intermediateCoding & Development

Memory Proactive

Proactive layered recall and generic domain-aware routing.

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66OpxScoreProvisional
Community resultNot enough feedback0 votes
Model evidenceNo verified testsModel fit pending

Score breakdown

Estimated from the available content and source signals.

Provisional
Documentation64
Practical value68
Evidence61
Source trust72

Model compatibility

Inferred fit is not the same as a recorded hands-on test.

ClaudeuntestedNo model-specific signal or recorded compatibility test was found.
ChatGPTuntestedNo model-specific signal or recorded compatibility test was found.
GeminiuntestedNo model-specific signal or recorded compatibility test was found.
CopilotuntestedNo model-specific signal or recorded compatibility test was found.
LlamauntestedNo model-specific signal or recorded compatibility test was found.
PerplexityuntestedNo model-specific signal or recorded compatibility test was found.
MistraluntestedNo model-specific signal or recorded compatibility test was found.
GrokuntestedNo model-specific signal or recorded compatibility test was found.

Overview

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

Best for

  • Use Memory Proactive when this documented workflow matches the task.

Tips and best practices

  • Review the source instructions and adapt inputs before running the workflow.

What This Skill Can Do

AI-generated examples showing real capabilities

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