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  <title>OpenClaw Academy Learn course changes</title>
  <link>https://learn.openclaw.academy/changelog/</link>
  <description>Reviewed learner-impact updates and version-support changes.</description>
    <item>
      <guid isPermaLink="false">chg_cli_channels_logs</guid>
      <title>openclaw-cli-essentials: course update</title>
      <link>https://learn.openclaw.academy/changelog/openclaw-cli-essentials/</link>
      <pubDate>Thu, 30 Jul 2026 00:00:00 GMT</pubDate>
      <description>Publishes independently reviewed, evidence-led CLI diagnostics instruction with an explicit action boundary.</description>
    </item>
    <item>
      <guid isPermaLink="false">chg_cli_command_discovery</guid>
      <title>openclaw-cli-essentials: course update</title>
      <link>https://learn.openclaw.academy/changelog/openclaw-cli-essentials/</link>
      <pubDate>Thu, 30 Jul 2026 00:00:00 GMT</pubDate>
      <description>Publishes independently reviewed, evidence-led CLI diagnostics instruction with an explicit action boundary.</description>
    </item>
    <item>
      <guid isPermaLink="false">chg_cli_config_inspection</guid>
      <title>openclaw-cli-essentials: course update</title>
      <link>https://learn.openclaw.academy/changelog/openclaw-cli-essentials/</link>
      <pubDate>Thu, 30 Jul 2026 00:00:00 GMT</pubDate>
      <description>Publishes independently reviewed, evidence-led CLI diagnostics instruction with an explicit action boundary.</description>
    </item>
    <item>
      <guid isPermaLink="false">chg_cli_diagnostic_capstone</guid>
      <title>openclaw-cli-essentials: course update</title>
      <link>https://learn.openclaw.academy/changelog/openclaw-cli-essentials/</link>
      <pubDate>Thu, 30 Jul 2026 00:00:00 GMT</pubDate>
      <description>Publishes independently reviewed, evidence-led CLI diagnostics instruction with an explicit action boundary.</description>
    </item>
    <item>
      <guid isPermaLink="false">chg_cli_health_doctor</guid>
      <title>openclaw-cli-essentials: course update</title>
      <link>https://learn.openclaw.academy/changelog/openclaw-cli-essentials/</link>
      <pubDate>Thu, 30 Jul 2026 00:00:00 GMT</pubDate>
      <description>Publishes independently reviewed, evidence-led CLI diagnostics instruction with an explicit action boundary.</description>
    </item>
    <item>
      <guid isPermaLink="false">chg_cli_recovery_handoff</guid>
      <title>openclaw-cli-essentials: course update</title>
      <link>https://learn.openclaw.academy/changelog/openclaw-cli-essentials/</link>
      <pubDate>Thu, 30 Jul 2026 00:00:00 GMT</pubDate>
      <description>Publishes independently reviewed, evidence-led CLI diagnostics instruction with an explicit action boundary.</description>
    </item>
    <item>
      <guid isPermaLink="false">chg_cli_safe_update</guid>
      <title>openclaw-cli-essentials: course update</title>
      <link>https://learn.openclaw.academy/changelog/openclaw-cli-essentials/</link>
      <pubDate>Thu, 30 Jul 2026 00:00:00 GMT</pubDate>
      <description>Publishes independently reviewed, evidence-led CLI diagnostics instruction with an explicit action boundary.</description>
    </item>
    <item>
      <guid isPermaLink="false">chg_foundations_capability_boundaries</guid>
      <title>openclaw-foundations-architecture: course update</title>
      <link>https://learn.openclaw.academy/changelog/openclaw-foundations-architecture/</link>
      <pubDate>Thu, 30 Jul 2026 00:00:00 GMT</pubDate>
      <description>Publishes reviewed instruction distinguishing tools, skills, plugins, and enforcement boundaries.</description>
    </item>
    <item>
      <guid isPermaLink="false">chg_foundations_channel_trust</guid>
      <title>openclaw-foundations-architecture: course update</title>
      <link>https://learn.openclaw.academy/changelog/openclaw-foundations-architecture/</link>
      <pubDate>Thu, 30 Jul 2026 00:00:00 GMT</pubDate>
      <description>Publishes reviewed channel ingress, trust-boundary, and separate-Gateway decision guidance.</description>
    </item>
    <item>
      <guid isPermaLink="false">chg_foundations_operating_map_capstone</guid>
      <title>openclaw-foundations-architecture: course update</title>
      <link>https://learn.openclaw.academy/changelog/openclaw-foundations-architecture/</link>
      <pubDate>Thu, 30 Jul 2026 00:00:00 GMT</pubDate>
      <description>Publishes the reviewed architecture capstone with evidence, ownership, stop rules, and a rubric.</description>
    </item>
    <item>
      <guid isPermaLink="false">chg_foundations_request_path</guid>
      <title>openclaw-foundations-architecture: course update</title>
      <link>https://learn.openclaw.academy/changelog/openclaw-foundations-architecture/</link>
      <pubDate>Thu, 30 Jul 2026 00:00:00 GMT</pubDate>
      <description>Publishes the reviewed agent-loop request trace and tool-result evidence boundary.</description>
    </item>
    <item>
      <guid isPermaLink="false">chg_foundations_sessions_memory</guid>
      <title>openclaw-foundations-architecture: course update</title>
      <link>https://learn.openclaw.academy/changelog/openclaw-foundations-architecture/</link>
      <pubDate>Thu, 30 Jul 2026 00:00:00 GMT</pubDate>
      <description>Publishes reviewed session-scope and durable-memory guidance that rejects accidental mixed-trust context sharing.</description>
    </item>
    <item>
      <guid isPermaLink="false">chg_foundations_system_map</guid>
      <title>openclaw-foundations-architecture: course update</title>
      <link>https://learn.openclaw.academy/changelog/openclaw-foundations-architecture/</link>
      <pubDate>Thu, 30 Jul 2026 00:00:00 GMT</pubDate>
      <description>Publishes the Gateway and system-map lesson after independent review against immutable primary architecture evidence.</description>
    </item>
    <item>
      <guid isPermaLink="false">chg_local_models_benchmark_fixture</guid>
      <title>openclaw-local-models-performance-cost: course update</title>
      <link>https://learn.openclaw.academy/changelog/openclaw-local-models-performance-cost/</link>
      <pubDate>Thu, 30 Jul 2026 00:00:00 GMT</pubDate>
      <description>Publishes a bounded benchmark lab, scorecard, worked check, and original diagram brief.</description>
    </item>
    <item>
      <guid isPermaLink="false">chg_local_models_boundary_gpu_fixture</guid>
      <title>openclaw-local-models-performance-cost: course update</title>
      <link>https://learn.openclaw.academy/changelog/openclaw-local-models-performance-cost/</link>
      <pubDate>Thu, 30 Jul 2026 00:00:00 GMT</pubDate>
      <description>Publishes a bounded lesson for local inference boundaries and capacity assumptions.</description>
    </item>
    <item>
      <guid isPermaLink="false">chg_local_models_context_performance_fixture</guid>
      <title>openclaw-local-models-performance-cost: course update</title>
      <link>https://learn.openclaw.academy/changelog/openclaw-local-models-performance-cost/</link>
      <pubDate>Thu, 30 Jul 2026 00:00:00 GMT</pubDate>
      <description>Publishes a bounded lesson for context, tail latency, queueing, and concurrency measurement.</description>
    </item>
    <item>
      <guid isPermaLink="false">chg_local_models_fallback_capstone_fixture</guid>
      <title>openclaw-local-models-performance-cost: course update</title>
      <link>https://learn.openclaw.academy/changelog/openclaw-local-models-performance-cost/</link>
      <pubDate>Thu, 30 Jul 2026 00:00:00 GMT</pubDate>
      <description>Publishes the fallback exercise, regression loop, model decision record, and weighted capstone rubric.</description>
    </item>
    <item>
      <guid isPermaLink="false">chg_local_models_routing_cost_fixture</guid>
      <title>openclaw-local-models-performance-cost: course update</title>
      <link>https://learn.openclaw.academy/changelog/openclaw-local-models-performance-cost/</link>
      <pubDate>Thu, 30 Jul 2026 00:00:00 GMT</pubDate>
      <description>Publishes a bounded routing-policy and budget-quota exercise with escalation boundaries.</description>
    </item>
    <item>
      <guid isPermaLink="false">chg_local_models_workload_policy_fixture</guid>
      <title>openclaw-local-models-performance-cost: course update</title>
      <link>https://learn.openclaw.academy/changelog/openclaw-local-models-performance-cost/</link>
      <pubDate>Thu, 30 Jul 2026 00:00:00 GMT</pubDate>
      <description>Publishes a bounded lesson for workload classification and measurable decision boundaries.</description>
    </item>
    <item>
      <guid isPermaLink="false">chg_multi_agent_boundaries_handoffs</guid>
      <title>openclaw-multi-agent-production-operations: course update</title>
      <link>https://learn.openclaw.academy/changelog/openclaw-multi-agent-production-operations/</link>
      <pubDate>Thu, 30 Jul 2026 00:00:00 GMT</pubDate>
      <description>Publishes reviewed role-boundary, workspace, routing, and inspectable-handoff controls.</description>
    </item>
    <item>
      <guid isPermaLink="false">chg_multi_agent_capstone_postmortem</guid>
      <title>openclaw-multi-agent-production-operations: course update</title>
      <link>https://learn.openclaw.academy/changelog/openclaw-multi-agent-production-operations/</link>
      <pubDate>Thu, 30 Jul 2026 00:00:00 GMT</pubDate>
      <description>Publishes a reviewed human-gated release-intelligence capstone, failure tabletop, and postmortem rubric.</description>
    </item>
    <item>
      <guid isPermaLink="false">chg_multi_agent_durable_jobs_retries</guid>
      <title>openclaw-multi-agent-production-operations: course update</title>
      <link>https://learn.openclaw.academy/changelog/openclaw-multi-agent-production-operations/</link>
      <pubDate>Thu, 30 Jul 2026 00:00:00 GMT</pubDate>
      <description>Publishes reviewed durable-job inspection, retry classification, and idempotency exercises.</description>
    </item>
    <item>
      <guid isPermaLink="false">chg_multi_agent_evaluation_review_gates</guid>
      <title>openclaw-multi-agent-production-operations: course update</title>
      <link>https://learn.openclaw.academy/changelog/openclaw-multi-agent-production-operations/</link>
      <pubDate>Thu, 30 Jul 2026 00:00:00 GMT</pubDate>
      <description>Publishes reviewed source-linked acceptance criteria and an independent human release gate.</description>
    </item>
    <item>
      <guid isPermaLink="false">chg_multi_agent_goals_stop_conditions</guid>
      <title>openclaw-multi-agent-production-operations: course update</title>
      <link>https://learn.openclaw.academy/changelog/openclaw-multi-agent-production-operations/</link>
      <pubDate>Thu, 30 Jul 2026 00:00:00 GMT</pubDate>
      <description>Publishes reviewed measurable goals, budgets, terminal states, and escalation controls.</description>
    </item>
    <item>
      <guid isPermaLink="false">chg_multi_agent_outcomes_graph</guid>
      <title>openclaw-multi-agent-production-operations: course update</title>
      <link>https://learn.openclaw.academy/changelog/openclaw-multi-agent-production-operations/</link>
      <pubDate>Thu, 30 Jul 2026 00:00:00 GMT</pubDate>
      <description>Publishes reviewed an outcome-first dependency-graph lesson with human-held publication gates.</description>
    </item>
    <item>
      <guid isPermaLink="false">chg_security_audit_detection</guid>
      <title>openclaw-security-hardening: course update</title>
      <link>https://learn.openclaw.academy/changelog/openclaw-security-hardening/</link>
      <pubDate>Thu, 30 Jul 2026 00:00:00 GMT</pubDate>
      <description>Publishes a reproducible hardening-audit protocol with drift detection and accountable remediation.</description>
    </item>
    <item>
      <guid isPermaLink="false">chg_security_identities_approvals</guid>
      <title>openclaw-security-hardening: course update</title>
      <link>https://learn.openclaw.academy/changelog/openclaw-security-hardening/</link>
      <pubDate>Thu, 30 Jul 2026 00:00:00 GMT</pubDate>
      <description>Publishes an authority-matrix lab that separates authentication, authorization, and explicit approval.</description>
    </item>
    <item>
      <guid isPermaLink="false">chg_security_incident_capstone</guid>
      <title>openclaw-security-hardening: course update</title>
      <link>https://learn.openclaw.academy/changelog/openclaw-security-hardening/</link>
      <pubDate>Thu, 30 Jul 2026 00:00:00 GMT</pubDate>
      <description>Publishes a sandbox-only incident rehearsal and hardening-dossier capstone with an evidence rubric.</description>
    </item>
    <item>
      <guid isPermaLink="false">chg_security_prompt_boundaries</guid>
      <title>openclaw-security-hardening: course update</title>
      <link>https://learn.openclaw.academy/changelog/openclaw-security-hardening/</link>
      <pubDate>Thu, 30 Jul 2026 00:00:00 GMT</pubDate>
      <description>Publishes a safe adversarial prompt-boundary pack and conditional concept-video review notes.</description>
    </item>
    <item>
      <guid isPermaLink="false">chg_security_secrets_revocation</guid>
      <title>openclaw-security-hardening: course update</title>
      <link>https://learn.openclaw.academy/changelog/openclaw-security-hardening/</link>
      <pubDate>Thu, 30 Jul 2026 00:00:00 GMT</pubDate>
      <description>Publishes a redacted credential inventory and disposable-credential revocation rehearsal.</description>
    </item>
    <item>
      <guid isPermaLink="false">chg_security_threat_model</guid>
      <title>openclaw-security-hardening: course update</title>
      <link>https://learn.openclaw.academy/changelog/openclaw-security-hardening/</link>
      <pubDate>Thu, 30 Jul 2026 00:00:00 GMT</pubDate>
      <description>Publishes a deployment-specific threat-model lab with accountable boundary and residual-risk evidence.</description>
    </item>
    <item>
      <guid isPermaLink="false">chg_security_tool_network_isolation</guid>
      <title>openclaw-security-hardening: course update</title>
      <link>https://learn.openclaw.academy/changelog/openclaw-security-hardening/</link>
      <pubDate>Thu, 30 Jul 2026 00:00:00 GMT</pubDate>
      <description>Publishes a least-privilege tool, network, plugin, and skill review gate with a kill-switch requirement.</description>
    </item>
    <item>
      <guid isPermaLink="false">chg_setup_capstone_teardown</guid>
      <title>openclaw-setup-guide: course update</title>
      <link>https://learn.openclaw.academy/changelog/openclaw-setup-guide/</link>
      <pubDate>Thu, 30 Jul 2026 00:00:00 GMT</pubDate>
      <description>Publishes the reviewed reversible first-agent capstone, credential drill, dry-run teardown, and rubric.</description>
    </item>
    <item>
      <guid isPermaLink="false">chg_setup_first_agent</guid>
      <title>openclaw-setup-guide: course update</title>
      <link>https://learn.openclaw.academy/changelog/openclaw-setup-guide/</link>
      <pubDate>Thu, 30 Jul 2026 00:00:00 GMT</pubDate>
      <description>Publishes the reviewed isolated proposal-only first-agent procedure and approval gate.</description>
    </item>
    <item>
      <guid isPermaLink="false">chg_setup_gateway_verify</guid>
      <title>openclaw-setup-guide: course update</title>
      <link>https://learn.openclaw.academy/changelog/openclaw-setup-guide/</link>
      <pubDate>Thu, 30 Jul 2026 00:00:00 GMT</pubDate>
      <description>Publishes the reviewed layered CLI and Gateway verification ledger.</description>
    </item>
    <item>
      <guid isPermaLink="false">chg_setup_install</guid>
      <title>openclaw-setup-guide: course update</title>
      <link>https://learn.openclaw.academy/changelog/openclaw-setup-guide/</link>
      <pubDate>Thu, 30 Jul 2026 00:00:00 GMT</pubDate>
      <description>Publishes reviewed platform-specific installation commands with version and rollback evidence.</description>
    </item>
    <item>
      <guid isPermaLink="false">chg_setup_preflight</guid>
      <title>openclaw-setup-guide: course update</title>
      <link>https://learn.openclaw.academy/changelog/openclaw-setup-guide/</link>
      <pubDate>Thu, 30 Jul 2026 00:00:00 GMT</pubDate>
      <description>Publishes the reviewed pre-flight lesson covering path selection, isolation, and stop conditions.</description>
    </item>
    <item>
      <guid isPermaLink="false">chg_setup_provider_secrets</guid>
      <title>openclaw-setup-guide: course update</title>
      <link>https://learn.openclaw.academy/changelog/openclaw-setup-guide/</link>
      <pubDate>Thu, 30 Jul 2026 00:00:00 GMT</pubDate>
      <description>Publishes reviewed provider onboarding and secret-exposure containment guidance.</description>
    </item>
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