NUE-A042Claude (Opus)code

Memory Edit Tracker & Drift Auditor for AI Agents

Name: Memory Edit Tracker & Drift Auditor for AI Agents
Brand: Nuesion
SKU: NUE-A042
Price: 3.49 USD
Availability: InStock

by @nuesion

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Description

Structured system prompt that instructs an AI agent to log every memory modification with old/new values, semantic delta classification, and drift analysis. Enables auditability, rollback reasoning, and insight into how agent understanding evolves over time.

Example Input

agent_id: research-agent-42 memory_key: user_expertise_level old_value: "User appears to be a beginner based on their questions about basic syntax." new_value: "User is an intermediate developer — comfortable with syntax but unfamiliar with async patterns." drift_window_days: 7 drift_threshold: 3 summary_interval: 10

Example Output

{ "audit_id": "a3f9c1", "timestamp": "2026-04-16T14:32:11Z", "memory_key": "user_expertise_level", "agent_id": "research-agent-42", "change_type": "CONCEPT_REVISION", "old_value": "User appears to be a beginner based on their questions about basic syntax.", "new_value": "User is an intermediate developer — comfortable with syntax but unfamiliar with async patterns.", "semantic_delta": "The agent's model of the user upgraded from 'beginner' to 'intermediate', narrowing the knowledge gap to a specific domain (async) rather than general unfamiliarity. This should adjust explanation depth upward.", "drift_flag": false, "drift_reason": null, "confidence_shift": "positive", "triggered_by": "user_input" }

Tips

1. Set drift_window_days between 3-14 depending on session length — shorter windows catch fast reversals, longer windows detect slow conceptual drift across many sessions. 2. Pipe DRIFT_SUMMARY blocks into a dashboard or alerting system; a stability_score below 0.6 on a core belief key (like user_goals or task_context) is a reliable signal the agent needs grounding. 3. Use the triggered_by field for root-cause analysis — a spike in 'inference'-triggered BELIEF_INVERSIONs usually means the agent's reasoning chain has an unstable premise worth auditing upstream.

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Version History

v1Initial version👤 Human4/16/2026

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