- Two identical clicks in one step opened the Mac's Wi‑Fi menu and closed it again: the second is
skipped with a word on why (count: 2 for a double click).
- macOS Calculator had no focused window for a moment after 「乘」 and the list came back with
only the menu bar: an empty or failed read is tried once more 0.3 s later.
- Benchmark notes: three more unseen apps on box v9 (16/16, GTK 2 apps 4-10x faster with gail)
and the Mac mini run with Screen Recording (zoom, Wi‑Fi menu, Calculator checked by eye).
Co-Authored-By: Claude Opus 5.5 <noreply@anthropic.com>
Claude-Session: https://claude.ai/code/session_01Uirha5F5gJt93t3yEx3XcS
- Box v9: GTK_MODULES=gail:atk-bridge. lxappearance and PCManFM (GTK 2) offered AT-SPI no
controls at all (0 numbers); with gail they offer 37 and 17.
- The quick model ending a turn without acting goes to the bot's own model every time, not only
after changes: one stopped after a single look to ask 「要我繼續嗎？」.
- Instructions: finish what was asked; put an unexpected screen right (close what's in the way,
open the app) instead of stopping to ask, except for what the person must do or confirm.
- Benchmark: three more held-out tasks (lxappearance theme, PCManFM folder, Mousepad
find-and-replace), checked by their results; every task starts with those apps closed too.
Co-Authored-By: Claude Opus 5.5 <noreply@anthropic.com>
Claude-Session: https://claude.ai/code/session_01Uirha5F5gJt93t3yEx3XcS
A quick model looking numbers up pressed 1, 2, 3, 1 for 1234, and 1234 × 5678 = didn't fit in
an 8-action batch (it split it and lost a key). The click and batch descriptions now lead with
the control's name (name "4"), and a batch takes up to 16 actions.
The benchmark gets four tasks on things none of the others use (Mousepad and its save dialog,
a Chromium bookmark, ImageMagick, a page of nested web components), run only when asked for
(--tasks N1,…): a check that the changes carry over to what they weren't tuned on.
Co-Authored-By: Claude Opus 5.5 <noreply@anthropic.com>
Claude-Session: https://claude.ai/code/session_01Uirha5F5gJt93t3yEx3XcS
bench/computer-use/run.py runs each task through `anybot --ask` with a fresh chat, checks the
result inside the box, and records success, steps, time split between model and tools, route
switches and a per-step transcript. It refuses to run against the real box (needs its own
ANYBOT_BOX_NAME / ANYBOT_BOX_VOLUME and a scratch data folder). --keep-skills carries learned
skills into the next run to measure replay. README has the tasks, how to run, and the
2026-11-09 numbers.
Co-Authored-By: Claude Opus 5.5 <noreply@anthropic.com>
Claude-Session: https://claude.ai/code/session_01Uirha5F5gJt93t3yEx3XcS
王性驊