SageMaker

Unified memory-and-growth operating system for agents. Use when you need consistent layered memory (short/mid/long/knowledge), self-model-driven promotion rules, preflight/retro loops, and gate-based recovery so any equipped agent can run the same self-calibration workflow.

Neuro Memory Core

Implement one shared behavior loop:

experience -> short_term evidence -> mid_term synthesis -> (knowledge or long_term) -> self-model calibration -> next-task behavior

Install / Bootstrap

Preferred safe path (no execution-policy bypass): create/verify these artifacts directly:

• memory/short_term/
• memory/mid_term/MEMORY.md
• memory/long_term/MEMORY.md
• memory/knowledge.md
• memory/check_memory.json (dual-gate schema)

If this skill bundle includes scripts/install.ps1, you may run it without bypassing execution policy:

powershell

powershell -File "skills/SageMaker/scripts/install.ps1"

Optional (if bundled installer supports it): apply HEARTBEAT template with backup:

powershell

powershell -File "skills/SageMaker/scripts/install.ps1" -ApplyHeartbeatTemplate

Canonical Files

• memory/short_term/YYYY-MM-DD.md (raw evidence)
• memory/mid_term/MEMORY.md (near-term reusable conclusions)
• memory/long_term/MEMORY.md (stable collaboration constraints)
• memory/knowledge.md (transferable methods/policies)
• self-model.md (current strengths/failures/growth themes/uncertainties)
• memory/check_memory.json (daily/weekly gate state)

Required Promotion Rules

Update self-model.md only when:

1. recurring failure mode is re-validated
2. strength gains new evidence
3. active growth theme should switch

Update memory/knowledge.md only when:

1. method is reusable across multiple scenarios
2. explicit evidence supports it
3. rule can be expressed as if X then Y

Update memory/long_term/MEMORY.md only when:

1. improves long-term collaboration quality
2. is not short-term fluctuation

Entry Quality Contract (mid/long)

Every promoted item must include:

• reason
• evidence
• confidence (low|medium|high)

Task Coupling (Mandatory)

For medium/high complexity tasks:

1. read self-model.md + memory/knowledge.md
2. write preflight checklist:
   • goal
   • success criteria
   • risks
   • uncertainty
3. include one post-task reflection item before execution starts

Gate Model (memory/check_memory.json)

Use dual gate state:

json

{
  "daily_need_update": 1,
  "daily_update_done": 0,
  "weekly_need_update": 1,
  "weekly_update_done": 0
}

Semantics:

• 1/0 = pending
• 0/1 = done
• anything else = invalid; normalize to 1/0

Scheduling Pattern

• Daily cycle: promote short->mid + prune short-term retention
• Weekly cycle: promote mid->long
• Heartbeat: recovery path only (when gate remains pending)

Strict rule: success is valid only if gate flips to done.

Core-file Safety

Core-file changes must be proposal-first:

• draft proposal
• get approval
• then apply

Core files include: SOUL.md, IDENTITY.md, AGENTS.md and equivalent identity/behavior governance files.