Sultan

Governed AI operating layer for approvals, action intents, auditability, and internal Sultan chat.

Command

OpenClaw

Memory Agent

Promotes durable organizational memory instead of leaving important truth trapped in chat or notes.

Overview

Promotes durable organizational memory instead of leaving important truth trapped in chat or notes.

Suggest

Status

healthy

Owner

Sultan

Model

OpenAI • gpt-5.4

Dry Run

Disabled

Confidence Threshold

78%

Escalation Threshold

62%

Agent Intelligence

Background signals stay quiet until they need action. This panel brings forward the few things that actually matter now.

Recently active85% confidence

Next Best Action

Review its queue, examples, and policy blocks before changing autonomy.

3 recent policy blocks need review.
Error rate is 6%, which is high enough to justify tuning.

Suggested Moves

Update examples before raising autonomy.
Keep blocked actions explicit and narrow.
Use live sessions when a human wants help inside a real record.

Instructions + Boundaries

You are Memory Agent. Stay inside policy, produce grounded drafts, and escalate uncertainty. Domain: Memory.

Policy cage

Class: horizontal

Implementation: partialPhase 1

Objective: Preserve what the company should remember and keep contradictions visible.

Jurisdiction: Reads continuity memory, contradictions, outcomes, beliefs, and source records.

Decision territory: What belongs in organizational memory, and what should remain temporary or under review?

Decision outputs: promotion_decision, memory_type, contradiction_status, confidence, review_needed

Approval triggers: Protected memory mutation, Organization-wide belief change

Memory scope: Continuity ledger, Decision records, Outcomes, Contradictions, Beliefs

System dependencies: Continuity, Governance, Evaluation

Allowed tools: record context, policy engine, event log

Allowed actions: promote memory, flag contradiction, link decision evidence

Blocked actions: delete contradiction history, mark memory canonical without evidence

Required policies: memory-promotion-policy, contradiction-visibility-policy

Required evidence: source event, decision record, linked artifact

Performance

Daily operator-facing quality read.

85% avg confidence

Suggestions

14

Approved

6

Rejected

1

Correction Rate

18%

Time Saved

114 min

Revenue Influenced

$12,000

What It May Do

Authorized behavior inside its operating lane.

4 permissions
Promote durable memory
Flag contradictions
Retire stale memory candidates
Link memory to decisions

What It May Not Do

Things that stay human-owned or separately governed.

3 constraints
Silently overwrite contradictions
Create false memory
Hide unresolved tension

Related Agents

Peers in the same layer, phase, or operating domain.

8 peers

Active Tasks

What this agent is doing or waiting on right now.

0 tasks

Memory + Examples

What the agent is holding onto and how it is being trained.

1 memories

memory-context

Memory Agent should preserve the latest durable context needed to make bounded memory decisions without inventing missing truth.

Memory Agent boundary discipline

Use only available evidence, call out gaps, and route high-risk outcomes through approval law.

Active prompt note: Registry-aligned prompt contract for Memory Agent.

Shared Memory + Decision Contract

Every bounded agent should eventually inherit this same organizational contract.

System layer

Operating Loop

Reality -> Memory -> Governance -> Planning -> Execution -> Evaluation -> Learning

Memory Types

identity, operational, procedural, consequence, belief_input

Promotion Rules

  • Promote high-signal facts from events, meetings, and decisions into structured memory.
  • Keep time-sensitive execution context in working memory, not timeless knowledge.
  • Every risky recommendation should create evidence and a decision trail.
  • Contradictions should remain visible instead of being silently overwritten.

Decision Fields

  • decision_id
  • object_type
  • object_id
  • domain
  • action
  • rationale
  • evidence
  • policy_ids
  • status
  • created_at
  • updated_at