Skip to content

Commit 19a11ee

Browse files
abrichrclaude
andauthored
feat: WAA eval pipeline — recording, annotation, golden images, and CI (#35)
* fix(recording): replace busy-wait loop with time.sleep The `while True: pass` loop burned an entire CPU core during recording. Replace with `time.sleep(0.5)` to yield CPU while waiting for Ctrl+C. Co-Authored-By: Claude Opus 4.6 <noreply@anthropic.com> * fix: add wait_for_ready() and match CLI recording loop pattern - Call recorder.wait_for_ready() before entering the wait loop - Use recorder.is_recording check and 1s sleep to match CLI behavior Co-Authored-By: Claude Opus 4.6 <noreply@anthropic.com> * fix: auto-create dummy .docx files for archive task The third WAA task requires .docx files in Documents. The script now creates empty report.docx, meeting_notes.docx, and proposal.docx before recording that task, and cleans up any Archive folder from previous runs. Co-Authored-By: Claude Opus 4.6 <noreply@anthropic.com> * fix: update stop instructions and clarify wormhole send flow - Change "Press Ctrl+C" to "press Ctrl 3 times" (matches stop sequence) - Clarify wormhole send instructions (each send blocks until received) Co-Authored-By: Claude Opus 4.6 <noreply@anthropic.com> * fix(pool): use waa-auto image instead of broken windowsarena/winarena The DOCKER_SETUP_SCRIPT builds waa-auto:latest (based on dockurr/windows:latest which can auto-download Windows ISO) but WAA_START_SCRIPT and setup-waa were starting windowsarena/winarena:latest which uses the old dockurr/windows v0.00 that cannot download the ISO, causing "ISO file not found" error. Co-Authored-By: Claude Opus 4.6 <noreply@anthropic.com> * fix(pool): fix WAA probe IP, add QMP support, add pool-auto command Three bugs prevented pool-run from working: 1. WAA probe used 172.30.0.2 (QEMU guest IP) but Docker port-forwards to localhost — pool-wait timed out every time. Changed to localhost in pool.py and vm_monitor.py. 2. dockurr/windows base image doesn't configure QMP (QEMU Machine Protocol). WAA client needs QMP on port 7200 for VM status. Added ARGUMENTS env var to inject -qmp flag into QEMU startup. 3. Config defaults had Standard_D2_v3 (8GB, OOMs) and old windowsarena/winarena image. Fixed to D8ds_v5 and waa-auto. Also adds: - pool-auto command: single oa-vm pool-auto --workers N --tasks M chains create → wait → run - /evaluate endpoint injection in waa_deploy Dockerfile - Handle WAA server wrapping 404 in 500 responses (live.py) - openai dependency for API agents Co-Authored-By: Claude Opus 4.6 <noreply@anthropic.com> * fix(pool): use docker exec -d + tail -f for resilient benchmark execution Replace fragile streaming SSH with docker exec -d (detached) for starting benchmarks. Logs stream via tail -f --pid which auto-exits when the benchmark finishes. On SSH drop, reconnects and resumes. Also adds 120s timeout to OpenAI API calls to prevent infinite hangs. Co-Authored-By: Claude Opus 4.6 <noreply@anthropic.com> * fix(pool): limit tasks with --test_all_meta_path subset JSON WAA's run.py ignores --tasks and runs all 154 tasks based on worker_id/num_workers. Fix by creating a subset test JSON with only the requested number of tasks and passing it via --test_all_meta_path. Co-Authored-By: Claude Opus 4.6 <noreply@anthropic.com> * feat(pool): add dedicated evaluate server with socat proxy Add a standalone evaluate server (port 5050) that runs inside the WAA Docker container and has direct access to WAA evaluator modules. This avoids needing to patch the WAA Flask server's /evaluate endpoint. - Add evaluate_server.py and start_with_evaluate.sh - Add evaluate_url config to WAALiveConfig - Set up socat proxy (5051→5050) for Docker bridge networking - Add SSH tunnel for evaluate port - Simplify Dockerfile Co-Authored-By: Claude Opus 4.6 <noreply@anthropic.com> * feat(viz): add instrumentation, comparison viewer, and viewer enhancements Instrumentation (captures richer data per step): - Propagate agent logs (LLM response, parse strategy, demo info, loop detection, memory) from ApiAgent to execution trace - Add per-step timing (agent_think_ms, env_execute_ms) - Capture token counts from OpenAI/Anthropic API responses Viewer enhancements (viewer.py): - Agent Thinking panel showing LLM response, memory, parse strategy - Action timeline bar color-coded by action type - Click heatmap overlay showing click frequency hotspots - Click marker using raw pixel coords for correct positioning Comparison viewer (new): - comparison_viewer.py generates side-by-side HTML comparisons - Synchronized step slider, click markers, action diffs - First-divergence detection, action type distribution charts - CLI 'compare' command for generating comparisons - Demo prompts and initial eval results for 3 WAA tasks Co-Authored-By: Claude Opus 4.6 <noreply@anthropic.com> * fix(agent): handle double_click, right_click, and drag in action parser _parse_computer_action() only handled click, type, press, hotkey, and scroll. Any other action (double_click, right_click, drag) fell through to the default return of type="done", which prematurely terminated the task. This caused the demo-conditioned notepad eval to stop after 1 step when the agent correctly issued computer.double_click() to open Notepad. Also add a warning log when an unrecognized action falls through, and update viewer regexes to handle double_click/right_click coordinates. Co-Authored-By: Claude Opus 4.6 <noreply@anthropic.com> * fix(coords): detect actual screen size from screenshot instead of hardcoded config WAALiveConfig defaulted to 1920x1200 but actual VM screen is 1280x720. This caused stored action.x/y to be normalized against the wrong resolution. Now detects real dimensions from the screenshot via PIL, uses them for viewport, denormalization, window_rect, and drag coordinates. Viewers use a divergence check for backward compatibility with old data. Co-Authored-By: Claude Opus 4.6 <noreply@anthropic.com> * docs: add Feb 21 eval results with comparison screenshots ZS vs demo-conditioned on 3 WAA tasks (GPT-5.1). DC agent signals completion on 2/3 tasks (Settings: 11 steps, Notepad: 8 steps) while ZS hits max steps on all 3. Includes Playwright screenshots of comparison viewers and step-by-step screenshots. Co-Authored-By: Claude Opus 4.6 <noreply@anthropic.com> * fix(pool): consolidate Dockerfiles and deploy evaluate server Replace inline 25-line Dockerfile in pool.py with SCP of waa_deploy/ build context. This eliminates drift between the inline and full Dockerfile, and ensures evaluate_server.py + Flask are included in the container image. Adds evaluate server health check during pool-wait. Co-Authored-By: Claude Opus 4.6 <noreply@anthropic.com> * fix(evaluate): add cache_dir to MockEnv for WAA file getters WAA evaluator getters (get_vm_file, get_cloud_file) expect env.cache_dir for downloading/caching files during evaluation. Without it, the compare_text_file metric fails with AttributeError. Co-Authored-By: Claude Opus 4.6 <noreply@anthropic.com> * feat(setup): implement WAA task setup config array processing WAA tasks use a 'config' array with preconditions (file downloads, app launches, sleeps) that must run before the agent starts. Previously _run_task_setup() looked for non-existent 'setup'/'init' keys, so task preconditions were never executed — causing Archive and other tasks with file dependencies to always score 0. - Add /setup endpoint to evaluate_server.py with 11 handlers mirroring WAA's SetupController (download, launch, sleep, execute, open, etc.) - Add requests-toolbelt to Dockerfile for multipart file uploads - Rewrite _run_task_setup() in live.py to POST config array to evaluate server's /setup endpoint - Increase reset delay from 1s to 5s to match WAA defaults Co-Authored-By: Claude Opus 4.6 <noreply@anthropic.com> * feat(cli): add eval-suite command for automated full-cycle evaluation New `eval-suite` CLI command that automates the full WAA evaluation cycle: pool-create → pool-wait → SSH tunnel → run task×condition matrix → comparison summary → pool-cleanup. Replaces ~20 manual commands with a single invocation. Features: - Auto-creates Azure VM pool and waits for WAA readiness - Builds eval matrix: ZS for all tasks, DC for tasks with matching demos - Runs evals sequentially, prints comparison table at end - SSH tunnels managed automatically via SSHTunnelManager - Supports --no-pool-create/--no-pool-cleanup for existing VMs - Also adds anthropic as a direct dependency Co-Authored-By: Claude Opus 4.6 <noreply@anthropic.com> * fix(agent): improve eval reliability with 6 targeted fixes - Kill OneDrive notifications during environment reset (dominated a11y tree) - Loop detector: don't substitute Escape for hotkey loops (was destroying Save As dialogs in near-successful DC Notepad runs) - Loop detector: progressive directional offsets instead of fixed +50px - A11y tree: filter notification noise + increase truncation limit to 8000 - Demo discovery: prefer .txt (natural language) over .json (normalized coords) - Pool-wait timeout: increase default from 40 to 50 minutes Co-Authored-By: Claude Opus 4.6 <noreply@anthropic.com> * fix(agent): pass through raw a11y tree without filtering Remove _filter_a11y_noise and _A11Y_NOISE_PATTERNS — the a11y data from the WAA /accessibility endpoint is real UIA XML, not server logs. Pass it through as-is instead of trying to heuristically filter notification noise. Co-Authored-By: Claude Opus 4.6 <noreply@anthropic.com> * feat(agent): add Qwen3-VL agent with normalized coordinates and thinking mode Implement Qwen3VLAgent for local inference using Qwen3-VL-8B-Instruct. Supports [0,1000] coordinate normalization, full action space (click, type, press, scroll, drag, wait, finished), optional <think> blocks, and demo-conditioned inference. Register qwen3vl in all CLI commands (mock, run, live, eval-suite) with --model-path and --use-thinking args. Co-Authored-By: Claude Opus 4.6 <noreply@anthropic.com> * fix(agent): align training and inference prompt formats Move system prompt to system role message in _run_inference() instead of cramming it into the user turn. _build_prompt() now returns only the user turn text (instruction + history + output instruction), matching the training data format produced by convert_demos.py. Co-Authored-By: Claude Opus 4.6 <noreply@anthropic.com> * feat(agent): add ClaudeComputerUseAgent with screenshot/wait loop fix Implements ClaudeComputerUseAgent using Anthropic's native computer_use tool (computer_20251124 beta). Key features: - Structured tool_use/tool_result protocol (no regex parsing) - Multi-turn conversation maintained across steps - Internal loop for screenshot/wait actions: when Claude requests a screenshot, the agent sends the current screen back and calls the API again, instead of returning "done" to the runner (this was causing premature episode termination after 1 step) - Demo injection for demo-conditioned inference - Coordinate normalization (pixel → [0,1]) Also includes: - 28 unit tests for all action types, conversation management, demo injection, screenshot encoding, and edge cases - VM pool optimization design doc (pre-baked image, deallocate/resume, Windows disk persistence, ACR integration) - Hybrid agent architecture design doc (Track 1: Claude CU, Track 2: Qwen3-VL) - Cleanup: remove .swp files, cost_report.json, update .gitignore Co-Authored-By: Claude Opus 4.6 <noreply@anthropic.com> * docs: add eval suite v2 results — 6/6 tasks scored 1.00 Claude Computer Use (Sonnet 4.6) achieves 100% success on all 3 WAA tasks in both zero-shot and demo-conditioned modes after the screenshot/wait internal retry fix (commit 0b185eb). Co-Authored-By: Claude Opus 4.6 <noreply@anthropic.com> * feat(pool): add pool-pause and pool-resume for deallocate/resume lifecycle Phase 1 of VM pool optimization: stop compute billing without destroying VMs. Deallocated VMs keep their disks (~$0.25/day vs $0.38/hr running). Resume takes ~5 min vs ~42 min for full pool-create. New commands: - `oa-vm pool-pause` — deallocate all pool VMs - `oa-vm pool-resume` — start VMs, wait for WAA readiness New AzureVMManager methods: deallocate_vm(), start_vm() (SDK + CLI fallback) New PoolManager methods: pause(), resume() Updated resource_tracker for paused pool cost awareness. Co-Authored-By: Claude Opus 4.6 <noreply@anthropic.com> * feat(scripts): add WAA API recording, VLM annotation, and DC eval subcommands Extend record_waa_demos.py with three new fire subcommands: - record-waa: interactive recording via WAA API + VNC with step-by-step screenshot capture, redo support, and prefix-matched task IDs - annotate: VLM annotation of recorded before/after screenshots using the same prompt templates and provider abstraction from openadapt-ml - eval: delegates to eval-suite with --demo-dir for demo-conditioned runs Co-Authored-By: Claude Opus 4.6 <noreply@anthropic.com> * feat(infra): add golden image support, ACR pull, and pool lifecycle improvements - Add image-create/image-list/image-delete CLI commands for Azure Managed Images - Support --image flag on pool-create to skip Docker setup (golden images) - Support --use-acr flag to pull waa-auto from ACR instead of building on VM - Add ACR config settings (acr_name, acr_login_server) - Fix WAA storage path: /home/azureuser/waa-storage instead of /mnt - Add auto-pause timer tracking (auto_pause_at, auto_pause_hours on VMPool) - Add stale pool warnings (7/14 day thresholds) in pool-status and resource tracker - Show accumulated idle cost in pool-status Co-Authored-By: Claude Opus 4.6 <noreply@anthropic.com> * chore: update beads local state Co-Authored-By: Claude Opus 4.6 <noreply@anthropic.com> * fix: address review findings — drag action type, screenshot error handling, exit code - Fix drag actions mapped as type="click" instead of type="drag" in ApiAgent - Add raise_for_status() to all screenshot requests in record-waa via helper - Propagate eval-suite subprocess exit code in cmd_eval_dc Co-Authored-By: Claude Opus 4.6 <noreply@anthropic.com> * ci: add test workflow for PR checks Adds GitHub Actions workflow that runs pytest on push to main and on PRs. Excludes tests requiring openadapt-ml (not installed in CI) and tests depending on missing fixture files. Co-Authored-By: Claude Opus 4.6 <noreply@anthropic.com> * fix(ci): install dev extras for pytest in test workflow Co-Authored-By: Claude Opus 4.6 <noreply@anthropic.com> --------- Co-authored-by: Claude Opus 4.6 <noreply@anthropic.com>
1 parent e9ca3cb commit 19a11ee

59 files changed

Lines changed: 8881 additions & 279 deletions

Some content is hidden

Large Commits have some content hidden by default. Use the searchbox below for content that may be hidden.

.beads/.local_version

Lines changed: 1 addition & 1 deletion
Original file line numberDiff line numberDiff line change
@@ -1 +1 @@
1-
0.47.1
1+
0.49.0

.beads/beads.db

24 KB
Binary file not shown.

.beads/issues.jsonl

Lines changed: 8 additions & 8 deletions
Large diffs are not rendered by default.

.beads/sync-state.json

Lines changed: 0 additions & 7 deletions
This file was deleted.

.github/workflows/test.yml

Lines changed: 32 additions & 0 deletions
Original file line numberDiff line numberDiff line change
@@ -0,0 +1,32 @@
1+
name: test
2+
3+
on:
4+
push:
5+
branches: [main]
6+
pull_request:
7+
branches: [main]
8+
9+
jobs:
10+
test:
11+
runs-on: ubuntu-latest
12+
13+
steps:
14+
- name: Checkout repository
15+
uses: actions/checkout@v4
16+
17+
- name: Set up Python
18+
uses: actions/setup-python@v5
19+
with:
20+
python-version: '3.12'
21+
22+
- name: Install uv
23+
uses: astral-sh/setup-uv@v4
24+
25+
- name: Install dependencies
26+
run: uv sync --extra dev
27+
28+
- name: Run tests
29+
run: |
30+
uv run pytest tests/ -q \
31+
--ignore=tests/test_api_agent_ml.py \
32+
-k "not (test_demo_format_and_persistence or test_synthetic_demos)"

.gitignore

Lines changed: 7 additions & 0 deletions
Original file line numberDiff line numberDiff line change
@@ -22,3 +22,10 @@ demo_library/index.json
2222

2323
# Live benchmark state (changes during execution)
2424
benchmark_live.json
25+
26+
# Vim swap files
27+
*.swp
28+
*.swo
29+
30+
# Cost reports (generated during evaluation runs)
31+
cost_report.json

cost_report.json

Lines changed: 0 additions & 41 deletions
This file was deleted.
Lines changed: 58 additions & 0 deletions
Original file line numberDiff line numberDiff line change
@@ -0,0 +1,58 @@
1+
DEMONSTRATION:
2+
Task: Create a new folder named 'Archive' in the Documents folder and move all .docx files into it.
3+
4+
Step 1:
5+
Observation: The BEFORE image shows a Windows PowerShell window open with various log entries. The taskbar is visible at the bottom with icons for different applications. The red marker indicates interaction with the 'Search' icon on the taskbar.
6+
Intent: The user is attempting to open File Explorer to access the Documents folder.
7+
Action: TYPE("e")
8+
Result: The AFTER image shows that File Explorer has opened, displaying the Home directory with quick access to folders like Desktop, Documents, and Downloads.
9+
10+
Step 2:
11+
Observation: The BEFORE image shows the File Explorer application open to the Home directory. Key visible UI elements include: the 'Quick access' section with folders like Desktop and Documents, the 'Documents' folder in the navigation pane, the 'Search Home' bar at the top, and the 'New' button in the toolbar.
12+
Intent: The user is navigating to the Documents folder to create a new folder named 'Archive'.
13+
Action: CLICK(0.166, 0.569)
14+
Result: The AFTER image shows that the File Explorer window now displays the contents of the Documents folder, including several files and folders.
15+
16+
Step 3:
17+
Observation: The application is File Explorer. The current panel displays the contents of the 'Documents' folder. Key visible UI elements include the navigation pane on the left, the 'New' button in the toolbar, the search bar at the top right, and a list of files and folders in the main area. The red marker indicates a right-click action in the main area.
18+
Intent: The user is attempting to create a new folder in the 'Documents' directory.
19+
Action: CLICK(0.345, 0.649)
20+
Result: A context menu has appeared, offering options such as 'View', 'Sort by', 'Group by', 'New', and others.
21+
22+
Step 4:
23+
Observation: The application is Windows File Explorer, currently displaying the 'Documents' folder. Key visible UI elements include the navigation pane on the left, the file list in the center, a context menu with options like 'View', 'Sort by', 'Group by', and 'New', and a highlighted 'Folder' option in the context menu.
24+
Intent: The user is creating a new folder named 'Archive' in the 'Documents' folder.
25+
Action: TYPE("Archive")
26+
Result: A new folder named 'Archive' has been created in the 'Documents' folder.
27+
28+
Step 5:
29+
Observation: The application is File Explorer, displaying the 'Documents' folder. Key visible UI elements include the navigation pane on the left, the toolbar with options like 'New' and 'Sort' at the top, the file list in the center showing various files and folders, and the search bar at the top right.
30+
Intent: The user is preparing to move .docx files into the newly created 'Archive' folder.
31+
Action: TYPE("")
32+
Result: The file 'meeting_notes' is now selected in the file list.
33+
34+
Step 6:
35+
Observation: The application is File Explorer, currently displaying the 'Documents' folder. Key visible UI elements include the navigation pane on the left, the file list in the center, the 'New' button at the top left, and the search bar at the top right. The file 'meeting_notes' is selected.
36+
Intent: The user is selecting multiple .docx files to move them into the 'Archive' folder.
37+
Action: CLICK(0.284, 0.524)
38+
Result: The file 'proposal' is now selected along with 'meeting_notes', indicating multiple selection.
39+
40+
Step 7:
41+
Observation: The application is File Explorer, currently displaying the 'Documents' folder. Key visible UI elements include the navigation pane on the left, the toolbar with options like 'New' and 'Sort' at the top, the file list in the center showing files and folders, and the search bar at the top right. The files 'meeting_notes' and 'proposal' are selected.
42+
Intent: The user is attempting to select all .docx files to move them to the 'Archive' folder.
43+
Action: TYPE("")
44+
Result: The file 'report' is now also selected, along with 'meeting_notes' and 'proposal'.
45+
46+
Step 8:
47+
Observation: The application is File Explorer, currently displaying the 'Documents' folder. Key visible UI elements include the navigation pane on the left, the toolbar with options like 'New' and 'Sort', the file list showing items such as 'meeting_notes', 'proposal', and 'report', and the 'Archive' folder. The red marker indicates a click on the 'Archive' folder.
48+
Intent: The user intends to open the 'Archive' folder to move the selected .docx files into it.
49+
Action: DOUBLE_CLICK(0.283, 0.610)
50+
Result: The 'Documents' folder view is now empty, indicating that the user has navigated into the 'Archive' folder.
51+
52+
Step 9:
53+
Observation: The application is File Explorer. The current panel is the 'Archive' folder within the 'Documents' directory. Key visible UI elements include the navigation bar at the top showing 'Documents > Archive', the 'New' button on the toolbar, the empty file list area, and the sidebar with folder shortcuts.
54+
Intent: The user is pasting the previously copied or cut .docx files into the 'Archive' folder.
55+
Action: TYPE("")
56+
Result: The .docx files should appear in the 'Archive' folder, populating the previously empty file list area.
57+
58+
---
Lines changed: 40 additions & 0 deletions
Original file line numberDiff line numberDiff line change
@@ -0,0 +1,40 @@
1+
DEMONSTRATION:
2+
Task: Open Notepad, create a new file named 'draft.txt', type 'This is a draft.', and save it to the Documents folder.
3+
4+
Step 1:
5+
Observation: The BEFORE image shows the Windows PowerShell application open. The taskbar is visible at the bottom with various application icons. The Start menu is not open.
6+
Intent: The user is attempting to open Notepad by searching for it.
7+
Action: TYPE("notepad")
8+
Result: The AFTER image shows the Start menu open with search results for 'notepad'. The Notepad application is listed as the best match.
9+
10+
Step 2:
11+
Observation: The BEFORE image shows the Start menu with search results for 'notepad'. Key UI elements include the search bar at the top, 'Best match' section with 'notepad' listed, 'Apps' section with 'Notepad', and options like 'Open', 'Run as administrator', and 'Open file location' on the right.
12+
Intent: The user intends to open Notepad to create a new text file.
13+
Action: TYPE("Thisisadraft.")
14+
Result: The AFTER image shows the Notepad application open with a 'Save As' dialog. The text 'This is a draft.' is typed in the 'File name' field.
15+
16+
Step 3:
17+
Observation: The window is titled 'Save As' within the Notepad application. The current panel shows the Documents folder. Key visible UI elements include the 'File name' field with 'This is a draft.' typed in it, the 'Save as type' dropdown set to 'Text documents (*.txt)', the 'Save' button, and the 'Cancel' button.
18+
Intent: The user is attempting to save the file with the specified name and content.
19+
Action: CLICK(0.294, 0.532)
20+
Result: There is no visible change between the BEFORE and AFTER images.
21+
22+
Step 4:
23+
Observation: The application window is 'Save As' dialog in Notepad. Key visible UI elements include the 'File name' input field at the bottom, 'Save as type' dropdown next to it, 'Save' button at the bottom right, 'Cancel' button next to 'Save', and the file list in the main area showing existing files.
24+
Intent: The user is entering the desired file name to save the document as 'draft.txt'.
25+
Action: TYPE("draft.txt")
26+
Result: A 'Confirm Save As' dialog appeared, indicating that 'draft.txt' already exists and asking if the user wants to replace it.
27+
28+
Step 5:
29+
Observation: The application window is 'Save As' with a 'Confirm Save As' dialog open. Key UI elements include the dialog box with the message 'draft.txt already exists. Do you want to replace it?', and buttons labeled 'Yes' and 'No'. The red marker indicates interaction with the 'Yes' button.
30+
Intent: The user intends to confirm overwriting the existing 'draft.txt' file.
31+
Action: TYPE("")
32+
Result: The 'Confirm Save As' dialog is closed, and the focus returns to the previous application window.
33+
34+
Step 6:
35+
Observation: The application window is Windows PowerShell. The current panel displays a series of log entries. Key visible UI elements include the title bar with the application name at the top, a series of log entries in the main panel, a tab bar with a '+' button for new tabs, and a taskbar at the bottom with various application icons.
36+
Intent: The user is attempting to type a command or text into the PowerShell window.
37+
Action: TYPE("")
38+
Result: The expected result is that the text or command typed by the user will appear in the PowerShell window at the location of the cursor.
39+
40+
---
Lines changed: 34 additions & 0 deletions
Original file line numberDiff line numberDiff line change
@@ -0,0 +1,34 @@
1+
DEMONSTRATION:
2+
Task: Turn off notifications for my system in the settings.
3+
4+
Step 1:
5+
Observation: The application is Windows PowerShell. The taskbar is visible at the bottom of the screen. Key UI elements include the Start button on the left, several application icons in the taskbar, and the system tray on the right.
6+
Intent: The user is trying to open the Start menu to access system settings.
7+
Action: CLICK(0.263, 0.958)
8+
Result: The Start menu is now open, displaying pinned applications and a search bar.
9+
10+
Step 2:
11+
Observation: The Start menu is open, displaying pinned applications and a search bar. Key visible UI elements include: 'Search for apps, settings, and documents' bar at the top, 'Pinned' section with app icons like Edge, Word, and Excel, 'Settings' icon in the Pinned section, 'Recommended' section with recent documents, and 'All apps' button on the right.
12+
Intent: The user is trying to access the system settings to turn off notifications.
13+
Action: CLICK(0.335, 0.518)
14+
Result: The Settings application is now open, displaying the Home page with options like System, Bluetooth & devices, and Network & internet on the left sidebar.
15+
16+
Step 3:
17+
Observation: The application is 'Settings'. The current panel is 'Home'. Key visible UI elements include: 'Find a setting' search bar at the top, 'Home' highlighted in the left sidebar, 'System' option below 'Home' in the sidebar, a notification about backing up to Microsoft account in the main area, and 'Recommended settings' section at the bottom.
18+
Intent: The user is navigating to the 'System' settings to access notification settings.
19+
Action: CLICK(0.349, 0.311)
20+
Result: The 'System' panel is now open, displaying options such as 'Display', 'Sound', 'Notifications', 'Focus', and others.
21+
22+
Step 4:
23+
Observation: The application is 'Settings'. The current panel is 'System'. Key visible UI elements include 'Display' at the top, 'Sound' below it, 'Notifications' with a red marker indicating interaction, 'Focus', and 'Power & battery' further down.
24+
Intent: The user is attempting to access the notifications settings to turn off notifications.
25+
Action: CLICK(0.576, 0.533)
26+
Result: The screen now displays the 'Notifications' settings page, showing options like 'Notifications' toggle, 'Do not disturb', and 'Set priority notifications'.
27+
28+
Step 5:
29+
Observation: The application is 'Settings'. The current panel is 'System > Notifications'. Key visible UI elements include: 'Notifications' toggle at the top right, 'Do not disturb' toggle below it, 'Turn on do not disturb automatically' option below that, 'Set priority notifications' option further down, and 'Focus' option below that.
30+
Intent: The user is performing this action to turn off notifications for the system.
31+
Action: TYPE("")
32+
Result: The 'Notifications' toggle is expected to change from 'On' to 'Off'.
33+
34+
---

0 commit comments

Comments
 (0)