From b79aa7527746d111e7b7e04ab153c7900dfc9d3c Mon Sep 17 00:00:00 2001 From: "copilot-swe-agent[bot]" <198982749+Copilot@users.noreply.github.com> Date: Sat, 16 May 2026 14:21:32 +0000 Subject: [PATCH 1/2] Initial plan From b840dac5acd23d410410de1e5d135ee9e026377f Mon Sep 17 00:00:00 2001 From: "copilot-swe-agent[bot]" <198982749+Copilot@users.noreply.github.com> Date: Sat, 16 May 2026 14:37:43 +0000 Subject: [PATCH 2/2] Add prompt_style experiment variants to blog-auditor Co-authored-by: pelikhan <4175913+pelikhan@users.noreply.github.com> --- .github/workflows/blog-auditor.lock.yml | 148 +++++++++++++++++++++--- .github/workflows/blog-auditor.md | 33 ++++++ 2 files changed, 168 insertions(+), 13 deletions(-) diff --git a/.github/workflows/blog-auditor.lock.yml b/.github/workflows/blog-auditor.lock.yml index 0370ea7224f..853c61534ec 100644 --- a/.github/workflows/blog-auditor.lock.yml +++ b/.github/workflows/blog-auditor.lock.yml @@ -1,4 +1,4 @@ -# gh-aw-metadata: {"schema_version":"v3","frontmatter_hash":"7b87c64cf214dc10e6bead2202f795955cdec494096fb682f8b3c104516acf3f","agent_id":"claude"} +# gh-aw-metadata: {"schema_version":"v3","frontmatter_hash":"a75c4ad871785d625a4665246306f12637c4533856401c82be664215cafbb9b3","agent_id":"claude"} # gh-aw-manifest: {"version":1,"secrets":["ANTHROPIC_API_KEY","GH_AW_GITHUB_MCP_SERVER_TOKEN","GH_AW_GITHUB_TOKEN","GH_AW_OTEL_GRAFANA_AUTHORIZATION","GH_AW_OTEL_GRAFANA_ENDPOINT","GH_AW_OTEL_SENTRY_AUTHORIZATION","GH_AW_OTEL_SENTRY_ENDPOINT","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"}],"containers":[{"image":"ghcr.io/github/gh-aw-firewall/agent:0.25.46"},{"image":"ghcr.io/github/gh-aw-firewall/api-proxy:0.25.46"},{"image":"ghcr.io/github/gh-aw-firewall/squid:0.25.46"},{"image":"ghcr.io/github/gh-aw-mcpg:v0.3.9","digest":"sha256:64828b42a4482f58fab16509d7f8f495a6d97c972a98a68aff20543531ac0388","pinned_image":"ghcr.io/github/gh-aw-mcpg:v0.3.9@sha256:64828b42a4482f58fab16509d7f8f495a6d97c972a98a68aff20543531ac0388"},{"image":"ghcr.io/github/github-mcp-server:v1.0.4"},{"image":"node:lts-alpine","digest":"sha256:d1b3b4da11eefd5941e7f0b9cf17783fc99d9c6fc34884a665f40a06dbdfc94f","pinned_image":"node:lts-alpine@sha256:d1b3b4da11eefd5941e7f0b9cf17783fc99d9c6fc34884a665f40a06dbdfc94f"}]} # ___ _ _ # / _ \ | | (_) @@ -94,6 +94,7 @@ jobs: comment_id: "" comment_repo: "" engine_id: ${{ steps.generate_aw_info.outputs.engine_id }} + experiments: ${{ steps.pick-experiment.outputs.experiments }} lockdown_check_failed: ${{ steps.generate_aw_info.outputs.lockdown_check_failed == 'true' }} model: ${{ steps.generate_aw_info.outputs.model }} secret_verification_result: ${{ steps.validate-secret.outputs.verification_result }} @@ -186,10 +187,45 @@ jobs: setupGlobals(core, github, context, exec, io, getOctokit); const { main } = require('${{ runner.temp }}/gh-aw/actions/check_workflow_timestamp_api.cjs'); await main(); + - name: Restore experiment state from git + id: restore-experiment-state + uses: actions/github-script@3a2844b7e9c422d3c10d287c895573f7108da1b3 # v9.0.0 + env: + GH_AW_EXPERIMENT_STATE_FILE: /tmp/gh-aw/experiments/state.json + GH_AW_EXPERIMENT_STATE_DIR: /tmp/gh-aw/experiments + GH_AW_EXPERIMENT_BRANCH: experiments/blogauditor + 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/load_experiment_state_from_repo.cjs'); + await main(); + - name: Pick experiment variants + id: pick-experiment + uses: actions/github-script@3a2844b7e9c422d3c10d287c895573f7108da1b3 # v9.0.0 + env: + GH_AW_EXPERIMENT_SPEC: '{"prompt_style":{"variants":["detailed","concise"],"description":"Tests whether a high-level goal-oriented prompt produces the same audit quality as the current step-by-step detailed instructions","hypothesis":"H0: no change in audit correctness or discussion quality. H1: concise variant reduces token cost ≥20% with no degradation in validation accuracy","metric":"effective_token_count","secondary_metrics":["run_duration_ms","discussion_created","validation_pass_rate"],"guardrail_metrics":[{"name":"empty_output_rate","threshold":"==0"},{"name":"missed_validation_failures","threshold":"==0"}],"min_samples":20,"weight":[50,50],"start_date":"2026-05-16","analysis_type":"mann_whitney","tags":["prompt-engineering","cost-optimization","blog-auditor"],"notify":{"issue":32603}}}' + GH_AW_EXPERIMENT_STATE_FILE: /tmp/gh-aw/experiments/state.json + GH_AW_EXPERIMENT_STATE_DIR: /tmp/gh-aw/experiments + 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/pick_experiment.cjs'); + await main(); + - name: Upload experiment artifact + if: always() + uses: actions/upload-artifact@043fb46d1a93c77aae656e7c1c64a875d1fc6a0a # v7.0.1 + with: + name: blogauditor-experiment + path: /tmp/gh-aw/experiments + if-no-files-found: ignore + retention-days: 30 - 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_EXPERIMENTS_PROMPT_STYLE: ${{ steps.pick-experiment.outputs.prompt_style }} 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: ${{ github.event.issue.number || (fromJSON(github.event.inputs.aw_context || github.event.client_payload.aw_context || '{}').item_type == 'issue' && fromJSON(github.event.inputs.aw_context || github.event.client_payload.aw_context || '{}').item_number) }} @@ -203,21 +239,21 @@ jobs: run: | bash "${RUNNER_TEMP}/gh-aw/actions/create_prompt_first.sh" { - cat << 'GH_AW_PROMPT_47d7c201e8d5237b_EOF' + cat << 'GH_AW_PROMPT_9d318bf97d9fbcfa_EOF' - GH_AW_PROMPT_47d7c201e8d5237b_EOF + GH_AW_PROMPT_9d318bf97d9fbcfa_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/playwright_prompt.md" cat "${RUNNER_TEMP}/gh-aw/prompts/safe_outputs_prompt.md" - cat << 'GH_AW_PROMPT_47d7c201e8d5237b_EOF' + cat << 'GH_AW_PROMPT_9d318bf97d9fbcfa_EOF' Tools: create_discussion, missing_tool, missing_data, noop - GH_AW_PROMPT_47d7c201e8d5237b_EOF + GH_AW_PROMPT_9d318bf97d9fbcfa_EOF cat "${RUNNER_TEMP}/gh-aw/prompts/mcp_cli_tools_prompt.md" - cat << 'GH_AW_PROMPT_47d7c201e8d5237b_EOF' + cat << 'GH_AW_PROMPT_9d318bf97d9fbcfa_EOF' The following GitHub context information is available for this workflow: {{#if github.actor}} @@ -246,15 +282,15 @@ jobs: {{/if}} - GH_AW_PROMPT_47d7c201e8d5237b_EOF + GH_AW_PROMPT_9d318bf97d9fbcfa_EOF cat "${RUNNER_TEMP}/gh-aw/prompts/github_mcp_tools_with_safeoutputs_prompt.md" - cat << 'GH_AW_PROMPT_47d7c201e8d5237b_EOF' + cat << 'GH_AW_PROMPT_9d318bf97d9fbcfa_EOF' {{#runtime-import .github/workflows/shared/observability-otlp.md}} {{#runtime-import .github/workflows/shared/reporting.md}} {{#runtime-import .github/workflows/shared/noop-reminder.md}} {{#runtime-import .github/workflows/blog-auditor.md}} - GH_AW_PROMPT_47d7c201e8d5237b_EOF + GH_AW_PROMPT_9d318bf97d9fbcfa_EOF } > "$GH_AW_PROMPT" - name: Interpolate variables and render templates uses: actions/github-script@3a2844b7e9c422d3c10d287c895573f7108da1b3 # v9.0.0 @@ -264,6 +300,7 @@ jobs: GH_AW_GITHUB_REPOSITORY: ${{ github.repository }} GH_AW_GITHUB_RUN_ID: ${{ github.run_id }} GH_AW_GITHUB_SERVER_URL: ${{ github.server_url }} + GH_AW_EXPERIMENTS_PROMPT_STYLE: ${{ steps.pick-experiment.outputs.prompt_style }} with: script: | const { setupGlobals } = require('${{ runner.temp }}/gh-aw/actions/setup_globals.cjs'); @@ -274,6 +311,7 @@ jobs: uses: actions/github-script@3a2844b7e9c422d3c10d287c895573f7108da1b3 # v9.0.0 env: GH_AW_PROMPT: /tmp/gh-aw/aw-prompts/prompt.txt + GH_AW_EXPERIMENTS_PROMPT_STYLE: ${{ steps.pick-experiment.outputs.prompt_style }} 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: ${{ github.event.issue.number || (fromJSON(github.event.inputs.aw_context || github.event.client_payload.aw_context || '{}').item_type == 'issue' && fromJSON(github.event.inputs.aw_context || github.event.client_payload.aw_context || '{}').item_number) }} @@ -295,6 +333,7 @@ jobs: return await substitutePlaceholders({ file: process.env.GH_AW_PROMPT, substitutions: { + GH_AW_EXPERIMENTS_PROMPT_STYLE: process.env.GH_AW_EXPERIMENTS_PROMPT_STYLE, GH_AW_EXPR_1A3A194A: process.env.GH_AW_EXPR_1A3A194A, GH_AW_EXPR_463A214A: process.env.GH_AW_EXPR_463A214A, GH_AW_EXPR_802A9F6A: process.env.GH_AW_EXPR_802A9F6A, @@ -474,9 +513,9 @@ jobs: mkdir -p "${RUNNER_TEMP}/gh-aw/safeoutputs" mkdir -p /tmp/gh-aw/safeoutputs mkdir -p /tmp/gh-aw/mcp-logs/safeoutputs - cat > "${RUNNER_TEMP}/gh-aw/safeoutputs/config.json" << 'GH_AW_SAFE_OUTPUTS_CONFIG_d5f818b2633437c5_EOF' + cat > "${RUNNER_TEMP}/gh-aw/safeoutputs/config.json" << 'GH_AW_SAFE_OUTPUTS_CONFIG_4af045b1ee35a53a_EOF' {"create_discussion":{"category":"audits","close_older_discussions":true,"expires":24,"fallback_to_issue":true,"max":1,"title_prefix":"[audit] "},"create_report_incomplete_issue":{},"missing_data":{},"missing_tool":{},"noop":{"max":1,"report-as-issue":"true"},"report_incomplete":{}} - GH_AW_SAFE_OUTPUTS_CONFIG_d5f818b2633437c5_EOF + GH_AW_SAFE_OUTPUTS_CONFIG_4af045b1ee35a53a_EOF - name: Generate Safe Outputs Tools env: GH_AW_TOOLS_META_JSON: | @@ -675,7 +714,7 @@ jobs: 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 GH_AW_SAFE_OUTPUTS_PORT -e GH_AW_SAFE_OUTPUTS_API_KEY -e GITHUB_AW_OTEL_TRACE_ID -e GITHUB_AW_OTEL_PARENT_SPAN_ID -e OTEL_EXPORTER_OTLP_HEADERS -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:v0.3.9' GH_AW_NODE=$(which node 2>/dev/null || command -v node 2>/dev/null || echo node) - cat << GH_AW_MCP_CONFIG_3b2053ab240fea3a_EOF | "$GH_AW_NODE" "${RUNNER_TEMP}/gh-aw/actions/start_mcp_gateway.cjs" + cat << GH_AW_MCP_CONFIG_17fc17acbdf7c8e7_EOF | "$GH_AW_NODE" "${RUNNER_TEMP}/gh-aw/actions/start_mcp_gateway.cjs" { "mcpServers": { "github": { @@ -720,7 +759,7 @@ jobs: } } } - GH_AW_MCP_CONFIG_3b2053ab240fea3a_EOF + GH_AW_MCP_CONFIG_17fc17acbdf7c8e7_EOF - name: Mount MCP servers as CLIs id: mount-mcp-clis continue-on-error: true @@ -1057,6 +1096,7 @@ jobs: - activation - agent - detection + - push_experiments_state - safe_outputs if: > always() && (needs.agent.result != 'skipped' || needs.activation.outputs.lockdown_check_failed == 'true' || @@ -1257,6 +1297,12 @@ jobs: mkdir -p /tmp/gh-aw/ find "/tmp/gh-aw/" -type f -print echo "GH_AW_AGENT_OUTPUT=/tmp/gh-aw/agent_output.json" >> "$GITHUB_OUTPUT" + - name: Download experiment artifact + continue-on-error: true + uses: actions/download-artifact@3e5f45b2cfb9172054b4087a40e8e0b5a5461e7c # v8.0.1 + with: + name: blogauditor-experiment + path: /tmp/gh-aw/experiments/ - name: Checkout repository for patch context if: needs.agent.outputs.has_patch == 'true' uses: actions/checkout@de0fac2e4500dabe0009e67214ff5f5447ce83dd # v6.0.2 @@ -1425,6 +1471,82 @@ jobs: } } + push_experiments_state: + needs: activation + if: always() && (!cancelled()) && needs.activation.result == 'success' + runs-on: ubuntu-slim + permissions: + contents: write + steps: + - name: Checkout actions folder + uses: actions/checkout@de0fac2e4500dabe0009e67214ff5f5447ce83dd # v6.0.2 + with: + repository: github/gh-aw + sparse-checkout: | + actions + persist-credentials: false + - name: Setup Scripts + id: setup + uses: ./actions/setup + 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: "Blog Auditor" + GH_AW_CURRENT_WORKFLOW_REF: ${{ github.repository }}/.github/workflows/blog-auditor.lock.yml@${{ github.ref }} + GH_AW_INFO_VERSION: "2.1.142" + - name: Checkout repository + uses: actions/checkout@de0fac2e4500dabe0009e67214ff5f5447ce83dd # v6.0.2 + with: + persist-credentials: false + sparse-checkout: . + - 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: Download experiment artifact + uses: actions/download-artifact@3e5f45b2cfb9172054b4087a40e8e0b5a5461e7c # v8.0.1 + continue-on-error: true + with: + name: blogauditor-experiment + path: /tmp/gh-aw/experiments + - name: Push experiment state to git + id: push_experiments_state + if: always() + uses: actions/github-script@3a2844b7e9c422d3c10d287c895573f7108da1b3 # v9.0.0 + env: + GH_TOKEN: ${{ github.token }} + GITHUB_RUN_ID: ${{ github.run_id }} + GITHUB_SERVER_URL: ${{ github.server_url }} + GH_AW_EXPERIMENT_STATE_DIR: /tmp/gh-aw/experiments + GH_AW_EXPERIMENT_BRANCH: experiments/blogauditor + with: + script: | + const { setupGlobals } = require('${{ runner.temp }}/gh-aw/actions/setup_globals.cjs'); + setupGlobals(core, github, context, exec, io, getOctokit); + const { main } = require('${{ runner.temp }}/gh-aw/actions/push_experiment_state.cjs'); + await main(); + - name: Restore actions folder + if: always() + uses: actions/checkout@de0fac2e4500dabe0009e67214ff5f5447ce83dd # v6.0.2 + with: + repository: github/gh-aw + sparse-checkout: | + actions/setup + sparse-checkout-cone-mode: true + persist-credentials: false + safe_outputs: needs: - activation diff --git a/.github/workflows/blog-auditor.md b/.github/workflows/blog-auditor.md index 4d16f7571ff..049c451f2b2 100644 --- a/.github/workflows/blog-auditor.md +++ b/.github/workflows/blog-auditor.md @@ -11,6 +11,25 @@ permissions: tracker-id: blog-auditor-weekly engine: claude strict: false +experiments: + prompt_style: + variants: [detailed, concise] + description: "Tests whether a high-level goal-oriented prompt produces the same audit quality as the current step-by-step detailed instructions" + hypothesis: "H0: no change in audit correctness or discussion quality. H1: concise variant reduces token cost ≥20% with no degradation in validation accuracy" + metric: effective_token_count + secondary_metrics: [run_duration_ms, discussion_created, validation_pass_rate] + guardrail_metrics: + - name: empty_output_rate + threshold: "==0" + - name: missed_validation_failures + threshold: "==0" + min_samples: 20 + weight: [50, 50] + start_date: "2026-05-16" + analysis_type: mann_whitney + tags: [prompt-engineering, cost-optimization, blog-auditor] + notify: + issue: 32603 network: allowed: - defaults @@ -52,6 +71,19 @@ Verify that the GitHub Next Agentic Workflows blog page is available, accessible - **Run ID**: ${{ github.run_id }} - **Target URL**: https://githubnext.com/projects/agentic-workflows/ +{{#if experiments.prompt_style == 'concise' }} +## Audit Process + +Navigate to `https://githubnext.com/projects/agentic-workflows/` using Playwright, capture the accessibility snapshot, and validate: + +- HTTP status is 200 +- Final URL is within `githubnext.com` / `www.githubnext.com` +- Content length exceeds 5,000 characters +- All required keywords present: `agentic-workflows`, `GitHub`, `workflow`, `compiler` +- Any YAML/Markdown workflow code snippets pass `gh aw compile --no-emit --validate` + +Create a discussion in the **Audits** category titled `[audit] Agentic Workflows blog audit - PASSED` (or `FAILED`). Include a summary table of each check with pass/fail status and the values observed. For failures, add suggested remediation steps. +{{else}} ## Audit Process ### Phase 1: Navigate and Capture Blog Content @@ -299,5 +331,6 @@ A successful audit: - ✅ Completes within timeout limits Begin your audit now. Navigate to the blog using Playwright, capture the accessibility snapshot, extract and validate code snippets, validate all criteria, and report your findings. +{{/if}} {{#runtime-import shared/noop-reminder.md}}