastmod>
<changefreq>monthly</changefreq>
<priority>0.7</priority>
</url>
<url>
<loc>https://opulion.dev/ground-truth/every-metric-is-a-proxy</loc>
<lastmod>2026-07-09T00:00:00.000Z</lastmod>
<changefreq>monthly</changefreq>
<priority>0.7</priority>
</url>
<url>
<loc>https://opulion.dev/ground-truth/test-set-that-predicts-production</loc>
<lastmod>2026-07-08T00:00:00.000Z</lastmod>
<changefreq>monthly</changefreq>
<priority>0.7</priority>
</url>
<url>
<loc>https://opulion.dev/ground-truth/before-you-blame-the-model</loc>
<lastmod>2026-07-07T00:00:00.000Z</lastmod>
<changefreq>monthly</changefreq>
<priority>0.7</priority>
</url>
<url>
<loc>https://opulion.dev/ground-truth/return-path-bug-biosignal-front-end</loc>
<lastmod>2026-07-06T00:00:00.000Z</lastmod>
<changefreq>monthly</changefreq>
<priority>0.7</priority>
</url>
<url>
<loc>https://opulion.dev/ground-truth/the-eighty-percent-agent-demo-vs-platform</loc>
<lastmod>2026-07-05T00:00:00.000Z</lastmod>
<changefreq>monthly</changefreq>
<priority>0.7</priority>
</url>
<url>
<loc>https://opulion.dev/ground-truth/why-your-ai-agent-wont-stop</loc>
<lastmod>2026-07-04T00:00:00.000Z</lastmod>
<changefreq>monthly</changefreq>
<priority>0.7</priority>
</url>
<url>
<loc>https://opulion.dev/ground-truth/cleaning-input-can-make-ai-worse</loc>
<lastmod>2026-07-03T00:00:00.000Z</lastmod>
<changefreq>monthly</changefreq>
<priority>0.7</priority>
</url>
<url>
<loc>https://opulion.dev/ground-truth/memory-bound-not-compute-bound</loc>
<lastmod>2026-07-02T00:00:00.000Z</lastmod>
<changefreq>monthly</changefreq>
<priority>0.7</priority>
</url>
<url>
<loc>https://opulion.dev/ground-truth/confidence-is-not-evidence</loc>
<lastmod>2026-07-01T00:00:00.000Z</lastmod>
<changefreq>monthly</changefreq>
<priority>0.7</priority>
</url>
<url>
<loc>https://opulion.dev/ground-truth/why-your-agent-reports-success-but-nothing-ran</loc>
<lastmod>2026-06-30T00:00:00.000Z</lastmod>
<changefreq>monthly</changefreq>
<priority>0.7</priority>
</url>
<url>
<loc>https://opulion.dev/ground-truth/retrieval-or-generation-which-half-broke</loc>
<lastmod>2026-06-29T00:00:00.000Z</lastmod>
<changefreq>monthly</changefreq>
<priority>0.7</priority>
</url>
<url>
<loc>https://opulion.dev/ground-truth/why-your-ai-agent-double-executes</loc>
<lastmod>2026-06-28T00:00:00.000Z</lastmod>
<changefreq>monthly</changefreq>
<priority>0.7</priority>
</url>
<url>
<loc>https://opulion.dev/ground-truth/index-freshness-and-drift</loc>
<lastmod>2026-06-27T00:00:00.000Z</lastmod>
<changefreq>monthly</changefreq>
<priority>0.7</priority>
</url>
<url>
<loc>https://opulion.dev/ground-truth/why-your-ai-agents-fail-and-how-to-fix-it</loc>
<lastmod>2026-09-06T00:00:00.000Z</lastmod>
<changefreq>monthly</changefreq>
<priority>0.7</priority>
</url>
<url>
<loc>https://opulion.dev/ground-truth/how-to-fix-a-broken-rag-system</loc>
<lastmod>2026-09-06T00:00:00.000Z</lastmod>
<changefreq>monthly</changefreq>
<priority>0.7</priority>
</url>
<url>
<loc>https://opulion.dev/ground-truth/why-ai-works-in-testing-but-fails-in-production</loc>
<lastmod>2026-09-06T00:00:00.000Z</lastmod>
<changefreq>monthly</changefreq>
<priority>0.7</priority>
</url>
<url>
<loc>https://opulion.dev/ground-truth/sensor-placement-is-an-algorithm-decision</loc>
<lastmod>2026-09-06T00:00:00.000Z</lastmod>
<changefreq>monthly</changefreq>
<priority>0.7</priority>
</url>
<url>
<loc>https://opulion.dev/ground-truth/tag/reliability</loc>
<lastmod>2026-09-05T18:36:15.630Z</lastmod>
<changefreq>weekly</changefreq>
<priority>0.4</priority>
</url>
<url>
<loc>https://opulion.dev/ground-truth/tag/ai-infrastructure</loc>
<lastmod>2026-09-05T18:36:15.630Z</lastmod>
<changefreq>weekly</changefreq>
<priority>0.4</priority>
</url>
<url>
<loc>https://opulion.dev/ground-truth/tag/systems</loc>
<lastmod>2026-09-05T18:36:15.630Z</lastmod>
<changefreq>weekly</changefreq>
<priority>0.4</priority>
</url>
<url>
<loc>https://opulion.dev/ground-truth/tag/production-ai</loc>
<lastmod>2026-09-05T18:36:15.630Z</lastmod>
<changefreq>weekly</changefreq>
<priority>0.4</priority>
</url>
<url>
<loc>https://opulion.dev/ground-truth/tag/agentic</loc>
<lastmod>2026-09-05T18:36:15.630Z</lastmod>
<changefreq>weekly</changefreq>
<priority>0.4</priority>
</url>
<url>
<loc>https://opulion.dev/ground-truth/tag/architect</loc>
<lastmod>2026-09-05T18:36:15.630Z</lastmod>
<changefreq>weekly</changefreq>
<priority>0.4</priority>
</url>
<url>
<loc>https://opulion.dev/ground-truth/tag/diagnose</loc>
<lastmod>2026-09-05T18:36:15.630Z</lastmod>
<changefreq>weekly</changefreq>
<priority>0.4</priority>
</url>
<url>
<loc>https://opulion.dev/ground-truth/tag/enterprise-software</loc>
<lastmod>2026-09-05T18:36:15.630Z</lastmod>
<changefreq>weekly</changefreq>
<priority>0.4</priority>
</url>
<url>
<loc>https://opulion.dev/ground-truth/tag/ai-agents</loc>
<lastmod>2026-09-05T18:36:15.630Z</lastmod>
<changefreq>weekly</changefreq>
<priority>0.4</priority>
</url>
<url>
<loc>https://opulion.dev/ground-truth/tag/rag</loc>
<lastmod>2026-09-05T18:36:15.630Z</lastmod>
<changefreq>weekly</changefreq>
<priority>0.4</priority>
</url>
<url>
<loc>https://opulion.dev/ground-truth/tag/buyer-guide</loc>
<lastmod>2026-09-05T18:36:15.630Z</lastmod>
<changefreq>weekly</changefreq>
<priority>0.4</priority>
</url>
<url>
<loc>https://opulion.dev/ground-truth/tag/retrieval</loc>
<lastmod>2026-09-05T18:36:15.630Z</lastmod>
<changefreq>weekly</changefreq>
<priority>0.4</priority>
</url>
<url>
<loc>https://opulion.dev/ground-truth/tag/decision</loc>
<lastmod>2026-09-05T18:36:15.630Z</lastmod>
<changefreq>weekly</changefreq>
<priority>0.4</priority>
</url>
<url>
<loc>https://opulion.dev/ground-truth/tag/medical</loc>
<lastmod>2026-09-05T18:36:15.630Z</lastmod>
<changefreq>weekly</changefreq>
<priority>0.4</priority>
</url>
<url>
<loc>https://opulion.dev/ground-truth/tag/biosignal</loc>
<lastmod>2026-09-05T18:36:15.630Z</lastmod>
<changefreq>weekly</changefreq>
<priority>0.4</priority>
</url>
<url>
<loc>https://opulion.dev/ground-truth/tag/harden</loc>
<lastmod>2026-09-05T18:36:15.630Z</lastmod>
<changefreq>weekly</changefreq>
<priority>0.4</priority>
</url>
<url>
<loc>https://opulion.dev/ground-truth/tag/hardware</loc>
<lastmod>2026-09-05T18:36:15.630Z</lastmod>
<changefreq>weekly</changefreq>
<priority>0.4</priority>
</url>
<url>
<loc>https://opulion.dev/ground-truth/tag/model</loc>
<lastmod>2026-09-05T18:36:15.630Z</lastmod>
<changefreq>weekly</changefreq>
<priority>0.4</priority>
</url>
<url>
<loc>https://opulion.dev/ground-truth/tag/protocols</loc>
<lastmod>2026-09-05T18:36:15.630Z</lastmod>
<changefreq>weekly</changefreq>
<priority>0.4</priority>
</url>
<url>
<loc>https://opulion.dev/ground-truth/tag/signal-processing</loc>
<lastmod>2026-09-05T18:36:15.630Z</lastmod>
<changefreq>weekly</changefreq>
<priority>0.4</priority>
</url>
<url>
<loc>https://opulion.dev/ground-truth/tag/firmware</loc>
<lastmod>2026-09-05T18:36:15.630Z</lastmod>
<changefreq>weekly</changefreq>
<priority>0.4</priority>
</url>
<url>
<loc>https://opulion.dev/ground-truth/tag/operate</loc>
<lastmod>2026-09-05T18:36:15.630Z</lastmod>
<changefreq>weekly</changefreq>
<priority>0.4</priority>
</url>
<url>
<loc>https://opulion.dev/ground-truth/tag/silicon</loc>
<lastmod>2026-09-05T18:36:15.630Z</lastmod>
<changefreq>weekly</changefreq>
<priority>0.4</priority>
</url>
<url>
<loc>https://opulion.dev/ground-truth/tag/connected-hardware</loc>
<lastmod>2026-09-05T18:36:15.630Z</lastmod>
<changefreq>weekly</changefreq>
<priority>0.4</priority>
</url>
<url>
<loc>https://opulion.dev/ground-truth/tag/defense</loc>
<lastmod>2026-09-05T18:36:15.630Z</lastmod>
<changefreq>weekly</changefreq>
<priority>0.4</priority>
</url>
<url>
<loc>https://opulion.dev/ground-truth/tag/evaluation</loc>
<lastmod>2026-09-05T18:36:15.630Z</lastmod>
<changefreq>weekly</changefreq>
<priority>0.4</priority>
</url>
<url>
<loc>https://opulion.dev/ground-truth/tag/fintech</loc>
<lastmod>2026-09-05T18:36:15.630Z</lastmod>
<changefreq>weekly</changefreq>
<priority>0.4</priority>
</url>
<url>
<loc>https://opulion.dev/ground-truth/tag/medical-devices</loc>
<lastmod>2026-09-05T18:36:15.630Z</lastmod>
<changefreq>weekly</changefreq>
<priority>0.4</priority>
</url>
<url>
<loc>https://opulion.dev/ground-truth/tag/edge-ai</loc>
<lastmod>2026-09-05T18:36:15.630Z</lastmod>
<changefreq>weekly</changefreq>
<priority>0.4</priority>
</url>
<url>
<loc>https://opulion.dev/ground-truth/tag/industrial-automation</loc>
<lastmod>2026-09-05T18:36:15.630Z</lastmod>
<changefreq>weekly</changefreq>
<priority>0.4</priority>
</url>
<url>
<loc>https://opulion.dev/ground-truth/tag/infrastructure</loc>
<lastmod>2026-09-05T18:36:15.630Z</lastmod>
<changefreq>weekly</changefreq>
<priority>0.4</priority>
</url>
<url>
<loc>https://opulion.dev/ground-truth/tag/robotics</loc>
<lastmod>2026-09-05T18:36:15.630Z</lastmod>
<changefreq>weekly</changefreq>
<priority>0.4</priority>
</url>
<url>
<loc>https://opulion.dev/ground-truth/tag/wearables</loc>
<lastmod>2026-09-05T18:36:15.630Z</lastmod>
<changefreq>weekly</changefreq>
<priority>0.4</priority>
</url>
<url>
<loc>https://opulion.dev/ground-truth/tag/drift</loc>
<lastmod>2026-09-05T18:36:15.630Z</lastmod>
<changefreq>weekly</changefreq>
<priority>0.4</priority>
</url>
<url>
<loc>https://opulion.dev/ground-truth/tag/energy-utilities</loc>
<lastmod>2026-09-05T18:36:15.630Z</lastmod>
<changefreq>weekly</changefreq>
<priority>0.4</priority>
</url>
<url>
<loc>https://opulion.dev/ground-truth/tag/mlops</loc>
<lastmod>2026-09-05T18:36:15.630Z</lastmod>
<changefreq>weekly</changefreq>
<priority>0.4</priority>
</url>
<url>
<loc>https://opulion.dev/ground-truth/tag/regulatory</loc>
<lastmod>2026-09-05T18:36:15.630Z</lastmod>
<changefreq>weekly</changefreq>
<priority>0.4</priority>
</url>
<url>
<loc>https://opulion.dev/ground-truth/tag/scaling</loc>
<lastmod>2026-09-05T18:36:15.630Z</lastmod>
<changefreq>weekly</changefreq>
<priority>0.4</priority>
</url>
<url>
<loc>https://opulion.dev/ground-truth/tag/security</loc>
<lastmod>2026-09-05T18:36:15.630Z</lastmod>
<changefreq>weekly</changefreq>
<priority>0.4</priority>
</url>
</urlset>
