parallel-memory

Parallel Memory

Action: $ARGUMENTS

Requires parallel-cli >=0.8.1. If the installed version is older, or parallel-cli memory --help fails with no such command or similar, tell the user to update parallel-cli, then retry.

When to use

• Inspect memory only when prior Parallel work may help fulfill the request or the user asks to retrieve, evict, or clear it.
• Memory results are excerpts from past runs; fetch the source run for full records, and launch a fresh run when current information is required.

Choose the operation

User intent	Operation
Recall prior work about a topic	Retrieve with a concise query
Show recent past runs	Retrieve without query
Remove one saved Task, Monitor, or FindAll source	Evict by exact kind and id
Permanently remove all entries from your personal Memory	Clear memory
Turn memory off	Direct the user to account settings; do not clear as a substitute

Use the CLI

Use parallel-cli memory for retrieve, evict, and clear operations.

• If memory is not eligible, report the returned reason; it distinguishes rollout, organization settings, account opt-in, and key eligibility.
• On a key-eligibility error, tell the user to reauthenticate.

Retrieve memory

Form a short semantic query that describes the prior work to find. Apply filters when they help. Empty results is a successful retrieval with no matches, not an error.

• Set kind to task, monitor, or findall when it clearly narrows the retrieval.
• Set since for an explicit timestamp boundary (RFC 3339, e.g. 2026-08-01T00:00:00Z).
• Omit query when retrieving recent memories rather than a topic.

Retrieve by query:

parallel-cli memory retrieve \
  --query "serverless inference vendors"

For recent memories:

parallel-cli memory retrieve \
  --limit 5

Use results

Available fields vary by kind:

• task: use id, updated_at, input_excerpt, and output_excerpt.
• monitor: use the monitor id, status, query excerpt, and matching event IDs, timestamps, and excerpts.
• findall: use id, updated_at, objective excerpt, and matched_count.