/memory-proactive

name: memory-proactive
description: Proactive layered recall and generic domain-aware routing.

Memory Proactive

This skill describes the current proactive recall surfaces that remain useful in the local repository.

Layered Context Injection

Primary engine: `tiered_context_injector.py`

It combines multiple recall paths before the next interaction:

• recent session recall from shared SQLite state
• governance-backed object and hub recall
• knowledge note recall
• optional live Hindsight recall when the query profile needs it

Example:

python3 scripts/tiered_context_injector.py --query "user preferences"

Useful knobs:

• `--min-score 0.3`
• `--max-results 10`
• `--recall "project status" "system config"`
• `--domains project,stock`

Generic Domain Routing

Helper: `domain_memory.py`

This is a lightweight legacy helper for splitting local memory into generic domains so one topic does not crowd out everything else.

Example domains:

• `project`
• `stock`
• `system`
• `marketing`
• `relationship`
• `general`

Example:

python3 scripts/domain_memory.py check project "Milestone planning note"
python3 scripts/domain_memory.py status

Guidance

• use generic domains, not user- or project-specific hardcoded labels
• keep recall queries portable across agent runtimes
• treat this skill as an optional helper layer, not a required production

contract