LearnHarness vs Dots

LearnHarness

The in-app agent reads files but cannot change them or run commands, and a bundled skill gives other agents a documented read-only view of sessions and the knowledge graph. The project is 14 days old at 0.4.0, its file reads reach the whole home directory without approval, and it has no security policy.

Dots

Actions that affect accounts or share information pass an automatic review, and custom rules can require approval or a hand-off. Dots is a beta on Pro plans from $100 a month, and no status page, terms, privacy policy or way to delete individual saved notes was found in the pages we could read.

LearnHarness

1. Use the bundled skill (skills/learnharness/SKILL.md) to read a learner's record. It needs Python 3.10 or later and writes nothing
2. Pass --format json before the subcommand, for example python3 -B scripts/graph.py --format json propositions
3. Treat stored answer keys and teacher prose as model-authored. A proposition in the graph is not evidence the learner understood it
4. Do not read auth.json, which sits one folder above the data folder and holds provider keys in plain text
5. Close the app or re-read when a stable snapshot matters. The readers do not lock files while the app writes

Dots

1. Say what may be sent. Asking a dot to draft replies does not permit sending them, and an action outside a stated scope needs another decision
2. Stop three things separately. Pause stops the main task only, delegated tasks stop in Activity and recurring tasks in Scheduled, and completed actions are not undone
3. Connect each thing separately. A messaging channel grants no access to an inbox, an app or a computer
4. Sign out of websites and disconnect apps yourself when removing access. Revoking dots access or disconnecting an app does not delete information already obtained
5. Keep the connected computer online with the ChatGPT app open for local work. Only one personal computer can be connected at a time