mage0535 / memory-proactive

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