diff --git a/.github/workflows/tutorial-update-monitor.lock.yml b/.github/workflows/tutorial-update-monitor.lock.yml
deleted file mode 100644
index c4970ea..0000000
--- a/.github/workflows/tutorial-update-monitor.lock.yml
+++ /dev/null
@@ -1,1379 +0,0 @@
-# gh-aw-metadata: {"schema_version":"v3","frontmatter_hash":"68d5acb3f2ed229574d770c87707fbcd50994d29bd727dc4afcf6dc4c3049d07","compiler_version":"v0.76.1","strict":true,"agent_id":"copilot","agent_model":"claude-sonnet-4-5"}
-# gh-aw-manifest: {"version":1,"secrets":["COPILOT_GITHUB_TOKEN","GH_AW_GITHUB_MCP_SERVER_TOKEN","GH_AW_GITHUB_TOKEN","GITHUB_TOKEN"],"actions":[{"repo":"actions/checkout","sha":"de0fac2e4500dabe0009e67214ff5f5447ce83dd","version":"v6.0.2"},{"repo":"actions/download-artifact","sha":"3e5f45b2cfb9172054b4087a40e8e0b5a5461e7c","version":"v8.0.1"},{"repo":"actions/github-script","sha":"3a2844b7e9c422d3c10d287c895573f7108da1b3","version":"v9.0.0"},{"repo":"actions/setup-node","sha":"48b55a011bda9f5d6aeb4c2d9c7362e8dae4041e","version":"v6.4.0"},{"repo":"actions/upload-artifact","sha":"043fb46d1a93c77aae656e7c1c64a875d1fc6a0a","version":"v7.0.1"},{"repo":"github/gh-aw-actions/setup","sha":"46d564922b082d0db93244972e8005ea6904ee5f","version":"v0.76.1"}],"containers":[{"image":"ghcr.io/github/gh-aw-firewall/agent:0.25.55"},{"image":"ghcr.io/github/gh-aw-firewall/api-proxy:0.25.55"},{"image":"ghcr.io/github/gh-aw-firewall/squid:0.25.55"},{"image":"ghcr.io/github/gh-aw-mcpg:v0.3.19"},{"image":"node:lts-alpine","digest":"sha256:2bdb65ed1dab192432bc31c95f94155ca5ad7fc1392fb7eb7526ab682fa5bf14","pinned_image":"node:lts-alpine@sha256:2bdb65ed1dab192432bc31c95f94155ca5ad7fc1392fb7eb7526ab682fa5bf14"}]}
-#    ___                   _   _      
-#   / _ \                 | | (_)     
-#  | |_| | __ _  ___ _ __ | |_ _  ___ 
-#  |  _  |/ _` |/ _ \ '_ \| __| |/ __|
-#  | | | | (_| |  __/ | | | |_| | (__ 
-#  \_| |_/\__, |\___|_| |_|\__|_|\___|
-#          __/ |
-#  _    _ |___/ 
-# | |  | |                / _| |
-# | |  | | ___ _ __ _  __| |_| | _____      ____
-# | |/\| |/ _ \ '__| |/ /|  _| |/ _ \ \ /\ / / ___|
-# \  /\  / (_) | | | | ( | | | | (_) \ V  V /\__ \
-#  \/  \/ \___/|_| |_|\_\|_| |_|\___/ \_/\_/ |___/
-#
-# This file was automatically generated by gh-aw (v0.76.1). DO NOT EDIT.
-#
-# To update this file, edit the corresponding .md file and run:
-#   gh aw compile
-# Not all edits will cause changes to this file.
-#
-# For more information: https://github.github.com/gh-aw/introduction/overview/
-#
-# Monitors GitHub Copilot CLI resources for updates and creates issues when the tutorial needs updating.
-#
-# Secrets used:
-#   - COPILOT_GITHUB_TOKEN
-#   - GH_AW_GITHUB_MCP_SERVER_TOKEN
-#   - GH_AW_GITHUB_TOKEN
-#   - GITHUB_TOKEN
-#
-# Custom actions used:
-#   - actions/checkout@de0fac2e4500dabe0009e67214ff5f5447ce83dd # v6.0.2
-#   - actions/download-artifact@3e5f45b2cfb9172054b4087a40e8e0b5a5461e7c # v8.0.1
-#   - actions/github-script@3a2844b7e9c422d3c10d287c895573f7108da1b3 # v9.0.0
-#   - actions/github-script@3a2844b7e9c422d3c10d287c895573f7108da1b3 # v9.0.0 (source v9)
-#   - actions/setup-node@48b55a011bda9f5d6aeb4c2d9c7362e8dae4041e # v6.4.0
-#   - actions/upload-artifact@043fb46d1a93c77aae656e7c1c64a875d1fc6a0a # v7.0.1
-#   - github/gh-aw-actions/setup@46d564922b082d0db93244972e8005ea6904ee5f # v0.76.1
-#
-# Container images used:
-#   - ghcr.io/github/gh-aw-firewall/agent:0.25.55
-#   - ghcr.io/github/gh-aw-firewall/api-proxy:0.25.55
-#   - ghcr.io/github/gh-aw-firewall/squid:0.25.55
-#   - ghcr.io/github/gh-aw-mcpg:v0.3.19
-#   - node:lts-alpine@sha256:2bdb65ed1dab192432bc31c95f94155ca5ad7fc1392fb7eb7526ab682fa5bf14
-
-name: "Tutorial Update Monitor"
-on:
-  schedule:
-  - cron: "51 12 * * 1"
-    # Friendly format: weekly on monday (scattered)
-  workflow_dispatch:
-    inputs:
-      aw_context:
-        default: ""
-        description: "Agent caller context (used internally by Agentic Workflows)."
-        required: false
-        type: string
-
-permissions: {}
-
-concurrency:
-  group: "gh-aw-${{ github.workflow }}"
-
-run-name: "Tutorial Update Monitor"
-
-jobs:
-  activation:
-    runs-on: ubuntu-slim
-    permissions:
-      actions: read
-      contents: read
-    outputs:
-      comment_id: ""
-      comment_repo: ""
-      engine_id: ${{ steps.generate_aw_info.outputs.engine_id }}
-      lockdown_check_failed: ${{ steps.generate_aw_info.outputs.lockdown_check_failed == 'true' }}
-      model: ${{ steps.generate_aw_info.outputs.model }}
-      secret_verification_result: ${{ steps.validate-secret.outputs.verification_result }}
-      setup-parent-span-id: ${{ steps.setup.outputs.parent-span-id || steps.setup.outputs.span-id }}
-      setup-span-id: ${{ steps.setup.outputs.span-id }}
-      setup-trace-id: ${{ steps.setup.outputs.trace-id }}
-      stale_lock_file_failed: ${{ steps.check-lock-file.outputs.stale_lock_file_failed == 'true' }}
-    steps:
-      - name: Setup Scripts
-        id: setup
-        uses: github/gh-aw-actions/setup@46d564922b082d0db93244972e8005ea6904ee5f # v0.76.1
-        with:
-          destination: ${{ runner.temp }}/gh-aw/actions
-          job-name: ${{ github.job }}
-        env:
-          GH_AW_SETUP_WORKFLOW_NAME: "Tutorial Update Monitor"
-          GH_AW_CURRENT_WORKFLOW_REF: ${{ github.repository }}/.github/workflows/tutorial-update-monitor.lock.yml@${{ github.ref }}
-          GH_AW_INFO_VERSION: "1.0.52"
-          GH_AW_INFO_AWF_VERSION: "v0.25.55"
-          GH_AW_INFO_ENGINE_ID: "copilot"
-      - name: Generate agentic run info
-        id: generate_aw_info
-        env:
-          GH_AW_INFO_ENGINE_ID: "copilot"
-          GH_AW_INFO_ENGINE_NAME: "GitHub Copilot CLI"
-          GH_AW_INFO_MODEL: "claude-sonnet-4-5"
-          GH_AW_INFO_VERSION: "1.0.52"
-          GH_AW_INFO_AGENT_VERSION: "1.0.52"
-          GH_AW_INFO_CLI_VERSION: "v0.76.1"
-          GH_AW_INFO_WORKFLOW_NAME: "Tutorial Update Monitor"
-          GH_AW_INFO_EXPERIMENTAL: "false"
-          GH_AW_INFO_SUPPORTS_TOOLS_ALLOWLIST: "true"
-          GH_AW_INFO_STAGED: "false"
-          GH_AW_INFO_ALLOWED_DOMAINS: '["docs.github.com"]'
-          GH_AW_INFO_FIREWALL_ENABLED: "true"
-          GH_AW_INFO_AWF_VERSION: "v0.25.55"
-          GH_AW_INFO_AWMG_VERSION: ""
-          GH_AW_INFO_FIREWALL_TYPE: "squid"
-          GH_AW_COMPILED_STRICT: "true"
-        uses: actions/github-script@3a2844b7e9c422d3c10d287c895573f7108da1b3 # v9.0.0
-        with:
-          script: |
-            const { setupGlobals } = require('${{ runner.temp }}/gh-aw/actions/setup_globals.cjs');
-            setupGlobals(core, github, context, exec, io, getOctokit);
-            const { main } = require('${{ runner.temp }}/gh-aw/actions/generate_aw_info.cjs');
-            await main(core, context);
-      - name: Validate COPILOT_GITHUB_TOKEN secret
-        id: validate-secret
-        run: bash "${RUNNER_TEMP}/gh-aw/actions/validate_multi_secret.sh" COPILOT_GITHUB_TOKEN 'GitHub Copilot CLI' https://github.github.com/gh-aw/reference/engines/#github-copilot-default
-        env:
-          COPILOT_GITHUB_TOKEN: ${{ secrets.COPILOT_GITHUB_TOKEN }}
-      - name: Checkout .github and .agents folders
-        uses: actions/checkout@de0fac2e4500dabe0009e67214ff5f5447ce83dd # v6.0.2
-        with:
-          persist-credentials: false
-          sparse-checkout: |
-            .github
-            .agents
-            .antigravity
-            .claude
-            .codex
-            .crush
-            .gemini
-            .opencode
-            .pi
-          sparse-checkout-cone-mode: true
-          fetch-depth: 1
-      - name: Save agent config folders for base branch restoration
-        env:
-          GH_AW_AGENT_FOLDERS: ".agents .antigravity .claude .codex .crush .gemini .github .opencode .pi"
-          GH_AW_AGENT_FILES: ".crush.json AGENTS.md ANTIGRAVITY.md CLAUDE.md GEMINI.md PI.md opencode.jsonc"
-        # poutine:ignore untrusted_checkout_exec
-        run: bash "${RUNNER_TEMP}/gh-aw/actions/save_base_github_folders.sh"
-      - name: Check workflow lock file
-        id: check-lock-file
-        uses: actions/github-script@3a2844b7e9c422d3c10d287c895573f7108da1b3 # v9.0.0
-        env:
-          GH_AW_WORKFLOW_FILE: "tutorial-update-monitor.lock.yml"
-          GH_AW_CONTEXT_WORKFLOW_REF: "${{ github.workflow_ref }}"
-        with:
-          script: |
-            const { setupGlobals } = require('${{ runner.temp }}/gh-aw/actions/setup_globals.cjs');
-            setupGlobals(core, github, context, exec, io, getOctokit);
-            const { main } = require('${{ runner.temp }}/gh-aw/actions/check_workflow_timestamp_api.cjs');
-            await main();
-      - name: Check compile-agentic version
-        uses: actions/github-script@3a2844b7e9c422d3c10d287c895573f7108da1b3 # v9.0.0
-        env:
-          GH_AW_COMPILED_VERSION: "v0.76.1"
-        with:
-          script: |
-            const { setupGlobals } = require('${{ runner.temp }}/gh-aw/actions/setup_globals.cjs');
-            setupGlobals(core, github, context, exec, io, getOctokit);
-            const { main } = require('${{ runner.temp }}/gh-aw/actions/check_version_updates.cjs');
-            await main();
-      - name: Create prompt with built-in context
-        env:
-          GH_AW_PROMPT: /tmp/gh-aw/aw-prompts/prompt.txt
-          GH_AW_SAFE_OUTPUTS: ${{ runner.temp }}/gh-aw/safeoutputs/outputs.jsonl
-          GH_AW_EXPR_1A3A194A: ${{ github.event.discussion.number || (fromJSON(github.event.inputs.aw_context || github.event.client_payload.aw_context || '{}').item_type == 'discussion' && fromJSON(github.event.inputs.aw_context || github.event.client_payload.aw_context || '{}').item_number) }}
-          GH_AW_EXPR_463A214A: ${{ github.event.pull_request.number || (fromJSON(github.event.inputs.aw_context || github.event.client_payload.aw_context || '{}').item_type == 'pull_request' && fromJSON(github.event.inputs.aw_context || github.event.client_payload.aw_context || '{}').item_number) }}
-          GH_AW_EXPR_802A9F6A: ${{ github.event.issue.number || (fromJSON(github.event.inputs.aw_context || github.event.client_payload.aw_context || '{}').item_type == 'issue' && fromJSON(github.event.inputs.aw_context || github.event.client_payload.aw_context || '{}').item_number) }}
-          GH_AW_EXPR_FF1D34CE: ${{ github.event.comment.id || fromJSON(github.event.inputs.aw_context || github.event.client_payload.aw_context || '{}').comment_id }}
-          GH_AW_GITHUB_ACTOR: ${{ github.actor }}
-          GH_AW_GITHUB_REPOSITORY: ${{ github.repository }}
-          GH_AW_GITHUB_RUN_ID: ${{ github.run_id }}
-          GH_AW_GITHUB_WORKSPACE: ${{ github.workspace }}
-        # poutine:ignore untrusted_checkout_exec
-        run: |
-          bash "${RUNNER_TEMP}/gh-aw/actions/create_prompt_first.sh"
-          {
-          cat << 'GH_AW_PROMPT_bc83b1ae7fdb8cae_EOF'
-          <system>
-          GH_AW_PROMPT_bc83b1ae7fdb8cae_EOF
-          cat "${RUNNER_TEMP}/gh-aw/prompts/xpia.md"
-          cat "${RUNNER_TEMP}/gh-aw/prompts/temp_folder_prompt.md"
-          cat "${RUNNER_TEMP}/gh-aw/prompts/markdown.md"
-          cat "${RUNNER_TEMP}/gh-aw/prompts/safe_outputs_prompt.md"
-          cat << 'GH_AW_PROMPT_bc83b1ae7fdb8cae_EOF'
-          <safe-output-tools>
-          Tools: create_issue(max:5), missing_tool, missing_data, noop
-          </safe-output-tools>
-          GH_AW_PROMPT_bc83b1ae7fdb8cae_EOF
-          cat "${RUNNER_TEMP}/gh-aw/prompts/mcp_cli_tools_prompt.md"
-          cat << 'GH_AW_PROMPT_bc83b1ae7fdb8cae_EOF'
-          <github-context>
-          The following GitHub context information is available for this workflow:
-          {{#if github.actor}}
-          - **actor**: __GH_AW_GITHUB_ACTOR__
-          {{/if}}
-          {{#if github.repository}}
-          - **repository**: __GH_AW_GITHUB_REPOSITORY__
-          {{/if}}
-          {{#if github.workspace}}
-          - **workspace**: __GH_AW_GITHUB_WORKSPACE__
-          {{/if}}
-          {{#if github.event.issue.number || (github.aw.context.item_type == 'issue' && github.aw.context.item_number)}}
-          - **issue-number**: #__GH_AW_EXPR_802A9F6A__
-          {{/if}}
-          {{#if github.event.discussion.number || (github.aw.context.item_type == 'discussion' && github.aw.context.item_number)}}
-          - **discussion-number**: #__GH_AW_EXPR_1A3A194A__
-          {{/if}}
-          {{#if github.event.pull_request.number || (github.aw.context.item_type == 'pull_request' && github.aw.context.item_number)}}
-          - **pull-request-number**: #__GH_AW_EXPR_463A214A__
-          {{/if}}
-          {{#if github.event.comment.id || github.aw.context.comment_id}}
-          - **comment-id**: __GH_AW_EXPR_FF1D34CE__
-          {{/if}}
-          {{#if github.run_id}}
-          - **workflow-run-id**: __GH_AW_GITHUB_RUN_ID__
-          {{/if}}
-          </github-context>
-          
-          GH_AW_PROMPT_bc83b1ae7fdb8cae_EOF
-          cat "${RUNNER_TEMP}/gh-aw/prompts/github_mcp_tools_with_safeoutputs_prompt.md"
-          cat << 'GH_AW_PROMPT_bc83b1ae7fdb8cae_EOF'
-          </system>
-          {{#runtime-import .github/workflows/tutorial-update-monitor.md}}
-          GH_AW_PROMPT_bc83b1ae7fdb8cae_EOF
-          } > "$GH_AW_PROMPT"
-      - name: Interpolate variables and render templates
-        uses: actions/github-script@3a2844b7e9c422d3c10d287c895573f7108da1b3 # v9.0.0
-        env:
-          GH_AW_PROMPT: /tmp/gh-aw/aw-prompts/prompt.txt
-          GH_AW_ENGINE_ID: "copilot"
-        with:
-          script: |
-            const { setupGlobals } = require('${{ runner.temp }}/gh-aw/actions/setup_globals.cjs');
-            setupGlobals(core, github, context, exec, io, getOctokit);
-            const { main } = require('${{ runner.temp }}/gh-aw/actions/interpolate_prompt.cjs');
-            await main();
-      - name: Substitute placeholders
-        uses: actions/github-script@3a2844b7e9c422d3c10d287c895573f7108da1b3 # v9.0.0
-        env:
-          GH_AW_PROMPT: /tmp/gh-aw/aw-prompts/prompt.txt
-          GH_AW_EXPR_1A3A194A: ${{ github.event.discussion.number || (fromJSON(github.event.inputs.aw_context || github.event.client_payload.aw_context || '{}').item_type == 'discussion' && fromJSON(github.event.inputs.aw_context || github.event.client_payload.aw_context || '{}').item_number) }}
-          GH_AW_EXPR_463A214A: ${{ github.event.pull_request.number || (fromJSON(github.event.inputs.aw_context || github.event.client_payload.aw_context || '{}').item_type == 'pull_request' && fromJSON(github.event.inputs.aw_context || github.event.client_payload.aw_context || '{}').item_number) }}
-          GH_AW_EXPR_802A9F6A: ${{ github.event.issue.number || (fromJSON(github.event.inputs.aw_context || github.event.client_payload.aw_context || '{}').item_type == 'issue' && fromJSON(github.event.inputs.aw_context || github.event.client_payload.aw_context || '{}').item_number) }}
-          GH_AW_EXPR_FF1D34CE: ${{ github.event.comment.id || fromJSON(github.event.inputs.aw_context || github.event.client_payload.aw_context || '{}').comment_id }}
-          GH_AW_GITHUB_ACTOR: ${{ github.actor }}
-          GH_AW_GITHUB_REPOSITORY: ${{ github.repository }}
-          GH_AW_GITHUB_RUN_ID: ${{ github.run_id }}
-          GH_AW_GITHUB_WORKSPACE: ${{ github.workspace }}
-          GH_AW_MCP_CLI_SERVERS_LIST: '- `safeoutputs` — run `safeoutputs --help` to see available tools'
-        with:
-          script: |
-            const { setupGlobals } = require('${{ runner.temp }}/gh-aw/actions/setup_globals.cjs');
-            setupGlobals(core, github, context, exec, io, getOctokit);
-            
-            const substitutePlaceholders = require('${{ runner.temp }}/gh-aw/actions/substitute_placeholders.cjs');
-            
-            // Call the substitution function
-            return await substitutePlaceholders({
-              file: process.env.GH_AW_PROMPT,
-              substitutions: {
-                GH_AW_EXPR_1A3A194A: process.env.GH_AW_EXPR_1A3A194A,
-                GH_AW_EXPR_463A214A: process.env.GH_AW_EXPR_463A214A,
-                GH_AW_EXPR_802A9F6A: process.env.GH_AW_EXPR_802A9F6A,
-                GH_AW_EXPR_FF1D34CE: process.env.GH_AW_EXPR_FF1D34CE,
-                GH_AW_GITHUB_ACTOR: process.env.GH_AW_GITHUB_ACTOR,
-                GH_AW_GITHUB_REPOSITORY: process.env.GH_AW_GITHUB_REPOSITORY,
-                GH_AW_GITHUB_RUN_ID: process.env.GH_AW_GITHUB_RUN_ID,
-                GH_AW_GITHUB_WORKSPACE: process.env.GH_AW_GITHUB_WORKSPACE,
-                GH_AW_MCP_CLI_SERVERS_LIST: process.env.GH_AW_MCP_CLI_SERVERS_LIST
-              }
-            });
-      - name: Validate prompt placeholders
-        env:
-          GH_AW_PROMPT: /tmp/gh-aw/aw-prompts/prompt.txt
-        # poutine:ignore untrusted_checkout_exec
-        run: bash "${RUNNER_TEMP}/gh-aw/actions/validate_prompt_placeholders.sh"
-      - name: Print prompt
-        env:
-          GH_AW_PROMPT: /tmp/gh-aw/aw-prompts/prompt.txt
-        # poutine:ignore untrusted_checkout_exec
-        run: bash "${RUNNER_TEMP}/gh-aw/actions/print_prompt_summary.sh"
-      - name: Upload activation artifact
-        if: success()
-        uses: actions/upload-artifact@043fb46d1a93c77aae656e7c1c64a875d1fc6a0a # v7.0.1
-        with:
-          name: activation
-          include-hidden-files: true
-          path: |
-            /tmp/gh-aw/aw_info.json
-            /tmp/gh-aw/aw-prompts/prompt.txt
-            /tmp/gh-aw/aw-prompts/prompt-template.txt
-            /tmp/gh-aw/aw-prompts/prompt-import-tree.json
-            /tmp/gh-aw/github_rate_limits.jsonl
-            /tmp/gh-aw/base
-            /tmp/gh-aw/.github/agents
-            /tmp/gh-aw/.github/skills
-          if-no-files-found: ignore
-          retention-days: 1
-
-  agent:
-    needs: activation
-    runs-on: ubuntu-latest
-    permissions:
-      contents: read
-      issues: read
-    concurrency:
-      group: "gh-aw-copilot-${{ github.workflow }}"
-    env:
-      DEFAULT_BRANCH: ${{ github.event.repository.default_branch }}
-      GH_AW_ASSETS_ALLOWED_EXTS: ""
-      GH_AW_ASSETS_BRANCH: ""
-      GH_AW_ASSETS_MAX_SIZE_KB: 0
-      GH_AW_MCP_LOG_DIR: /tmp/gh-aw/mcp-logs/safeoutputs
-      GH_AW_WORKFLOW_ID_SANITIZED: tutorialupdatemonitor
-    outputs:
-      agentic_engine_timeout: ${{ steps.detect-agent-errors.outputs.agentic_engine_timeout || 'false' }}
-      checkout_pr_success: ${{ steps.checkout-pr.outputs.checkout_pr_success || 'true' }}
-      effective_tokens: ${{ steps.parse-mcp-gateway.outputs.effective_tokens }}
-      effective_tokens_rate_limit_error: ${{ steps.parse-mcp-gateway.outputs.effective_tokens_rate_limit_error || 'false' }}
-      has_patch: ${{ steps.collect_output.outputs.has_patch }}
-      inference_access_error: ${{ steps.detect-agent-errors.outputs.inference_access_error || 'false' }}
-      mcp_policy_error: ${{ steps.detect-agent-errors.outputs.mcp_policy_error || 'false' }}
-      model: ${{ needs.activation.outputs.model }}
-      model_not_supported_error: ${{ steps.detect-agent-errors.outputs.model_not_supported_error || 'false' }}
-      output: ${{ steps.collect_output.outputs.output }}
-      output_types: ${{ steps.collect_output.outputs.output_types }}
-      setup-parent-span-id: ${{ steps.setup.outputs.parent-span-id || steps.setup.outputs.span-id }}
-      setup-span-id: ${{ steps.setup.outputs.span-id }}
-      setup-trace-id: ${{ steps.setup.outputs.trace-id }}
-    steps:
-      - name: Setup Scripts
-        id: setup
-        uses: github/gh-aw-actions/setup@46d564922b082d0db93244972e8005ea6904ee5f # v0.76.1
-        with:
-          destination: ${{ runner.temp }}/gh-aw/actions
-          job-name: ${{ github.job }}
-          trace-id: ${{ needs.activation.outputs.setup-trace-id }}
-          parent-span-id: ${{ needs.activation.outputs.setup-parent-span-id || needs.activation.outputs.setup-span-id }}
-        env:
-          GH_AW_SETUP_WORKFLOW_NAME: "Tutorial Update Monitor"
-          GH_AW_CURRENT_WORKFLOW_REF: ${{ github.repository }}/.github/workflows/tutorial-update-monitor.lock.yml@${{ github.ref }}
-          GH_AW_INFO_VERSION: "1.0.52"
-          GH_AW_INFO_AWF_VERSION: "v0.25.55"
-          GH_AW_INFO_ENGINE_ID: "copilot"
-      - name: Set runtime paths
-        id: set-runtime-paths
-        run: |
-          {
-            echo "GH_AW_SAFE_OUTPUTS=${RUNNER_TEMP}/gh-aw/safeoutputs/outputs.jsonl"
-            echo "GH_AW_SAFE_OUTPUTS_CONFIG_PATH=${RUNNER_TEMP}/gh-aw/safeoutputs/config.json"
-            echo "GH_AW_SAFE_OUTPUTS_TOOLS_PATH=${RUNNER_TEMP}/gh-aw/safeoutputs/tools.json"
-          } >> "$GITHUB_OUTPUT"
-      - name: Checkout repository
-        uses: actions/checkout@de0fac2e4500dabe0009e67214ff5f5447ce83dd # v6.0.2
-        with:
-          persist-credentials: false
-      - name: Create gh-aw temp directory
-        run: bash "${RUNNER_TEMP}/gh-aw/actions/create_gh_aw_tmp_dir.sh"
-      - name: Configure gh CLI for GitHub Enterprise
-        run: bash "${RUNNER_TEMP}/gh-aw/actions/configure_gh_for_ghe.sh"
-        env:
-          GH_TOKEN: ${{ github.token }}
-      - name: Configure Git credentials
-        env:
-          REPO_NAME: ${{ github.repository }}
-          SERVER_URL: ${{ github.server_url }}
-          GITHUB_TOKEN: ${{ github.token }}
-        run: |
-          git config --global user.email "github-actions[bot]@users.noreply.github.com"
-          git config --global user.name "github-actions[bot]"
-          git config --global am.keepcr true
-          # Re-authenticate git with GitHub token
-          SERVER_URL_STRIPPED="${SERVER_URL#https://}"
-          git remote set-url origin "https://x-access-token:${GITHUB_TOKEN}@${SERVER_URL_STRIPPED}/${REPO_NAME}.git"
-          echo "Git configured with standard GitHub Actions identity"
-      - name: Checkout PR branch
-        id: checkout-pr
-        if: |
-          github.event.pull_request || github.event.issue.pull_request
-        uses: actions/github-script@3a2844b7e9c422d3c10d287c895573f7108da1b3 # v9.0.0
-        env:
-          GH_TOKEN: ${{ secrets.GH_AW_GITHUB_MCP_SERVER_TOKEN || secrets.GH_AW_GITHUB_TOKEN || secrets.GITHUB_TOKEN }}
-        with:
-          github-token: ${{ secrets.GH_AW_GITHUB_MCP_SERVER_TOKEN || secrets.GH_AW_GITHUB_TOKEN || secrets.GITHUB_TOKEN }}
-          script: |
-            const { setupGlobals } = require('${{ runner.temp }}/gh-aw/actions/setup_globals.cjs');
-            setupGlobals(core, github, context, exec, io, getOctokit);
-            const { main } = require('${{ runner.temp }}/gh-aw/actions/checkout_pr_branch.cjs');
-            await main();
-      - name: Install GitHub Copilot CLI
-        run: bash "${RUNNER_TEMP}/gh-aw/actions/install_copilot_cli.sh" 1.0.52
-        env:
-          GH_HOST: github.com
-      - name: Install AWF binary
-        run: bash "${RUNNER_TEMP}/gh-aw/actions/install_awf_binary.sh" v0.25.55
-      - name: Determine automatic lockdown mode for GitHub MCP Server
-        id: determine-automatic-lockdown
-        uses: actions/github-script@3a2844b7e9c422d3c10d287c895573f7108da1b3 # v9.0.0 (source v9)
-        env:
-          GH_AW_GITHUB_TOKEN: ${{ secrets.GH_AW_GITHUB_TOKEN }}
-          GH_AW_GITHUB_MCP_SERVER_TOKEN: ${{ secrets.GH_AW_GITHUB_MCP_SERVER_TOKEN }}
-        with:
-          script: |
-            const determineAutomaticLockdown = require('${{ runner.temp }}/gh-aw/actions/determine_automatic_lockdown.cjs');
-            await determineAutomaticLockdown(github, context, core);
-      - name: Download activation artifact
-        uses: actions/download-artifact@3e5f45b2cfb9172054b4087a40e8e0b5a5461e7c # v8.0.1
-        with:
-          name: activation
-          path: /tmp/gh-aw
-      - name: Restore agent config folders from base branch
-        if: steps.checkout-pr.outcome == 'success'
-        env:
-          GH_AW_AGENT_FOLDERS: ".agents .antigravity .claude .codex .crush .gemini .github .opencode .pi"
-          GH_AW_AGENT_FILES: ".crush.json AGENTS.md ANTIGRAVITY.md CLAUDE.md GEMINI.md PI.md opencode.jsonc"
-        run: bash "${RUNNER_TEMP}/gh-aw/actions/restore_base_github_folders.sh"
-      - name: Restore inline sub-agents from activation artifact
-        env:
-          GH_AW_SUB_AGENT_DIR: ".github/agents"
-          GH_AW_SUB_AGENT_EXT: ".agent.md"
-        run: bash "${RUNNER_TEMP}/gh-aw/actions/restore_inline_sub_agents.sh"
-      - name: Restore inline skills from activation artifact
-        env:
-          GH_AW_SKILL_DIR: ".github/skills"
-        run: bash "${RUNNER_TEMP}/gh-aw/actions/restore_inline_skills.sh"
-      - name: Download container images
-        run: bash "${RUNNER_TEMP}/gh-aw/actions/download_docker_images.sh" ghcr.io/github/gh-aw-firewall/agent:0.25.55 ghcr.io/github/gh-aw-firewall/api-proxy:0.25.55 ghcr.io/github/gh-aw-firewall/squid:0.25.55 ghcr.io/github/gh-aw-mcpg:v0.3.19 node:lts-alpine@sha256:2bdb65ed1dab192432bc31c95f94155ca5ad7fc1392fb7eb7526ab682fa5bf14
-      - name: Generate Safe Outputs Config
-        run: |
-          mkdir -p "${RUNNER_TEMP}/gh-aw/safeoutputs"
-          mkdir -p /tmp/gh-aw/safeoutputs
-          mkdir -p /tmp/gh-aw/mcp-logs/safeoutputs
-          cat > "${RUNNER_TEMP}/gh-aw/safeoutputs/config.json" << 'GH_AW_SAFE_OUTPUTS_CONFIG_85322ca67896258a_EOF'
-          {"create_issue":{"labels":["tutorial-update"],"max":5},"create_report_incomplete_issue":{},"missing_data":{},"missing_tool":{},"noop":{"max":1,"report-as-issue":"true"},"report_incomplete":{}}
-          GH_AW_SAFE_OUTPUTS_CONFIG_85322ca67896258a_EOF
-      - name: Generate Safe Outputs Tools
-        env:
-          GH_AW_TOOLS_META_JSON: |
-            {
-              "description_suffixes": {
-                "create_issue": " CONSTRAINTS: Maximum 5 issue(s) can be created. Labels [\"tutorial-update\"] will be automatically added."
-              },
-              "repo_params": {},
-              "dynamic_tools": []
-            }
-          GH_AW_VALIDATION_JSON: |
-            {
-              "create_issue": {
-                "defaultMax": 1,
-                "fields": {
-                  "body": {
-                    "required": true,
-                    "type": "string",
-                    "sanitize": true,
-                    "maxLength": 65000
-                  },
-                  "fields": {
-                    "type": "array"
-                  },
-                  "labels": {
-                    "type": "array",
-                    "itemType": "string",
-                    "itemSanitize": true,
-                    "itemMaxLength": 128
-                  },
-                  "parent": {
-                    "issueOrPRNumber": true
-                  },
-                  "repo": {
-                    "type": "string",
-                    "maxLength": 256
-                  },
-                  "temporary_id": {
-                    "type": "string"
-                  },
-                  "title": {
-                    "required": true,
-                    "type": "string",
-                    "sanitize": true,
-                    "maxLength": 128
-                  }
-                }
-              },
-              "missing_data": {
-                "defaultMax": 20,
-                "fields": {
-                  "alternatives": {
-                    "type": "string",
-                    "sanitize": true,
-                    "maxLength": 256
-                  },
-                  "context": {
-                    "type": "string",
-                    "sanitize": true,
-                    "maxLength": 256
-                  },
-                  "data_type": {
-                    "type": "string",
-                    "sanitize": true,
-                    "maxLength": 128
-                  },
-                  "reason": {
-                    "type": "string",
-                    "sanitize": true,
-                    "maxLength": 256
-                  }
-                }
-              },
-              "missing_tool": {
-                "defaultMax": 20,
-                "fields": {
-                  "alternatives": {
-                    "type": "string",
-                    "sanitize": true,
-                    "maxLength": 512
-                  },
-                  "reason": {
-                    "required": true,
-                    "type": "string",
-                    "sanitize": true,
-                    "maxLength": 256
-                  },
-                  "tool": {
-                    "type": "string",
-                    "sanitize": true,
-                    "maxLength": 128
-                  }
-                }
-              },
-              "noop": {
-                "defaultMax": 1,
-                "fields": {
-                  "message": {
-                    "required": true,
-                    "type": "string",
-                    "sanitize": true,
-                    "maxLength": 65000
-                  }
-                }
-              },
-              "report_incomplete": {
-                "defaultMax": 5,
-                "fields": {
-                  "details": {
-                    "type": "string",
-                    "sanitize": true,
-                    "maxLength": 65000
-                  },
-                  "reason": {
-                    "required": true,
-                    "type": "string",
-                    "sanitize": true,
-                    "maxLength": 1024
-                  }
-                }
-              }
-            }
-        uses: actions/github-script@3a2844b7e9c422d3c10d287c895573f7108da1b3 # v9.0.0
-        with:
-          script: |
-            const { setupGlobals } = require('${{ runner.temp }}/gh-aw/actions/setup_globals.cjs');
-            setupGlobals(core, github, context, exec, io, getOctokit);
-            const { main } = require('${{ runner.temp }}/gh-aw/actions/generate_safe_outputs_tools.cjs');
-            await main();
-      - name: Generate Safe Outputs MCP Server Config
-        id: safe-outputs-config
-        run: |
-          # Generate a secure random API key (360 bits of entropy, 40+ chars)
-          # Mask immediately to prevent timing vulnerabilities
-          API_KEY=$(openssl rand -base64 45 | tr -d '/+=')
-          echo "::add-mask::${API_KEY}"
-          
-          PORT=3001
-          
-          # Set outputs for next steps
-          {
-            echo "safe_outputs_api_key=${API_KEY}"
-            echo "safe_outputs_port=${PORT}"
-          } >> "$GITHUB_OUTPUT"
-          
-          echo "Safe Outputs MCP server will run on port ${PORT}"
-          
-      - name: Start Safe Outputs MCP HTTP Server
-        id: safe-outputs-start
-        env:
-          DEBUG: '*'
-          GH_AW_SAFE_OUTPUTS: ${{ steps.set-runtime-paths.outputs.GH_AW_SAFE_OUTPUTS }}
-          GH_AW_SAFE_OUTPUTS_PORT: ${{ steps.safe-outputs-config.outputs.safe_outputs_port }}
-          GH_AW_SAFE_OUTPUTS_API_KEY: ${{ steps.safe-outputs-config.outputs.safe_outputs_api_key }}
-          GH_AW_SAFE_OUTPUTS_TOOLS_PATH: ${{ runner.temp }}/gh-aw/safeoutputs/tools.json
-          GH_AW_SAFE_OUTPUTS_CONFIG_PATH: ${{ runner.temp }}/gh-aw/safeoutputs/config.json
-          GH_AW_MCP_LOG_DIR: /tmp/gh-aw/mcp-logs/safeoutputs
-        run: |
-          # Environment variables are set above to prevent template injection
-          export DEBUG
-          export GH_AW_SAFE_OUTPUTS
-          export GH_AW_SAFE_OUTPUTS_PORT
-          export GH_AW_SAFE_OUTPUTS_API_KEY
-          export GH_AW_SAFE_OUTPUTS_TOOLS_PATH
-          export GH_AW_SAFE_OUTPUTS_CONFIG_PATH
-          export GH_AW_MCP_LOG_DIR
-          
-          bash "${RUNNER_TEMP}/gh-aw/actions/start_safe_outputs_server.sh"
-          
-      - name: Start MCP Gateway
-        id: start-mcp-gateway
-        env:
-          GH_AW_SAFE_OUTPUTS: ${{ steps.set-runtime-paths.outputs.GH_AW_SAFE_OUTPUTS }}
-          GH_AW_SAFE_OUTPUTS_API_KEY: ${{ steps.safe-outputs-start.outputs.api_key }}
-          GH_AW_SAFE_OUTPUTS_PORT: ${{ steps.safe-outputs-start.outputs.port }}
-          GITHUB_MCP_GUARD_MIN_INTEGRITY: ${{ steps.determine-automatic-lockdown.outputs.min_integrity }}
-          GITHUB_MCP_GUARD_REPOS: ${{ steps.determine-automatic-lockdown.outputs.repos }}
-          GITHUB_MCP_SERVER_TOKEN: ${{ secrets.GH_AW_GITHUB_MCP_SERVER_TOKEN || secrets.GH_AW_GITHUB_TOKEN || secrets.GITHUB_TOKEN }}
-        run: |
-          set -eo pipefail
-          mkdir -p "${RUNNER_TEMP}/gh-aw/mcp-config"
-          
-          # Export gateway environment variables for MCP config and gateway script
-          export MCP_GATEWAY_PORT="8080"
-          export MCP_GATEWAY_DOMAIN="host.docker.internal"
-          export MCP_GATEWAY_HOST_DOMAIN="localhost"
-          MCP_GATEWAY_API_KEY=$(openssl rand -base64 45 | tr -d '/+=')
-          echo "::add-mask::${MCP_GATEWAY_API_KEY}"
-          export MCP_GATEWAY_API_KEY
-          export MCP_GATEWAY_PAYLOAD_DIR="/tmp/gh-aw/mcp-payloads"
-          mkdir -p "${MCP_GATEWAY_PAYLOAD_DIR}"
-          export MCP_GATEWAY_PAYLOAD_SIZE_THRESHOLD="524288"
-          export DEBUG="*"
-          
-          export GH_AW_ENGINE="copilot"
-          export GITHUB_PERSONAL_ACCESS_TOKEN="$GITHUB_MCP_SERVER_TOKEN"
-          MCP_GATEWAY_UID=$(id -u 2>/dev/null || echo '0')
-          MCP_GATEWAY_GID=$(id -g 2>/dev/null || echo '0')
-          case "${DOCKER_HOST:-}" in
-            unix://* ) DOCKER_SOCK_PATH="${DOCKER_HOST#unix://}" ;;
-            /* ) DOCKER_SOCK_PATH="$DOCKER_HOST" ;;
-            * ) DOCKER_SOCK_PATH=/var/run/docker.sock ;;
-          esac
-          DOCKER_SOCK_GID=$(stat -c '%g' "$DOCKER_SOCK_PATH" 2>/dev/null || echo '0')
-          export MCP_GATEWAY_DOCKER_COMMAND='docker run -i --rm --network host --add-host host.docker.internal:127.0.0.1 --user '"${MCP_GATEWAY_UID}"':'"${MCP_GATEWAY_GID}"' --group-add '"${DOCKER_SOCK_GID}"' -v '"${DOCKER_SOCK_PATH}"':/var/run/docker.sock -e MCP_GATEWAY_PORT -e MCP_GATEWAY_DOMAIN -e MCP_GATEWAY_API_KEY -e MCP_GATEWAY_PAYLOAD_DIR -e MCP_GATEWAY_PAYLOAD_SIZE_THRESHOLD -e DOCKER_HOST=unix:///var/run/docker.sock -e DEBUG -e MCP_GATEWAY_LOG_DIR -e GH_AW_MCP_LOG_DIR -e GH_AW_SAFE_OUTPUTS -e GH_AW_SAFE_OUTPUTS_CONFIG_PATH -e GH_AW_SAFE_OUTPUTS_TOOLS_PATH -e GH_AW_ASSETS_BRANCH -e GH_AW_ASSETS_MAX_SIZE_KB -e GH_AW_ASSETS_ALLOWED_EXTS -e DEFAULT_BRANCH -e GITHUB_MCP_SERVER_TOKEN -e GITHUB_MCP_GUARD_MIN_INTEGRITY -e GITHUB_MCP_GUARD_REPOS -e GITHUB_REPOSITORY -e GITHUB_SERVER_URL -e GITHUB_SHA -e GITHUB_WORKSPACE -e GITHUB_TOKEN -e GITHUB_RUN_ID -e GITHUB_RUN_NUMBER -e GITHUB_RUN_ATTEMPT -e GITHUB_JOB -e GITHUB_ACTION -e GITHUB_EVENT_NAME -e GITHUB_EVENT_PATH -e GITHUB_ACTOR -e GITHUB_ACTOR_ID -e GITHUB_TRIGGERING_ACTOR -e GITHUB_WORKFLOW -e GITHUB_WORKFLOW_REF -e GITHUB_WORKFLOW_SHA -e GITHUB_REF -e GITHUB_REF_NAME -e GITHUB_REF_TYPE -e GITHUB_HEAD_REF -e GITHUB_BASE_REF -e GITHUB_PERSONAL_ACCESS_TOKEN -e GH_AW_SAFE_OUTPUTS_PORT -e GH_AW_SAFE_OUTPUTS_API_KEY -v /tmp/gh-aw/mcp-payloads:/tmp/gh-aw/mcp-payloads:rw -v /opt:/opt:ro -v /tmp:/tmp:rw -v '"${GITHUB_WORKSPACE}"':'"${GITHUB_WORKSPACE}"':rw ghcr.io/github/gh-aw-mcpg:v0.3.19'
-          
-          mkdir -p /home/runner/.copilot
-          GH_AW_NODE=$(which node 2>/dev/null || command -v node 2>/dev/null || echo node)
-          cat << GH_AW_MCP_CONFIG_76ba9851eee45c31_EOF | "$GH_AW_NODE" "${RUNNER_TEMP}/gh-aw/actions/start_mcp_gateway.cjs"
-          {
-            "mcpServers": {
-              "github": {
-                "type": "http",
-                "url": "https://api.githubcopilot.com/mcp/",
-                "headers": {
-                  "Authorization": "Bearer \${GITHUB_PERSONAL_ACCESS_TOKEN}",
-                  "X-MCP-Readonly": "true",
-                  "X-MCP-Toolsets": "repos,issues,search"
-                },
-                "env": {
-                  "GITHUB_PERSONAL_ACCESS_TOKEN": "\${GITHUB_MCP_SERVER_TOKEN}",
-                  "GITHUB_HOST": "\${GITHUB_SERVER_URL}"
-                },
-                "guard-policies": {
-                  "allow-only": {
-                    "min-integrity": "$GITHUB_MCP_GUARD_MIN_INTEGRITY",
-                    "repos": "$GITHUB_MCP_GUARD_REPOS"
-                  }
-                }
-              },
-              "safeoutputs": {
-                "type": "http",
-                "url": "http://host.docker.internal:$GH_AW_SAFE_OUTPUTS_PORT",
-                "headers": {
-                  "Authorization": "\${GH_AW_SAFE_OUTPUTS_API_KEY}"
-                },
-                "guard-policies": {
-                  "write-sink": {
-                    "accept": [
-                      "*"
-                    ]
-                  }
-                }
-              }
-            },
-            "gateway": {
-              "port": $MCP_GATEWAY_PORT,
-              "domain": "${MCP_GATEWAY_DOMAIN}",
-              "apiKey": "${MCP_GATEWAY_API_KEY}",
-              "payloadDir": "${MCP_GATEWAY_PAYLOAD_DIR}"
-            }
-          }
-          GH_AW_MCP_CONFIG_76ba9851eee45c31_EOF
-      - name: Mount MCP servers as CLIs
-        id: mount-mcp-clis
-        continue-on-error: true
-        env:
-          MCP_GATEWAY_API_KEY: ${{ steps.start-mcp-gateway.outputs.gateway-api-key }}
-          MCP_GATEWAY_DOMAIN: ${{ steps.start-mcp-gateway.outputs.gateway-domain }}
-          MCP_GATEWAY_PORT: ${{ steps.start-mcp-gateway.outputs.gateway-port }}
-        uses: actions/github-script@3a2844b7e9c422d3c10d287c895573f7108da1b3 # v9.0.0
-        with:
-          script: |
-            const { setupGlobals } = require('${{ runner.temp }}/gh-aw/actions/setup_globals.cjs');
-            setupGlobals(core, github, context, exec, io);
-            const { main } = require('${{ runner.temp }}/gh-aw/actions/mount_mcp_as_cli.cjs');
-            await main();
-      - name: Clean credentials
-        continue-on-error: true
-        run: bash "${RUNNER_TEMP}/gh-aw/actions/clean_git_credentials.sh"
-      - name: Audit pre-agent workspace
-        id: pre_agent_audit
-        continue-on-error: true
-        run: bash "${RUNNER_TEMP}/gh-aw/actions/audit_pre_agent_workspace.sh"
-      - name: Execute GitHub Copilot CLI
-        id: agentic_execution
-        # Copilot CLI tool arguments (sorted):
-        timeout-minutes: 20
-        run: |
-          set -o pipefail
-          printf '%s' "$(date +%s%3N)" > /tmp/gh-aw/agent_cli_start_ms.txt
-          touch /tmp/gh-aw/agent-step-summary.md
-          GH_AW_NODE_BIN=$(command -v node 2>/dev/null || true)
-          export GH_AW_NODE_BIN
-          export COPILOT_API_KEY="$COPILOT_DUMMY_BYOK"
-          (umask 177 && touch /tmp/gh-aw/agent-stdio.log)
-          printf '%s\n' '{"$schema":"https://github.com/github/gh-aw-firewall/releases/download/v0.25.55/awf-config.schema.json","network":{"allowDomains":["api.business.githubcopilot.com","api.enterprise.githubcopilot.com","api.github.com","api.githubcopilot.com","api.individual.githubcopilot.com","docs.github.com","github.com","host.docker.internal","raw.githubusercontent.com","registry.npmjs.org","telemetry.enterprise.githubcopilot.com"]},"apiProxy":{"enabled":true,"enableTokenSteering":true,"maxRuns":500,"maxEffectiveTokens":25000000,"models":{"agent":["sonnet-6x","gpt-5.4","gpt-5.3","gemini-pro","any"],"antigravity":["copilot/antigravity*","google/antigravity*","gemini/antigravity*"],"any":["copilot/*","anthropic/*","openai/*","google/*","gemini/*"],"claude":["agent"],"codex":["agent"],"coding":["copilot/gpt-5*codex*","openai/gpt-5*codex*","gpt-5-codex"],"computer-use":["copilot/*computer-use*","google/*computer-use*","gemini/*computer-use*","openai/*computer-use*"],"copilot":["agent"],"deep-research":["copilot/deep-research*","copilot/o3-deep-research*","copilot/o4-mini-deep-research*","google/deep-research*","gemini/deep-research*","openai/o3-deep-research*","openai/o4-mini-deep-research*"],"gemini":["agent"],"gemini-3-flash":["copilot/gemini-3*flash*","google/gemini-3*flash*","gemini/gemini-3*flash*"],"gemini-3-pro":["copilot/gemini-3*pro*","google/gemini-3*pro*","gemini/gemini-3*pro*"],"gemini-3.1-flash":["copilot/gemini-3.1*flash*","google/gemini-3.1*flash*","gemini/gemini-3.1*flash*"],"gemini-3.1-pro":["copilot/gemini-3.1*pro*","google/gemini-3.1*pro*","gemini/gemini-3.1*pro*"],"gemini-3.5-flash":["copilot/gemini-3.5*flash*","google/gemini-3.5*flash*","gemini/gemini-3.5*flash*"],"gemini-flash":["copilot/gemini-*flash*","google/gemini-*flash*","gemini/gemini-*flash*"],"gemini-flash-lite":["copilot/gemini-*flash*lite*","google/gemini-*flash*lite*","gemini/gemini-*flash*lite*"],"gemini-pro":["copilot/gemini-*pro*","google/gemini-*pro*","gemini/gemini-*pro*"],"gemma":["copilot/gemma*","google/gemma*","gemini/gemma*"],"gpt-4.1":["copilot/gpt-4.1*","openai/gpt-4.1*"],"gpt-5":["copilot/gpt-5*","openai/gpt-5*"],"gpt-5-codex":["copilot/gpt-5*codex*","openai/gpt-5*codex*"],"gpt-5-mini":["copilot/gpt-5*mini*","openai/gpt-5*mini*"],"gpt-5-nano":["copilot/gpt-5*nano*","openai/gpt-5*nano*"],"gpt-5-pro":["copilot/gpt-5*pro*","openai/gpt-5*pro*"],"gpt-5.2":["copilot/gpt-5.2*","openai/gpt-5.2*"],"gpt-5.3":["copilot/gpt-5.3*","openai/gpt-5.3*"],"gpt-5.4":["copilot/gpt-5.4*","openai/gpt-5.4*"],"gpt-5.5":["copilot/gpt-5.5*","openai/gpt-5.5*"],"haiku":["copilot/*haiku*","anthropic/*haiku*"],"large":["sonnet","gpt-5-pro","gpt-5","gemini-pro"],"mini":["haiku","gpt-5-mini","gpt-5-nano","gemini-flash-lite"],"opus":["copilot/*opus*","anthropic/*opus*"],"opusplan":["opus?effort=high"],"reasoning":["copilot/o1*","copilot/o3*","copilot/o4*","openai/o1*","openai/o3*","openai/o4*"],"robotics":["copilot/*robotics*","google/*robotics*","gemini/*robotics*"],"small":["mini"],"sonnet":["copilot/*sonnet*","anthropic/*sonnet*"],"sonnet-6x":["copilot/*sonnet-4-5-*","anthropic/*sonnet-4-5-*","copilot/*sonnet-4-6*","anthropic/*sonnet-4-6*"],"summarization":["haiku","gpt-5-mini","gemini-flash-lite","mini"],"vision":["copilot/gemini-*image*","gemini/gemini-*image*","copilot/gemini-*flash*","gemini/gemini-*flash*"]}},"container":{"imageTag":"0.25.55"}}' > "${RUNNER_TEMP}/gh-aw/awf-config.json"
-          cp "${RUNNER_TEMP}/gh-aw/awf-config.json" /tmp/gh-aw/awf-config.json
-          GH_AW_DOCKER_HOST_PATH_PREFIX_ARGS=""
-          if [[ "${DOCKER_HOST:-}" =~ ^tcp:// ]]; then
-            GH_AW_DOCKER_HOST_PATH_PREFIX_ARGS="--docker-host-path-prefix /tmp/gh-aw"
-          fi
-          # shellcheck disable=SC1003
-          sudo -E awf --config "${RUNNER_TEMP}/gh-aw/awf-config.json" --container-workdir "${GITHUB_WORKSPACE}" --mount "${RUNNER_TEMP}/gh-aw:${RUNNER_TEMP}/gh-aw:ro" --mount "${RUNNER_TEMP}/gh-aw:/host${RUNNER_TEMP}/gh-aw:ro" ${GH_AW_DOCKER_HOST_PATH_PREFIX_ARGS} --env-all --exclude-env COPILOT_GITHUB_TOKEN --exclude-env GITHUB_MCP_SERVER_TOKEN --exclude-env MCP_GATEWAY_API_KEY --log-level info --proxy-logs-dir /tmp/gh-aw/sandbox/firewall/logs --audit-dir /tmp/gh-aw/sandbox/firewall/audit --enable-host-access --allow-host-ports 80,443,8080 --skip-pull \
-            -- /bin/bash -c 'export PATH="${RUNNER_TEMP}/gh-aw/mcp-cli/bin:$PATH" && export PATH="$(find /opt/hostedtoolcache /home/runner/work/_tool -maxdepth 5 -type d -name bin 2>/dev/null | tr '\''\n'\'' '\'':'\'')$PATH"; [ -n "$GOROOT" ] && export PATH="$GOROOT/bin:$PATH" || true && GH_AW_NODE_EXEC="${GH_AW_NODE_BIN:-}"; if [ -z "$GH_AW_NODE_EXEC" ] || [ ! -x "$GH_AW_NODE_EXEC" ]; then GH_AW_NODE_EXEC="$(command -v node 2>/dev/null || true)"; fi; if [ -z "$GH_AW_NODE_EXEC" ]; then echo "node runtime missing on this runner — check runtimes.node in workflow YAML" >&2; exit 127; fi; "$GH_AW_NODE_EXEC" ${RUNNER_TEMP}/gh-aw/actions/copilot_harness.cjs /usr/local/bin/copilot --add-dir /tmp/gh-aw/ --log-level all --log-dir /tmp/gh-aw/sandbox/agent/logs/ --disable-builtin-mcps --no-ask-user --allow-all-tools --allow-all-paths --add-dir "${GITHUB_WORKSPACE}" --prompt-file /tmp/gh-aw/aw-prompts/prompt.txt' 2>&1 | tee -a /tmp/gh-aw/agent-stdio.log
-        env:
-          AWF_REFLECT_ENABLED: 1
-          COPILOT_AGENT_RUNNER_TYPE: STANDALONE
-          COPILOT_DUMMY_BYOK: dummy-byok-key-for-offline-mode
-          COPILOT_GITHUB_TOKEN: ${{ secrets.COPILOT_GITHUB_TOKEN }}
-          COPILOT_MODEL: claude-sonnet-4-5
-          GH_AW_MCP_CONFIG: /home/runner/.copilot/mcp-config.json
-          GH_AW_PHASE: agent
-          GH_AW_PROMPT: /tmp/gh-aw/aw-prompts/prompt.txt
-          GH_AW_SAFE_OUTPUTS: ${{ steps.set-runtime-paths.outputs.GH_AW_SAFE_OUTPUTS }}
-          GH_AW_VERSION: v0.76.1
-          GITHUB_API_URL: ${{ github.api_url }}
-          GITHUB_AW: true
-          GITHUB_COPILOT_INTEGRATION_ID: agentic-workflows
-          GITHUB_HEAD_REF: ${{ github.head_ref }}
-          GITHUB_MCP_SERVER_TOKEN: ${{ secrets.GH_AW_GITHUB_MCP_SERVER_TOKEN || secrets.GH_AW_GITHUB_TOKEN || secrets.GITHUB_TOKEN }}
-          GITHUB_REF_NAME: ${{ github.ref_name }}
-          GITHUB_SERVER_URL: ${{ github.server_url }}
-          GITHUB_STEP_SUMMARY: /tmp/gh-aw/agent-step-summary.md
-          GITHUB_WORKSPACE: ${{ github.workspace }}
-          GIT_AUTHOR_EMAIL: github-actions[bot]@users.noreply.github.com
-          GIT_AUTHOR_NAME: github-actions[bot]
-          GIT_COMMITTER_EMAIL: github-actions[bot]@users.noreply.github.com
-          GIT_COMMITTER_NAME: github-actions[bot]
-          XDG_CONFIG_HOME: /home/runner
-      - name: Detect agent errors
-        if: always()
-        id: detect-agent-errors
-        continue-on-error: true
-        run: node "${RUNNER_TEMP}/gh-aw/actions/detect_agent_errors.cjs"
-      - name: Configure Git credentials
-        env:
-          REPO_NAME: ${{ github.repository }}
-          SERVER_URL: ${{ github.server_url }}
-          GITHUB_TOKEN: ${{ github.token }}
-        run: |
-          git config --global user.email "github-actions[bot]@users.noreply.github.com"
-          git config --global user.name "github-actions[bot]"
-          git config --global am.keepcr true
-          # Re-authenticate git with GitHub token
-          SERVER_URL_STRIPPED="${SERVER_URL#https://}"
-          git remote set-url origin "https://x-access-token:${GITHUB_TOKEN}@${SERVER_URL_STRIPPED}/${REPO_NAME}.git"
-          echo "Git configured with standard GitHub Actions identity"
-      - name: Copy Copilot session state files to logs
-        if: always()
-        continue-on-error: true
-        run: bash "${RUNNER_TEMP}/gh-aw/actions/copy_copilot_session_state.sh"
-      - name: Stop MCP Gateway
-        if: always()
-        continue-on-error: true
-        env:
-          MCP_GATEWAY_PORT: ${{ steps.start-mcp-gateway.outputs.gateway-port }}
-          MCP_GATEWAY_API_KEY: ${{ steps.start-mcp-gateway.outputs.gateway-api-key }}
-          GATEWAY_PID: ${{ steps.start-mcp-gateway.outputs.gateway-pid }}
-        run: |
-          bash "${RUNNER_TEMP}/gh-aw/actions/stop_mcp_gateway.sh" "$GATEWAY_PID"
-      - name: Redact secrets in logs
-        if: always()
-        uses: actions/github-script@3a2844b7e9c422d3c10d287c895573f7108da1b3 # v9.0.0
-        with:
-          script: |
-            const { setupGlobals } = require('${{ runner.temp }}/gh-aw/actions/setup_globals.cjs');
-            setupGlobals(core, github, context, exec, io, getOctokit);
-            const { main } = require('${{ runner.temp }}/gh-aw/actions/redact_secrets.cjs');
-            await main();
-        env:
-          GH_AW_SECRET_NAMES: 'COPILOT_GITHUB_TOKEN,GH_AW_GITHUB_MCP_SERVER_TOKEN,GH_AW_GITHUB_TOKEN,GITHUB_TOKEN'
-          SECRET_COPILOT_GITHUB_TOKEN: ${{ secrets.COPILOT_GITHUB_TOKEN }}
-          SECRET_GH_AW_GITHUB_MCP_SERVER_TOKEN: ${{ secrets.GH_AW_GITHUB_MCP_SERVER_TOKEN }}
-          SECRET_GH_AW_GITHUB_TOKEN: ${{ secrets.GH_AW_GITHUB_TOKEN }}
-          SECRET_GITHUB_TOKEN: ${{ secrets.GITHUB_TOKEN }}
-      - name: Append agent step summary
-        if: always()
-        run: bash "${RUNNER_TEMP}/gh-aw/actions/append_agent_step_summary.sh"
-      - name: Copy Safe Outputs
-        if: always()
-        env:
-          GH_AW_SAFE_OUTPUTS: ${{ steps.set-runtime-paths.outputs.GH_AW_SAFE_OUTPUTS }}
-        run: |
-          mkdir -p /tmp/gh-aw
-          cp "$GH_AW_SAFE_OUTPUTS" /tmp/gh-aw/safeoutputs.jsonl 2>/dev/null || true
-      - name: Ingest agent output
-        id: collect_output
-        if: always()
-        uses: actions/github-script@3a2844b7e9c422d3c10d287c895573f7108da1b3 # v9.0.0
-        env:
-          GH_AW_SAFE_OUTPUTS: ${{ steps.set-runtime-paths.outputs.GH_AW_SAFE_OUTPUTS }}
-          GH_AW_ALLOWED_DOMAINS: "api.business.githubcopilot.com,api.enterprise.githubcopilot.com,api.github.com,api.githubcopilot.com,api.individual.githubcopilot.com,docs.github.com,github.com,host.docker.internal,raw.githubusercontent.com,registry.npmjs.org,telemetry.enterprise.githubcopilot.com"
-          GITHUB_SERVER_URL: ${{ github.server_url }}
-          GITHUB_API_URL: ${{ github.api_url }}
-        with:
-          script: |
-            const { setupGlobals } = require('${{ runner.temp }}/gh-aw/actions/setup_globals.cjs');
-            setupGlobals(core, github, context, exec, io, getOctokit);
-            const { main } = require('${{ runner.temp }}/gh-aw/actions/collect_ndjson_output.cjs');
-            await main();
-      - name: Parse agent logs for step summary
-        if: always()
-        uses: actions/github-script@3a2844b7e9c422d3c10d287c895573f7108da1b3 # v9.0.0
-        env:
-          GH_AW_AGENT_OUTPUT: /tmp/gh-aw/sandbox/agent/logs/
-        with:
-          script: |
-            const { setupGlobals } = require('${{ runner.temp }}/gh-aw/actions/setup_globals.cjs');
-            setupGlobals(core, github, context, exec, io, getOctokit);
-            const { main } = require('${{ runner.temp }}/gh-aw/actions/parse_copilot_log.cjs');
-            await main();
-      - name: Parse MCP Gateway logs for step summary
-        if: always()
-        id: parse-mcp-gateway
-        uses: actions/github-script@3a2844b7e9c422d3c10d287c895573f7108da1b3 # v9.0.0
-        with:
-          script: |
-            const { setupGlobals } = require('${{ runner.temp }}/gh-aw/actions/setup_globals.cjs');
-            setupGlobals(core, github, context, exec, io, getOctokit);
-            const { main } = require('${{ runner.temp }}/gh-aw/actions/parse_mcp_gateway_log.cjs');
-            await main();
-      - name: Print firewall logs
-        if: always()
-        continue-on-error: true
-        env:
-          AWF_LOGS_DIR: /tmp/gh-aw/sandbox/firewall/logs
-        run: |
-          # Fix permissions on firewall logs/audit dirs so they can be uploaded as artifacts
-          # AWF runs with sudo, creating files owned by root
-          sudo chmod -R a+rX /tmp/gh-aw/sandbox/firewall 2>/dev/null || true
-          # Only run awf logs summary if awf command exists (it may not be installed if workflow failed before install step)
-          if command -v awf &> /dev/null; then
-            awf logs summary | tee -a "$GITHUB_STEP_SUMMARY"
-          else
-            echo 'AWF binary not installed, skipping firewall log summary'
-          fi
-      - name: Parse token usage for step summary
-        if: always()
-        continue-on-error: true
-        uses: actions/github-script@3a2844b7e9c422d3c10d287c895573f7108da1b3 # v9.0.0
-        with:
-          script: |
-            const { setupGlobals } = require('${{ runner.temp }}/gh-aw/actions/setup_globals.cjs');
-            setupGlobals(core, github, context, exec, io, getOctokit);
-            const { main } = require('${{ runner.temp }}/gh-aw/actions/parse_token_usage.cjs');
-            await main();
-      - name: Print AWF reflect summary
-        if: always()
-        continue-on-error: true
-        uses: actions/github-script@3a2844b7e9c422d3c10d287c895573f7108da1b3 # v9.0.0
-        with:
-          script: |
-            const { setupGlobals } = require('${{ runner.temp }}/gh-aw/actions/setup_globals.cjs');
-            setupGlobals(core, github, context, exec, io, getOctokit);
-            const { main } = require('${{ runner.temp }}/gh-aw/actions/awf_reflect_summary.cjs');
-            await main();
-      - name: Write agent output placeholder if missing
-        if: always()
-        run: |
-          if [ ! -f /tmp/gh-aw/agent_output.json ]; then
-            echo '{"items":[]}' > /tmp/gh-aw/agent_output.json
-          fi
-      - name: Upload agent artifacts
-        if: always()
-        continue-on-error: true
-        uses: actions/upload-artifact@043fb46d1a93c77aae656e7c1c64a875d1fc6a0a # v7.0.1
-        with:
-          name: agent
-          path: |
-            /tmp/gh-aw/aw-prompts/prompt.txt
-            /tmp/gh-aw/sandbox/agent/logs/
-            /tmp/gh-aw/redacted-urls.log
-            /tmp/gh-aw/mcp-logs/
-            /tmp/gh-aw/agent_usage.json
-            /tmp/gh-aw/agent-stdio.log
-            /tmp/gh-aw/pre-agent-audit.txt
-            /tmp/gh-aw/agent/
-            /tmp/gh-aw/github_rate_limits.jsonl
-            /tmp/gh-aw/safeoutputs.jsonl
-            /tmp/gh-aw/agent_output.json
-            /tmp/gh-aw/aw-*.patch
-            /tmp/gh-aw/aw-*.bundle
-            /tmp/gh-aw/awf-config.json
-            /tmp/gh-aw/sandbox/firewall/logs/
-            /tmp/gh-aw/sandbox/firewall/audit/
-            /tmp/gh-aw/sandbox/firewall/awf-reflect.json
-          if-no-files-found: ignore
-
-  conclusion:
-    needs:
-      - activation
-      - agent
-      - detection
-      - safe_outputs
-    if: >
-      always() && (needs.agent.result != 'skipped' || needs.activation.outputs.lockdown_check_failed == 'true' ||
-      needs.activation.outputs.stale_lock_file_failed == 'true')
-    runs-on: ubuntu-slim
-    permissions:
-      contents: read
-      issues: write
-    concurrency:
-      group: "gh-aw-conclusion-tutorial-update-monitor"
-      cancel-in-progress: false
-      queue: max
-    outputs:
-      incomplete_count: ${{ steps.report_incomplete.outputs.incomplete_count }}
-      noop_message: ${{ steps.noop.outputs.noop_message }}
-      tools_reported: ${{ steps.missing_tool.outputs.tools_reported }}
-      total_count: ${{ steps.missing_tool.outputs.total_count }}
-    steps:
-      - name: Setup Scripts
-        id: setup
-        uses: github/gh-aw-actions/setup@46d564922b082d0db93244972e8005ea6904ee5f # v0.76.1
-        with:
-          destination: ${{ runner.temp }}/gh-aw/actions
-          job-name: ${{ github.job }}
-          trace-id: ${{ needs.activation.outputs.setup-trace-id }}
-          parent-span-id: ${{ needs.activation.outputs.setup-parent-span-id || needs.activation.outputs.setup-span-id }}
-        env:
-          GH_AW_SETUP_WORKFLOW_NAME: "Tutorial Update Monitor"
-          GH_AW_CURRENT_WORKFLOW_REF: ${{ github.repository }}/.github/workflows/tutorial-update-monitor.lock.yml@${{ github.ref }}
-          GH_AW_INFO_VERSION: "1.0.52"
-          GH_AW_INFO_AWF_VERSION: "v0.25.55"
-          GH_AW_INFO_ENGINE_ID: "copilot"
-      - name: Download agent output artifact
-        id: download-agent-output
-        continue-on-error: true
-        uses: actions/download-artifact@3e5f45b2cfb9172054b4087a40e8e0b5a5461e7c # v8.0.1
-        with:
-          name: agent
-          path: /tmp/gh-aw/
-      - name: Setup agent output environment variable
-        id: setup-agent-output-env
-        if: steps.download-agent-output.outcome == 'success'
-        run: |
-          mkdir -p /tmp/gh-aw/
-          find "/tmp/gh-aw/" -type f -print
-          echo "GH_AW_AGENT_OUTPUT=/tmp/gh-aw/agent_output.json" >> "$GITHUB_OUTPUT"
-      - name: Process no-op messages
-        id: noop
-        uses: actions/github-script@3a2844b7e9c422d3c10d287c895573f7108da1b3 # v9.0.0
-        env:
-          GH_AW_AGENT_OUTPUT: ${{ steps.setup-agent-output-env.outputs.GH_AW_AGENT_OUTPUT }}
-          GH_AW_NOOP_MAX: "1"
-          GH_AW_WORKFLOW_NAME: "Tutorial Update Monitor"
-          GH_AW_WORKFLOW_SOURCE_URL: "${{ github.server_url }}/${{ github.repository }}/blob/${{ github.ref_name }}/.github/workflows/tutorial-update-monitor.md"
-          GH_AW_RUN_URL: ${{ github.server_url }}/${{ github.repository }}/actions/runs/${{ github.run_id }}
-          GH_AW_AGENT_CONCLUSION: ${{ needs.agent.result }}
-          GH_AW_NOOP_REPORT_AS_ISSUE: "true"
-        with:
-          github-token: ${{ secrets.GH_AW_GITHUB_TOKEN || secrets.GITHUB_TOKEN }}
-          script: |
-            const { setupGlobals } = require('${{ runner.temp }}/gh-aw/actions/setup_globals.cjs');
-            setupGlobals(core, github, context, exec, io, getOctokit);
-            const { main } = require('${{ runner.temp }}/gh-aw/actions/handle_noop_message.cjs');
-            await main();
-      - name: Log detection run
-        id: detection_runs
-        uses: actions/github-script@3a2844b7e9c422d3c10d287c895573f7108da1b3 # v9.0.0
-        env:
-          GH_AW_AGENT_OUTPUT: ${{ steps.setup-agent-output-env.outputs.GH_AW_AGENT_OUTPUT }}
-          GH_AW_WORKFLOW_NAME: "Tutorial Update Monitor"
-          GH_AW_WORKFLOW_SOURCE_URL: "${{ github.server_url }}/${{ github.repository }}/blob/${{ github.ref_name }}/.github/workflows/tutorial-update-monitor.md"
-          GH_AW_RUN_URL: ${{ github.server_url }}/${{ github.repository }}/actions/runs/${{ github.run_id }}
-          GH_AW_DETECTION_CONCLUSION: ${{ needs.detection.outputs.detection_conclusion }}
-          GH_AW_DETECTION_REASON: ${{ needs.detection.outputs.detection_reason }}
-        with:
-          github-token: ${{ secrets.GH_AW_GITHUB_TOKEN || secrets.GITHUB_TOKEN }}
-          script: |
-            const { setupGlobals } = require('${{ runner.temp }}/gh-aw/actions/setup_globals.cjs');
-            setupGlobals(core, github, context, exec, io, getOctokit);
-            const { main } = require('${{ runner.temp }}/gh-aw/actions/handle_detection_runs.cjs');
-            await main();
-      - name: Record missing tool
-        id: missing_tool
-        uses: actions/github-script@3a2844b7e9c422d3c10d287c895573f7108da1b3 # v9.0.0
-        env:
-          GH_AW_AGENT_OUTPUT: ${{ steps.setup-agent-output-env.outputs.GH_AW_AGENT_OUTPUT }}
-          GH_AW_MISSING_TOOL_CREATE_ISSUE: "true"
-          GH_AW_WORKFLOW_NAME: "Tutorial Update Monitor"
-          GH_AW_WORKFLOW_SOURCE_URL: "${{ github.server_url }}/${{ github.repository }}/blob/${{ github.ref_name }}/.github/workflows/tutorial-update-monitor.md"
-        with:
-          github-token: ${{ secrets.GH_AW_GITHUB_TOKEN || secrets.GITHUB_TOKEN }}
-          script: |
-            const { setupGlobals } = require('${{ runner.temp }}/gh-aw/actions/setup_globals.cjs');
-            setupGlobals(core, github, context, exec, io, getOctokit);
-            const { main } = require('${{ runner.temp }}/gh-aw/actions/missing_tool.cjs');
-            await main();
-      - name: Record incomplete
-        id: report_incomplete
-        uses: actions/github-script@3a2844b7e9c422d3c10d287c895573f7108da1b3 # v9.0.0
-        env:
-          GH_AW_AGENT_OUTPUT: ${{ steps.setup-agent-output-env.outputs.GH_AW_AGENT_OUTPUT }}
-          GH_AW_REPORT_INCOMPLETE_CREATE_ISSUE: "true"
-          GH_AW_WORKFLOW_NAME: "Tutorial Update Monitor"
-          GH_AW_WORKFLOW_SOURCE_URL: "${{ github.server_url }}/${{ github.repository }}/blob/${{ github.ref_name }}/.github/workflows/tutorial-update-monitor.md"
-        with:
-          github-token: ${{ secrets.GH_AW_GITHUB_TOKEN || secrets.GITHUB_TOKEN }}
-          script: |
-            const { setupGlobals } = require('${{ runner.temp }}/gh-aw/actions/setup_globals.cjs');
-            setupGlobals(core, github, context, exec, io, getOctokit);
-            const { main } = require('${{ runner.temp }}/gh-aw/actions/report_incomplete_handler.cjs');
-            await main();
-      - name: Handle agent failure
-        id: handle_agent_failure
-        if: always()
-        uses: actions/github-script@3a2844b7e9c422d3c10d287c895573f7108da1b3 # v9.0.0
-        env:
-          GH_AW_AGENT_OUTPUT: ${{ steps.setup-agent-output-env.outputs.GH_AW_AGENT_OUTPUT }}
-          GH_AW_WORKFLOW_NAME: "Tutorial Update Monitor"
-          GH_AW_WORKFLOW_SOURCE_URL: "${{ github.server_url }}/${{ github.repository }}/blob/${{ github.ref_name }}/.github/workflows/tutorial-update-monitor.md"
-          GH_AW_RUN_URL: ${{ github.server_url }}/${{ github.repository }}/actions/runs/${{ github.run_id }}
-          GH_AW_AGENT_CONCLUSION: ${{ needs.agent.result }}
-          GH_AW_WORKFLOW_ID: "tutorial-update-monitor"
-          GH_AW_ACTION_FAILURE_ISSUE_EXPIRES_HOURS: "168"
-          GH_AW_ENGINE_ID: "copilot"
-          GH_AW_SECRET_VERIFICATION_RESULT: ${{ needs.activation.outputs.secret_verification_result }}
-          GH_AW_CHECKOUT_PR_SUCCESS: ${{ needs.agent.outputs.checkout_pr_success }}
-          GH_AW_EFFECTIVE_TOKENS: ${{ needs.agent.outputs.effective_tokens || '' }}
-          GH_AW_EFFECTIVE_TOKENS_RATE_LIMIT_ERROR: ${{ needs.agent.outputs.effective_tokens_rate_limit_error || 'false' }}
-          GH_AW_INFERENCE_ACCESS_ERROR: ${{ needs.agent.outputs.inference_access_error }}
-          GH_AW_MCP_POLICY_ERROR: ${{ needs.agent.outputs.mcp_policy_error }}
-          GH_AW_AGENTIC_ENGINE_TIMEOUT: ${{ needs.agent.outputs.agentic_engine_timeout }}
-          GH_AW_MODEL_NOT_SUPPORTED_ERROR: ${{ needs.agent.outputs.model_not_supported_error }}
-          GH_AW_ENGINE_API_HOSTS: "api.enterprise.githubcopilot.com,api.githubcopilot.com,api.business.githubcopilot.com,api.individual.githubcopilot.com"
-          GH_AW_LOCKDOWN_CHECK_FAILED: ${{ needs.activation.outputs.lockdown_check_failed }}
-          GH_AW_STALE_LOCK_FILE_FAILED: ${{ needs.activation.outputs.stale_lock_file_failed }}
-          GH_AW_GROUP_REPORTS: "false"
-          GH_AW_FAILURE_REPORT_AS_ISSUE: "true"
-          GH_AW_MISSING_TOOL_REPORT_AS_FAILURE: "true"
-          GH_AW_MISSING_DATA_REPORT_AS_FAILURE: "true"
-          GH_AW_TIMEOUT_MINUTES: "20"
-          GH_AW_MAX_EFFECTIVE_TOKENS: "25000000"
-        with:
-          github-token: ${{ secrets.GH_AW_GITHUB_TOKEN || secrets.GITHUB_TOKEN }}
-          script: |
-            const { setupGlobals } = require('${{ runner.temp }}/gh-aw/actions/setup_globals.cjs');
-            setupGlobals(core, github, context, exec, io, getOctokit);
-            const { main } = require('${{ runner.temp }}/gh-aw/actions/handle_agent_failure.cjs');
-            await main();
-
-  detection:
-    needs:
-      - activation
-      - agent
-    if: >
-      always() && needs.agent.result != 'skipped' && (needs.agent.outputs.output_types != '' || needs.agent.outputs.has_patch == 'true')
-    runs-on: ubuntu-latest
-    permissions:
-      contents: read
-    outputs:
-      detection_conclusion: ${{ steps.detection_conclusion.outputs.conclusion }}
-      detection_reason: ${{ steps.detection_conclusion.outputs.reason }}
-      detection_success: ${{ steps.detection_conclusion.outputs.success }}
-    steps:
-      - name: Setup Scripts
-        id: setup
-        uses: github/gh-aw-actions/setup@46d564922b082d0db93244972e8005ea6904ee5f # v0.76.1
-        with:
-          destination: ${{ runner.temp }}/gh-aw/actions
-          job-name: ${{ github.job }}
-          trace-id: ${{ needs.activation.outputs.setup-trace-id }}
-          parent-span-id: ${{ needs.activation.outputs.setup-parent-span-id || needs.activation.outputs.setup-span-id }}
-        env:
-          GH_AW_SETUP_WORKFLOW_NAME: "Tutorial Update Monitor"
-          GH_AW_CURRENT_WORKFLOW_REF: ${{ github.repository }}/.github/workflows/tutorial-update-monitor.lock.yml@${{ github.ref }}
-          GH_AW_INFO_VERSION: "1.0.52"
-          GH_AW_INFO_AWF_VERSION: "v0.25.55"
-          GH_AW_INFO_ENGINE_ID: "copilot"
-      - name: Download agent output artifact
-        id: download-agent-output
-        continue-on-error: true
-        uses: actions/download-artifact@3e5f45b2cfb9172054b4087a40e8e0b5a5461e7c # v8.0.1
-        with:
-          name: agent
-          path: /tmp/gh-aw/
-      - name: Setup agent output environment variable
-        id: setup-agent-output-env
-        if: steps.download-agent-output.outcome == 'success'
-        run: |
-          mkdir -p /tmp/gh-aw/
-          find "/tmp/gh-aw/" -type f -print
-          echo "GH_AW_AGENT_OUTPUT=/tmp/gh-aw/agent_output.json" >> "$GITHUB_OUTPUT"
-      - name: Checkout repository for patch context
-        if: needs.agent.outputs.has_patch == 'true'
-        uses: actions/checkout@de0fac2e4500dabe0009e67214ff5f5447ce83dd # v6.0.2
-        with:
-          persist-credentials: false
-      # --- Threat Detection ---
-      - name: Clean stale firewall files from agent artifact
-        run: |
-          rm -rf /tmp/gh-aw/sandbox/firewall/logs
-          rm -rf /tmp/gh-aw/sandbox/firewall/audit
-      - name: Download container images
-        run: bash "${RUNNER_TEMP}/gh-aw/actions/download_docker_images.sh" ghcr.io/github/gh-aw-firewall/agent:0.25.55 ghcr.io/github/gh-aw-firewall/api-proxy:0.25.55 ghcr.io/github/gh-aw-firewall/squid:0.25.55
-      - name: Check if detection needed
-        id: detection_guard
-        if: always()
-        env:
-          OUTPUT_TYPES: ${{ needs.agent.outputs.output_types }}
-          HAS_PATCH: ${{ needs.agent.outputs.has_patch }}
-        run: |
-          if [[ -n "$OUTPUT_TYPES" || "$HAS_PATCH" == "true" ]]; then
-            echo "run_detection=true" >> "$GITHUB_OUTPUT"
-            echo "Detection will run: output_types=$OUTPUT_TYPES, has_patch=$HAS_PATCH"
-          else
-            echo "run_detection=false" >> "$GITHUB_OUTPUT"
-            echo "Detection skipped: no agent outputs or patches to analyze"
-          fi
-      - name: Clear MCP Config for detection
-        if: always() && steps.detection_guard.outputs.run_detection == 'true'
-        run: |
-          rm -f "${RUNNER_TEMP}/gh-aw/mcp-config/mcp-servers.json"
-          rm -f /home/runner/.copilot/mcp-config.json
-          rm -f "$GITHUB_WORKSPACE/.gemini/settings.json"
-      - name: Prepare threat detection files
-        if: always() && steps.detection_guard.outputs.run_detection == 'true'
-        run: |
-          mkdir -p /tmp/gh-aw/threat-detection/aw-prompts
-          cp /tmp/gh-aw/aw-prompts/prompt.txt /tmp/gh-aw/threat-detection/aw-prompts/prompt.txt 2>/dev/null || true
-          cp /tmp/gh-aw/agent_output.json /tmp/gh-aw/threat-detection/agent_output.json 2>/dev/null || true
-          for f in /tmp/gh-aw/aw-*.patch; do
-            [ -f "$f" ] && cp "$f" /tmp/gh-aw/threat-detection/ 2>/dev/null || true
-          done
-          for f in /tmp/gh-aw/aw-*.bundle; do
-            [ -f "$f" ] && cp "$f" /tmp/gh-aw/threat-detection/ 2>/dev/null || true
-          done
-          echo "Prepared threat detection files:"
-          ls -la /tmp/gh-aw/threat-detection/ 2>/dev/null || true
-      - name: Setup threat detection
-        if: always() && steps.detection_guard.outputs.run_detection == 'true'
-        uses: actions/github-script@3a2844b7e9c422d3c10d287c895573f7108da1b3 # v9.0.0
-        env:
-          WORKFLOW_NAME: "Tutorial Update Monitor"
-          WORKFLOW_DESCRIPTION: "Monitors GitHub Copilot CLI resources for updates and creates issues when the tutorial needs updating."
-          HAS_PATCH: ${{ needs.agent.outputs.has_patch }}
-        with:
-          script: |
-            const { setupGlobals } = require('${{ runner.temp }}/gh-aw/actions/setup_globals.cjs');
-            setupGlobals(core, github, context, exec, io, getOctokit);
-            const { main } = require('${{ runner.temp }}/gh-aw/actions/setup_threat_detection.cjs');
-            await main();
-      - name: Ensure threat-detection directory and log
-        if: always() && steps.detection_guard.outputs.run_detection == 'true'
-        run: |
-          mkdir -p /tmp/gh-aw/threat-detection
-          touch /tmp/gh-aw/threat-detection/detection.log
-      - name: Setup Node.js
-        uses: actions/setup-node@48b55a011bda9f5d6aeb4c2d9c7362e8dae4041e # v6.4.0
-        with:
-          node-version: '24'
-          package-manager-cache: false
-      - name: Install GitHub Copilot CLI
-        run: bash "${RUNNER_TEMP}/gh-aw/actions/install_copilot_cli.sh" 1.0.52
-        env:
-          GH_HOST: github.com
-      - name: Install AWF binary
-        run: bash "${RUNNER_TEMP}/gh-aw/actions/install_awf_binary.sh" v0.25.55
-      - name: Execute GitHub Copilot CLI
-        if: always() && steps.detection_guard.outputs.run_detection == 'true'
-        continue-on-error: true
-        id: detection_agentic_execution
-        # Copilot CLI tool arguments (sorted):
-        timeout-minutes: 20
-        run: |
-          set -o pipefail
-          printf '%s' "$(date +%s%3N)" > /tmp/gh-aw/agent_cli_start_ms.txt
-          touch /tmp/gh-aw/agent-step-summary.md
-          GH_AW_NODE_BIN=$(command -v node 2>/dev/null || true)
-          export GH_AW_NODE_BIN
-          export COPILOT_API_KEY="$COPILOT_DUMMY_BYOK"
-          (umask 177 && touch /tmp/gh-aw/threat-detection/detection.log)
-          printf '%s\n' '{"$schema":"https://github.com/github/gh-aw-firewall/releases/download/v0.25.55/awf-config.schema.json","network":{"allowDomains":["api.business.githubcopilot.com","api.enterprise.githubcopilot.com","api.github.com","api.githubcopilot.com","api.individual.githubcopilot.com","github.com","host.docker.internal","telemetry.enterprise.githubcopilot.com"]},"apiProxy":{"enabled":true,"enableTokenSteering":true,"maxRuns":500,"maxEffectiveTokens":25000000},"container":{"imageTag":"0.25.55"}}' > "${RUNNER_TEMP}/gh-aw/awf-config.json"
-          cp "${RUNNER_TEMP}/gh-aw/awf-config.json" /tmp/gh-aw/awf-config.json
-          GH_AW_DOCKER_HOST_PATH_PREFIX_ARGS=""
-          if [[ "${DOCKER_HOST:-}" =~ ^tcp:// ]]; then
-            GH_AW_DOCKER_HOST_PATH_PREFIX_ARGS="--docker-host-path-prefix /tmp/gh-aw"
-          fi
-          # shellcheck disable=SC1003
-          sudo -E awf --config "${RUNNER_TEMP}/gh-aw/awf-config.json" --container-workdir "${GITHUB_WORKSPACE}" --mount "${RUNNER_TEMP}/gh-aw:${RUNNER_TEMP}/gh-aw:ro" --mount "${RUNNER_TEMP}/gh-aw:/host${RUNNER_TEMP}/gh-aw:ro" ${GH_AW_DOCKER_HOST_PATH_PREFIX_ARGS} --env-all --exclude-env COPILOT_GITHUB_TOKEN --log-level info --proxy-logs-dir /tmp/gh-aw/sandbox/firewall/logs --audit-dir /tmp/gh-aw/sandbox/firewall/audit --enable-host-access --allow-host-ports 80,443,8080 --skip-pull \
-            -- /bin/bash -c 'export PATH="$(find /opt/hostedtoolcache /home/runner/work/_tool -maxdepth 5 -type d -name bin 2>/dev/null | tr '\''\n'\'' '\'':'\'')$PATH"; [ -n "$GOROOT" ] && export PATH="$GOROOT/bin:$PATH" || true && GH_AW_NODE_EXEC="${GH_AW_NODE_BIN:-}"; if [ -z "$GH_AW_NODE_EXEC" ] || [ ! -x "$GH_AW_NODE_EXEC" ]; then GH_AW_NODE_EXEC="$(command -v node 2>/dev/null || true)"; fi; if [ -z "$GH_AW_NODE_EXEC" ]; then echo "node runtime missing on this runner — check runtimes.node in workflow YAML" >&2; exit 127; fi; "$GH_AW_NODE_EXEC" ${RUNNER_TEMP}/gh-aw/actions/copilot_harness.cjs /usr/local/bin/copilot --add-dir /tmp/gh-aw/ --log-level all --log-dir /tmp/gh-aw/sandbox/agent/logs/ --disable-builtin-mcps --no-ask-user --allow-all-tools --add-dir "${GITHUB_WORKSPACE}" --prompt-file /tmp/gh-aw/aw-prompts/prompt.txt' 2>&1 | tee -a /tmp/gh-aw/threat-detection/detection.log
-        env:
-          AWF_REFLECT_ENABLED: 1
-          COPILOT_AGENT_RUNNER_TYPE: STANDALONE
-          COPILOT_DUMMY_BYOK: dummy-byok-key-for-offline-mode
-          COPILOT_GITHUB_TOKEN: ${{ secrets.COPILOT_GITHUB_TOKEN }}
-          COPILOT_MODEL: claude-sonnet-4-5
-          GH_AW_PHASE: detection
-          GH_AW_PROMPT: /tmp/gh-aw/aw-prompts/prompt.txt
-          GH_AW_VERSION: v0.76.1
-          GITHUB_API_URL: ${{ github.api_url }}
-          GITHUB_AW: true
-          GITHUB_COPILOT_INTEGRATION_ID: agentic-workflows
-          GITHUB_HEAD_REF: ${{ github.head_ref }}
-          GITHUB_REF_NAME: ${{ github.ref_name }}
-          GITHUB_SERVER_URL: ${{ github.server_url }}
-          GITHUB_STEP_SUMMARY: /tmp/gh-aw/agent-step-summary.md
-          GITHUB_WORKSPACE: ${{ github.workspace }}
-          GIT_AUTHOR_EMAIL: github-actions[bot]@users.noreply.github.com
-          GIT_AUTHOR_NAME: github-actions[bot]
-          GIT_COMMITTER_EMAIL: github-actions[bot]@users.noreply.github.com
-          GIT_COMMITTER_NAME: github-actions[bot]
-          XDG_CONFIG_HOME: /home/runner
-      - name: Upload threat detection log
-        if: always() && steps.detection_guard.outputs.run_detection == 'true'
-        uses: actions/upload-artifact@043fb46d1a93c77aae656e7c1c64a875d1fc6a0a # v7.0.1
-        with:
-          name: detection
-          path: /tmp/gh-aw/threat-detection/detection.log
-          if-no-files-found: ignore
-      - name: Parse and conclude threat detection
-        id: detection_conclusion
-        if: always()
-        continue-on-error: true
-        uses: actions/github-script@3a2844b7e9c422d3c10d287c895573f7108da1b3 # v9.0.0
-        env:
-          RUN_DETECTION: ${{ steps.detection_guard.outputs.run_detection }}
-          DETECTION_AGENTIC_EXECUTION_OUTCOME: ${{ steps.detection_agentic_execution.outcome }}
-          GH_AW_DETECTION_CONTINUE_ON_ERROR: "true"
-        with:
-          script: |
-            try {
-              const { setupGlobals } = require('${{ runner.temp }}/gh-aw/actions/setup_globals.cjs');
-              setupGlobals(core, github, context, exec, io, getOctokit);
-              const { main } = require('${{ runner.temp }}/gh-aw/actions/parse_threat_detection_results.cjs');
-              await main();
-            } catch (loadErr) {
-              const continueOnError = process.env.GH_AW_DETECTION_CONTINUE_ON_ERROR !== 'false';
-              const detectionExecutionFailed = process.env.DETECTION_AGENTIC_EXECUTION_OUTCOME === 'failure';
-              const msg = 'ERR_SYSTEM: \u274C Unexpected error loading threat detection module: ' + (loadErr && loadErr.message ? loadErr.message : String(loadErr));
-              core.error(msg);
-              core.setOutput('reason', 'parse_error');
-              if (continueOnError && !detectionExecutionFailed) {
-                core.warning('\u26A0\uFE0F ' + msg);
-                core.setOutput('conclusion', 'warning');
-                core.setOutput('success', 'false');
-              } else {
-                core.setOutput('conclusion', 'failure');
-                core.setOutput('success', 'false');
-                core.setFailed(msg);
-              }
-            }
-
-  safe_outputs:
-    needs:
-      - activation
-      - agent
-      - detection
-    if: (!cancelled()) && needs.agent.result != 'skipped' && needs.detection.result == 'success'
-    runs-on: ubuntu-slim
-    permissions:
-      contents: read
-      issues: write
-    timeout-minutes: 15
-    env:
-      GH_AW_CALLER_WORKFLOW_ID: "${{ github.repository }}/tutorial-update-monitor"
-      GH_AW_DETECTION_CONCLUSION: ${{ needs.detection.outputs.detection_conclusion }}
-      GH_AW_DETECTION_REASON: ${{ needs.detection.outputs.detection_reason }}
-      GH_AW_EFFECTIVE_TOKENS: ${{ needs.agent.outputs.effective_tokens }}
-      GH_AW_ENGINE_ID: "copilot"
-      GH_AW_ENGINE_MODEL: "claude-sonnet-4-5"
-      GH_AW_ENGINE_VERSION: "1.0.52"
-      GH_AW_WORKFLOW_ID: "tutorial-update-monitor"
-      GH_AW_WORKFLOW_NAME: "Tutorial Update Monitor"
-      GH_AW_WORKFLOW_SOURCE_URL: "${{ github.server_url }}/${{ github.repository }}/blob/${{ github.ref_name }}/.github/workflows/tutorial-update-monitor.md"
-    outputs:
-      code_push_failure_count: ${{ steps.process_safe_outputs.outputs.code_push_failure_count }}
-      code_push_failure_errors: ${{ steps.process_safe_outputs.outputs.code_push_failure_errors }}
-      create_discussion_error_count: ${{ steps.process_safe_outputs.outputs.create_discussion_error_count }}
-      create_discussion_errors: ${{ steps.process_safe_outputs.outputs.create_discussion_errors }}
-      created_issue_number: ${{ steps.process_safe_outputs.outputs.created_issue_number }}
-      created_issue_url: ${{ steps.process_safe_outputs.outputs.created_issue_url }}
-      process_safe_outputs_processed_count: ${{ steps.process_safe_outputs.outputs.processed_count }}
-      process_safe_outputs_temporary_id_map: ${{ steps.process_safe_outputs.outputs.temporary_id_map }}
-    steps:
-      - name: Setup Scripts
-        id: setup
-        uses: github/gh-aw-actions/setup@46d564922b082d0db93244972e8005ea6904ee5f # v0.76.1
-        with:
-          destination: ${{ runner.temp }}/gh-aw/actions
-          job-name: ${{ github.job }}
-          trace-id: ${{ needs.activation.outputs.setup-trace-id }}
-          parent-span-id: ${{ needs.activation.outputs.setup-parent-span-id || needs.activation.outputs.setup-span-id }}
-        env:
-          GH_AW_SETUP_WORKFLOW_NAME: "Tutorial Update Monitor"
-          GH_AW_CURRENT_WORKFLOW_REF: ${{ github.repository }}/.github/workflows/tutorial-update-monitor.lock.yml@${{ github.ref }}
-          GH_AW_INFO_VERSION: "1.0.52"
-          GH_AW_INFO_AWF_VERSION: "v0.25.55"
-          GH_AW_INFO_ENGINE_ID: "copilot"
-      - name: Download agent output artifact
-        id: download-agent-output
-        continue-on-error: true
-        uses: actions/download-artifact@3e5f45b2cfb9172054b4087a40e8e0b5a5461e7c # v8.0.1
-        with:
-          name: agent
-          path: /tmp/gh-aw/
-      - name: Setup agent output environment variable
-        id: setup-agent-output-env
-        if: steps.download-agent-output.outcome == 'success'
-        run: |
-          mkdir -p /tmp/gh-aw/
-          find "/tmp/gh-aw/" -type f -print
-          echo "GH_AW_AGENT_OUTPUT=/tmp/gh-aw/agent_output.json" >> "$GITHUB_OUTPUT"
-      - name: Configure GH_HOST for enterprise compatibility
-        id: ghes-host-config
-        shell: bash
-        run: |
-          # Derive GH_HOST from GITHUB_SERVER_URL so the gh CLI targets the correct
-          # GitHub instance (GHES/GHEC). On github.com this is a harmless no-op.
-          GH_HOST="${GITHUB_SERVER_URL#https://}"
-          GH_HOST="${GH_HOST#http://}"
-          echo "GH_HOST=${GH_HOST}" >> "$GITHUB_ENV"
-      - name: Process Safe Outputs
-        id: process_safe_outputs
-        uses: actions/github-script@3a2844b7e9c422d3c10d287c895573f7108da1b3 # v9.0.0
-        env:
-          GH_AW_AGENT_OUTPUT: ${{ steps.setup-agent-output-env.outputs.GH_AW_AGENT_OUTPUT }}
-          GH_AW_COMMENT_ID: ${{ needs.activation.outputs.comment_id }}
-          GH_AW_ALLOWED_DOMAINS: "api.business.githubcopilot.com,api.enterprise.githubcopilot.com,api.github.com,api.githubcopilot.com,api.individual.githubcopilot.com,docs.github.com,github.com,host.docker.internal,raw.githubusercontent.com,registry.npmjs.org,telemetry.enterprise.githubcopilot.com"
-          GITHUB_SERVER_URL: ${{ github.server_url }}
-          GITHUB_API_URL: ${{ github.api_url }}
-          GH_AW_SAFE_OUTPUTS_HANDLER_CONFIG: "{\"create_issue\":{\"labels\":[\"tutorial-update\"],\"max\":5},\"create_report_incomplete_issue\":{},\"missing_data\":{},\"missing_tool\":{},\"noop\":{\"max\":1,\"report-as-issue\":\"true\"},\"report_incomplete\":{}}"
-        with:
-          github-token: ${{ secrets.GH_AW_GITHUB_TOKEN || secrets.GITHUB_TOKEN }}
-          script: |
-            const { setupGlobals } = require('${{ runner.temp }}/gh-aw/actions/setup_globals.cjs');
-            setupGlobals(core, github, context, exec, io, getOctokit);
-            const { main } = require('${{ runner.temp }}/gh-aw/actions/safe_output_handler_manager.cjs');
-            await main();
-      - name: Upload Safe Outputs Items
-        if: always()
-        uses: actions/upload-artifact@043fb46d1a93c77aae656e7c1c64a875d1fc6a0a # v7.0.1
-        with:
-          name: safe-outputs-items
-          path: |
-            /tmp/gh-aw/safe-output-items.jsonl
-            /tmp/gh-aw/temporary-id-map.json
-          if-no-files-found: ignore
-
diff --git a/.github/workflows/tutorial-update-monitor.md b/.github/workflows/tutorial-update-monitor.md
deleted file mode 100644
index a178a26..0000000
--- a/.github/workflows/tutorial-update-monitor.md
+++ /dev/null
@@ -1,93 +0,0 @@
----
-name: "Tutorial Update Monitor"
-description: "Monitors GitHub Copilot CLI resources for updates and creates issues when the tutorial needs updating."
-on:
-  schedule:
-    - cron: "weekly on monday"
-  workflow_dispatch:
-engine:
-  id: copilot
-  model: claude-sonnet-4-5
-permissions:
-  contents: read
-  issues: read
-tools:
-  github:
-    mode: remote
-    toolsets: [repos, issues, search]
-  web-fetch: {}
-network:
-  allowed:
-    - docs.github.com
-safe-outputs:
-  create-issue:
-    max: 5
-    labels: [tutorial-update]
----
-
-# Tutorial Update Monitor
-
-You are a tutorial maintenance bot for the **GitHub Copilot CLI tutorial** at `github.com/instil/github-copilot-tutorial`.
-
-Your job is to monitor three resources for recent changes and create GitHub issues when the tutorial needs updating.
-
-## Resources to Check
-
-### 1. GitHub Copilot CLI Releases
-
-Use the GitHub tool to list recent releases from the `github/copilot-cli` repository.
-
-- Look for releases published in the **last 14 days**
-- Focus on new features, new commands, breaking changes, or deprecated functionality
-- Reference: `https://github.com/github/copilot-cli/releases`
-
-### 2. Official Documentation
-
-Fetch the latest content from: `https://docs.github.com/en/copilot/how-tos/copilot-cli`
-
-- Look for new sections, updated commands, changed workflows, or new best practices
-- Note anything the current tutorial may not cover or may describe incorrectly
-
-### 3. Beginners Repository
-
-Use the GitHub tool to list recent commits (last 14 days) from `github/copilot-cli-for-beginners`.
-
-- Review commit messages and changed files for new exercises, updated content, or structural changes
-- Identify anything the tutorial should incorporate or align with
-
-## Steps to Follow
-
-1. **Check for recent Copilot CLI releases** using the GitHub tool on `github/copilot-cli`. Look for releases from the past 14 days.
-
-2. **Fetch the official docs page** at `https://docs.github.com/en/copilot/how-tos/copilot-cli` and review it for content that may not be reflected in the tutorial.
-
-3. **Check `github/copilot-cli-for-beginners`** for commits from the past 14 days using the GitHub tool.
-
-4. **Before creating any issue**, perform a thorough duplicate check in `instil/github-copilot-tutorial`:
-   - Search **all issues (open AND closed)** with the label `tutorial-update`
-   - For each finding, extract the **key subject** (e.g. the command name like `/pr`, the feature name like `extensions`, the config key like `--effort`)
-   - Search for that key subject as a keyword in existing issues — not just the title prefix. For example, if a finding is about the `/pr` command, search for `/pr` in existing issue titles and bodies
-   - **If any existing issue — open, closed, or not-planned — already covers the same command, feature, or tutorial gap, skip creating a new issue entirely**
-   - Two issues cover the same gap if they refer to the same command, flag, config option, or tutorial lesson area — even if the wording, framing, or source reference differs
-
-5. **For each meaningful finding with no pre-existing issue**, create a GitHub issue in `instil/github-copilot-tutorial`:
-   - **Title**: `Tutorial update needed: [short description of what changed]`
-   - **Body** must include:
-     - A clear summary of what changed and why the tutorial needs updating
-     - A direct link to the relevant release, documentation section, or commit
-     - The specific part(s) of the tutorial that need updating
-     - Suggested changes or new content to add
-   - Do **not** create an issue if a similar one already covers this topic in any state
-
-6. **REQUIRED — you must always finish by calling exactly one of these safe output tools:**
-   - Call `create_issue` for each new finding that passed the duplicate check (up to 5 issues)
-   - Call `noop` if all findings were duplicates or no meaningful changes were found — include a brief summary of what was checked
-
-## Guidelines
-
-- Only create issues for **meaningful changes** that affect tutorial accuracy or completeness. Skip cosmetic or unrelated changes.
-- **You must always call at least one safe output tool** (`create_issue` or `noop`) before finishing. Finishing without calling either is an error.
-- Group closely related changes into a single issue when it makes sense.
-- Be specific and actionable in issue descriptions so maintainers can address them quickly.
-- Limit to **5 issues per run** to avoid noise.
-- **Prefer no new issue over a possible duplicate.** When the topic of a finding is already covered by any existing issue — even if it approaches it from a different angle — skip creating a new issue. It is better to miss a subtle nuance than to create a duplicate that adds noise for maintainers.