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    <!-- Homepage -->
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        <lastmod>2026-02-21</lastmod>
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    <!-- BYOK API Settings / Provider Configuration (February 2026) -->
    <url>
        <loc>https://www.openagentschool.org/settings</loc>
        <lastmod>2026-02-21</lastmod>
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    <!-- Micro-Learning / Just-In-Time Learning / ConceptSphere (February 2026) -->
    <url>
        <loc>https://www.openagentschool.org/micro-learning</loc>
        <lastmod>2026-02-28</lastmod>
        <changefreq>weekly</changefreq>
        <priority>0.95</priority>
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    <!-- Micro-Listening — Daily Audio Learning (March 2026) -->
    <url>
        <loc>https://www.openagentschool.org/micro-listening</loc>
        <lastmod>2026-03-04</lastmod>
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        <priority>0.95</priority>
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    <!-- Byte-Sized Learning — AI Concepts in 60 Seconds (March 2026) -->
    <url>
        <loc>https://www.openagentschool.org/byte-sized</loc>
        <lastmod>2026-03-05</lastmod>
        <changefreq>weekly</changefreq>
        <priority>0.95</priority>
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    <!-- The Forge — Cognitive Friction Lab (March 2026) -->
    <url>
        <loc>https://www.openagentschool.org/the-forge</loc>
        <lastmod>2026-03-06</lastmod>
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        <priority>0.95</priority>
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    <!-- Cognitive Lab — Brain-Native Learning Paradigms (March 2026) -->
    <url>
        <loc>https://www.openagentschool.org/cognitive-lab</loc>
        <lastmod>2026-03-07</lastmod>
        <changefreq>weekly</changefreq>
        <priority>0.95</priority>
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    <!-- Core Concepts Section -->
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        <lastmod>2026-02-21</lastmod>
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    <!-- Enterprise Playbook Concepts (January 2026 Major Update) -->
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        <loc>https://www.openagentschool.org/concepts/program-setup-north-star</loc>
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    <url>
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    <url>
        <loc>https://www.openagentschool.org/concepts/organizational-enablement</loc>
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    <url>
        <loc>https://www.openagentschool.org/concepts/data-knowledge-operations</loc>
        <lastmod>2026-01-31</lastmod>
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        <priority>0.95</priority>
    </url>

    <url>
        <loc>https://www.openagentschool.org/concepts/experimentation-continuous-improvement</loc>
        <lastmod>2026-01-31</lastmod>
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        <priority>0.95</priority>
    </url>

    <url>
        <loc>https://www.openagentschool.org/concepts/ecosystem-partnerships</loc>
        <lastmod>2026-01-31</lastmod>
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        <priority>0.95</priority>
    </url>

    <url>
        <loc>https://www.openagentschool.org/concepts/architecture-platform-operations</loc>
        <lastmod>2026-01-31</lastmod>
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        <priority>0.95</priority>
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    <url>
        <loc>https://www.openagentschool.org/concepts/agent-ops</loc>
        <lastmod>2026-01-31</lastmod>
        <changefreq>weekly</changefreq>
        <priority>0.9</priority>
    </url>

    <!-- AI-Ready Data (February 2026) -->
    <url>
        <loc>https://www.openagentschool.org/concepts/ai-ready-data</loc>
        <lastmod>2026-02-05</lastmod>
        <changefreq>weekly</changefreq>
        <priority>0.95</priority>
    </url>

    <!-- Context Engineering (February 2026) -->
    <url>
        <loc>https://www.openagentschool.org/concepts/context-engineering</loc>
        <lastmod>2026-02-21</lastmod>
        <changefreq>weekly</changefreq>
        <priority>0.95</priority>
    </url>

    <!-- Agent Harness Engineering (March 2026) -->
    <url>
        <loc>https://www.openagentschool.org/concepts/agent-harness-engineering</loc>
        <lastmod>2026-03-07</lastmod>
        <changefreq>weekly</changefreq>
        <priority>0.95</priority>
    </url>

    <!-- Agents for Science / Science AI Factory (February 2026) -->
    <url>
        <loc>https://www.openagentschool.org/agents-for-science</loc>
        <lastmod>2026-02-10</lastmod>
        <changefreq>weekly</changefreq>
        <priority>0.95</priority>
    </url>

    <!-- Meta-Learning Foundation (February 2026) -->
    <url>
        <loc>https://www.openagentschool.org/concepts/learning-how-to-learn</loc>
        <lastmod>2026-02-16</lastmod>
        <changefreq>weekly</changefreq>
        <priority>0.95</priority>
    </url>

    <!-- Beginner Foundations (February 2026) -->
    <url>
        <loc>https://www.openagentschool.org/concepts/what-is-an-llm</loc>
        <lastmod>2026-02-27</lastmod>
        <changefreq>monthly</changefreq>
        <priority>0.9</priority>
    </url>

    <url>
        <loc>https://www.openagentschool.org/concepts/tool-use-function-calling</loc>
        <lastmod>2026-02-27</lastmod>
        <changefreq>monthly</changefreq>
        <priority>0.9</priority>
    </url>

    <url>
        <loc>https://www.openagentschool.org/concepts/hallucination-grounding</loc>
        <lastmod>2026-02-27</lastmod>
        <changefreq>monthly</changefreq>
        <priority>0.9</priority>
    </url>

    <url>
        <loc>https://www.openagentschool.org/concepts/memory-state</loc>
        <lastmod>2026-02-27</lastmod>
        <changefreq>monthly</changefreq>
        <priority>0.9</priority>
    </url>

    <url>
        <loc>https://www.openagentschool.org/concepts/rag-basics</loc>
        <lastmod>2026-02-27</lastmod>
        <changefreq>monthly</changefreq>
        <priority>0.9</priority>
    </url>

    <!-- Core Agent Concepts -->
    <url>
        <loc>https://www.openagentschool.org/concepts/agentic-ai-design-taxonomy</loc>
        <lastmod>2026-01-31</lastmod>
        <changefreq>monthly</changefreq>
        <priority>0.8</priority>
    </url>

    <url>
        <loc>https://www.openagentschool.org/concepts/agentic-prompting-fundamentals</loc>
        <lastmod>2026-01-31</lastmod>
        <changefreq>monthly</changefreq>
        <priority>0.8</priority>
    </url>

    <url>
        <loc>https://www.openagentschool.org/concepts/prompt-optimization-patterns</loc>
        <lastmod>2026-01-31</lastmod>
        <changefreq>monthly</changefreq>
        <priority>0.8</priority>
    </url>

    <url>
        <loc>https://www.openagentschool.org/concepts/agent-instruction-design</loc>
        <lastmod>2026-01-31</lastmod>
        <changefreq>monthly</changefreq>
        <priority>0.8</priority>
    </url>

    <url>
        <loc>https://www.openagentschool.org/concepts/agentic-workflow-control</loc>
        <lastmod>2026-01-31</lastmod>
        <changefreq>monthly</changefreq>
        <priority>0.8</priority>
    </url>

    <url>
        <loc>https://www.openagentschool.org/concepts/agent-evaluation-methodologies</loc>
        <lastmod>2026-01-31</lastmod>
        <changefreq>monthly</changefreq>
        <priority>0.8</priority>
    </url>

    <url>
        <loc>https://www.openagentschool.org/concepts/agent-architecture</loc>
        <lastmod>2026-01-31</lastmod>
        <changefreq>monthly</changefreq>
        <priority>0.8</priority>
    </url>

    <url>
        <loc>https://www.openagentschool.org/concepts/agent-security</loc>
        <lastmod>2026-01-31</lastmod>
        <changefreq>monthly</changefreq>
        <priority>0.8</priority>
    </url>

    <url>
        <loc>https://www.openagentschool.org/concepts/multi-agent-systems</loc>
        <lastmod>2026-01-31</lastmod>
        <changefreq>monthly</changefreq>
        <priority>0.8</priority>
    </url>

    <url>
        <loc>https://www.openagentschool.org/concepts/xyz-claw</loc>
        <lastmod>2026-02-28</lastmod>
        <changefreq>monthly</changefreq>
        <priority>0.8</priority>
    </url>

    <url>
        <loc>https://www.openagentschool.org/concepts/agent-ethics</loc>
        <lastmod>2026-01-31</lastmod>
        <changefreq>monthly</changefreq>
        <priority>0.8</priority>
    </url>

    <url>
        <loc>https://www.openagentschool.org/concepts/ai-agents</loc>
        <lastmod>2026-01-31</lastmod>
        <changefreq>monthly</changefreq>
        <priority>0.8</priority>
    </url>

    <url>
        <loc>https://www.openagentschool.org/concepts/ai-safety-governance</loc>
        <lastmod>2026-01-31</lastmod>
        <changefreq>monthly</changefreq>
        <priority>0.8</priority>
    </url>

    <!-- Protocol Concepts -->
    <url>
        <loc>https://www.openagentschool.org/concepts/a2a-communication</loc>
        <lastmod>2026-01-31</lastmod>
        <changefreq>monthly</changefreq>
        <priority>0.8</priority>
    </url>

    <url>
        <loc>https://www.openagentschool.org/concepts/mcp</loc>
        <lastmod>2026-01-31</lastmod>
        <changefreq>monthly</changefreq>
        <priority>0.8</priority>
    </url>

    <url>
        <loc>https://www.openagentschool.org/concepts/acp</loc>
        <lastmod>2026-01-31</lastmod>
        <changefreq>monthly</changefreq>
        <priority>0.8</priority>
    </url>

    <url>
        <loc>https://www.openagentschool.org/concepts/mcp-a2a-integration</loc>
        <lastmod>2026-01-31</lastmod>
        <changefreq>monthly</changefreq>
        <priority>0.8</priority>
    </url>

    <!-- Visualization and Evaluation Concepts -->
    <url>
        <loc>https://www.openagentschool.org/concepts/flow-visualization</loc>
        <lastmod>2026-01-31</lastmod>
        <changefreq>monthly</changefreq>
        <priority>0.8</priority>
    </url>

    <url>
        <loc>https://www.openagentschool.org/concepts/agent-evaluation</loc>
        <lastmod>2026-01-31</lastmod>
        <changefreq>weekly</changefreq>
        <priority>0.9</priority>
        <image:image>
            <image:loc>https://www.openagentschool.org/images/LLM_Evaluation_Cheatsheet.png</image:loc>
            <image:title>LLM Evaluation Cheatsheet</image:title>
            <image:caption>Comprehensive guide to LLM evaluation metrics, methods, and benchmarks</image:caption>
        </image:image>
    </url>

    <url>
        <loc>https://www.openagentschool.org/concepts/data-visualization</loc>
        <lastmod>2026-01-31</lastmod>
        <changefreq>weekly</changefreq>
        <priority>0.95</priority>
    </url>

    <!-- MCP Apps & Agent UI (January 2026) - Interactive UI standard for AI agents -->
    <!-- Covers: ui:// resources, tool annotations, sandboxed iframes, cross-platform -->

    <!-- Learning and Deployment Concepts -->
    <url>
        <loc>https://www.openagentschool.org/concepts/agent-deployment</loc>
        <lastmod>2026-01-31</lastmod>
        <changefreq>monthly</changefreq>
        <priority>0.8</priority>
    </url>

    <url>
        <loc>https://www.openagentschool.org/concepts/agent-learning</loc>
        <lastmod>2026-01-31</lastmod>
        <changefreq>monthly</changefreq>
        <priority>0.8</priority>
    </url>

    <url>
        <loc>https://www.openagentschool.org/concepts/agent-integration</loc>
        <lastmod>2026-01-31</lastmod>
        <changefreq>monthly</changefreq>
        <priority>0.8</priority>
    </url>

    <url>
        <loc>https://www.openagentschool.org/concepts/fine-tuning</loc>
        <lastmod>2026-01-31</lastmod>
        <changefreq>monthly</changefreq>
        <priority>0.8</priority>
        <image:image>
            <image:loc>https://www.openagentschool.org/images/SFT_DPO_RFT.png</image:loc>
            <image:title>Fine-Tuning Methods Comparison</image:title>
            <image:caption>SFT vs DPO vs RFT - choosing the right fine-tuning approach</image:caption>
        </image:image>
    </url>

    <!-- Commerce and Product Concepts -->
    <url>
        <loc>https://www.openagentschool.org/concepts/agentic-commerce-ap2</loc>
        <lastmod>2026-01-31</lastmod>
        <changefreq>monthly</changefreq>
        <priority>0.8</priority>
    </url>

    <url>
        <loc>https://www.openagentschool.org/concepts/product-management</loc>
        <lastmod>2026-01-31</lastmod>
        <changefreq>monthly</changefreq>
        <priority>0.8</priority>
    </url>

    <!-- Advanced Concepts -->
    <url>
        <loc>https://www.openagentschool.org/concepts/agentic-robotics-integration</loc>
        <lastmod>2026-01-31</lastmod>
        <changefreq>weekly</changefreq>
        <priority>0.95</priority>
    </url>

    <url>
        <loc>https://www.openagentschool.org/concepts/quantum-ai-robotics</loc>
        <lastmod>2026-01-31</lastmod>
        <changefreq>weekly</changefreq>
        <priority>0.95</priority>
    </url>

    <!-- Atomic LLM Training / microGPT (February 2026) -->
    <url>
        <loc>https://www.openagentschool.org/concepts/atomic-llm-training</loc>
        <lastmod>2026-02-14</lastmod>
        <changefreq>weekly</changefreq>
        <priority>0.95</priority>
    </url>

    <!-- Edge & Physical AI (February 2026) -->
    <url>
        <loc>https://www.openagentschool.org/concepts/edge-agent</loc>
        <lastmod>2026-02-03</lastmod>
        <changefreq>weekly</changefreq>
        <priority>0.95</priority>
    </url>

    <!-- Tri-System Paradigm / Triadic Cognitive Ecology (February 2026) -->
    <url>
        <loc>https://www.openagentschool.org/concepts/tri-system-paradigm</loc>
        <lastmod>2026-02-18</lastmod>
        <changefreq>weekly</changefreq>
        <priority>0.95</priority>
        <image:image>
            <image:loc>https://www.openagentschool.org/images/Tri_System_Paradigm_Landscape.webp</image:loc>
            <image:title>Tri-System Paradigm — Triadic Cognitive Ecology</image:title>
            <image:caption>Beyond Kahneman: System 1 / System 2 / System 3 — how AI externalises slow thinking and what architects must design to keep humans in the verification seat</image:caption>
        </image:image>
    </url>

    <!-- CLI and Coding Agent Concepts (January 2026) -->
    <url>
        <loc>https://www.openagentschool.org/concepts/agent-skills</loc>
        <lastmod>2026-01-31</lastmod>
        <changefreq>weekly</changefreq>
        <priority>0.9</priority>
        <image:image>
            <image:loc>https://www.openagentschool.org/images/Agent_Skills_Tool_MCP_SubAgents.png</image:loc>
            <image:title>Agent Skills Architecture</image:title>
            <image:caption>Agent skills with tools, MCP, and sub-agents</image:caption>
        </image:image>
    </url>

    <url>
        <loc>https://www.openagentschool.org/concepts/client-coding-agents</loc>
        <lastmod>2026-01-31</lastmod>
        <changefreq>weekly</changefreq>
        <priority>0.9</priority>
    </url>

    <url>
        <loc>https://www.openagentschool.org/concepts/agent-red-teaming</loc>
        <lastmod>2026-01-31</lastmod>
        <changefreq>weekly</changefreq>
        <priority>0.9</priority>
    </url>

    <!-- Applied and Career Concepts (January 2026) -->
    <url>
        <loc>https://www.openagentschool.org/concepts/agent-troubleshooting</loc>
        <lastmod>2026-01-31</lastmod>
        <changefreq>weekly</changefreq>
        <priority>0.9</priority>
    </url>

    <url>
        <loc>https://www.openagentschool.org/concepts/agent-economics</loc>
        <lastmod>2026-01-31</lastmod>
        <changefreq>weekly</changefreq>
        <priority>0.9</priority>
    </url>

    <url>
        <loc>https://www.openagentschool.org/concepts/agent-career-paths</loc>
        <lastmod>2026-01-31</lastmod>
        <changefreq>weekly</changefreq>
        <priority>0.9</priority>
    </url>

    <url>
        <loc>https://www.openagentschool.org/concepts/industry-agents</loc>
        <lastmod>2026-01-31</lastmod>
        <changefreq>weekly</changefreq>
        <priority>0.9</priority>
    </url>

    <url>
        <loc>https://www.openagentschool.org/concepts/agent-templates-hub</loc>
        <lastmod>2026-01-31</lastmod>
        <changefreq>weekly</changefreq>
        <priority>0.9</priority>
    </url>

    <!-- Production Foundations Concepts (January 2026) -->
    <url>
        <loc>https://www.openagentschool.org/concepts/agent-reasoning-patterns</loc>
        <lastmod>2026-01-31</lastmod>
        <changefreq>weekly</changefreq>
        <priority>0.9</priority>
        <image:image>
            <image:loc>https://www.openagentschool.org/images/Agent_Reasoning_Pattern.png</image:loc>
            <image:title>Agent Reasoning Patterns</image:title>
            <image:caption>CoT, ToT, GoT, and ReAct reasoning strategies</image:caption>
        </image:image>
    </url>

    <url>
        <loc>https://www.openagentschool.org/concepts/agent-memory-systems</loc>
        <lastmod>2026-01-31</lastmod>
        <changefreq>weekly</changefreq>
        <priority>0.9</priority>
        <image:image>
            <image:loc>https://www.openagentschool.org/images/Agent_Memory_Systems_5_Layers.png</image:loc>
            <image:title>Agent Memory Systems - 5 Layers</image:title>
            <image:caption>Short-term, long-term, episodic, semantic, and procedural memory</image:caption>
        </image:image>
    </url>

    <url>
        <loc>https://www.openagentschool.org/concepts/agent-observability</loc>
        <lastmod>2026-01-31</lastmod>
        <changefreq>weekly</changefreq>
        <priority>0.9</priority>
        <image:image>
            <image:loc>https://www.openagentschool.org/images/Agent_Observability_Dashboard.png</image:loc>
            <image:title>Agent Observability Dashboard</image:title>
            <image:caption>Monitoring, tracing, and debugging AI agents</image:caption>
        </image:image>
    </url>

    <url>
        <loc>https://www.openagentschool.org/concepts/agent-testing-benchmarks</loc>
        <lastmod>2026-01-31</lastmod>
        <changefreq>weekly</changefreq>
        <priority>0.9</priority>
    </url>

    <url>
        <loc>https://www.openagentschool.org/concepts/prompt-injection-defense</loc>
        <lastmod>2026-01-31</lastmod>
        <changefreq>weekly</changefreq>
        <priority>0.9</priority>
    </url>

    <url>
        <loc>https://www.openagentschool.org/concepts/human-in-the-loop-patterns</loc>
        <lastmod>2026-01-31</lastmod>
        <changefreq>weekly</changefreq>
        <priority>0.9</priority>
        <image:image>
            <image:loc>https://www.openagentschool.org/images/Human_in_the_loop_Patterns.png</image:loc>
            <image:title>Human-in-the-Loop Patterns</image:title>
            <image:caption>Approval workflows and escalation patterns</image:caption>
        </image:image>
    </url>

    <url>
        <loc>https://www.openagentschool.org/concepts/agent-cost-optimization</loc>
        <lastmod>2026-01-31</lastmod>
        <changefreq>weekly</changefreq>
        <priority>0.9</priority>
        <image:image>
            <image:loc>https://www.openagentschool.org/images/Agent_Cost_Optimization.png</image:loc>
            <image:title>Agent Cost Optimization</image:title>
            <image:caption>Token budgets, caching, and cost management strategies</image:caption>
        </image:image>
    </url>

    <url>
        <loc>https://www.openagentschool.org/concepts/proactive-agent-design</loc>
        <lastmod>2026-02-27</lastmod>
        <changefreq>weekly</changefreq>
        <priority>0.9</priority>
        <image:image>
            <image:loc>https://www.openagentschool.org/images/Proactive_Agent_Design.png</image:loc>
            <image:title>Proactive Agent Design</image:title>
            <image:caption>From reactive copilots to autonomous sentinels — design agents that act before you ask</image:caption>
        </image:image>
    </url>

    <!-- Study Mode -->
    <url>
        <loc>https://www.openagentschool.org/study-mode</loc>
        <lastmod>2026-01-31</lastmod>
        <changefreq>weekly</changefreq>
        <priority>0.9</priority>
    </url>

    <!-- Patterns Section -->
    <url>
        <loc>https://www.openagentschool.org/patterns</loc>
        <lastmod>2026-01-31</lastmod>
        <changefreq>weekly</changefreq>
        <priority>0.9</priority>
    </url>

    <!-- Individual Pattern Pages -->
    <url>
        <loc>https://www.openagentschool.org/patterns/adaptive-lab-technician</loc>
        <lastmod>2026-01-31</lastmod>
        <changefreq>monthly</changefreq>
        <priority>0.8</priority>
    </url>

    <url>
        <loc>https://www.openagentschool.org/patterns/inventory-guardian</loc>
        <lastmod>2026-01-31</lastmod>
        <changefreq>monthly</changefreq>
        <priority>0.8</priority>
    </url>

    <url>
        <loc>https://www.openagentschool.org/patterns/emergency-response-mate</loc>
        <lastmod>2026-01-31</lastmod>
        <changefreq>monthly</changefreq>
        <priority>0.8</priority>
    </url>

    <url>
        <loc>https://www.openagentschool.org/patterns/mobile-manipulator-steward</loc>
        <lastmod>2026-01-31</lastmod>
        <changefreq>monthly</changefreq>
        <priority>0.8</priority>
    </url>

    <url>
        <loc>https://www.openagentschool.org/patterns/contextual-onboarding-orchestrator</loc>
        <lastmod>2026-01-31</lastmod>
        <changefreq>monthly</changefreq>
        <priority>0.8</priority>
    </url>

    <url>
        <loc>https://www.openagentschool.org/patterns/hierarchical-document-intelligence</loc>
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