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Four controls. Each small. Together: the minimum standard.

This file is one self-contained piece of the AI IR Overlay™ framework. Cross-references to other pieces point to other packages in the same set, which you can obtain at jacobideji.com.


The Minimum Viable Overlay (MVO): Four Essential Controls

The MVO is the smallest set of controls that converts an AI deployment from unreadiness to defensibility. Adopt all four to claim minimum-standard conformance.

These four controls are referenced throughout the framework as MVO-1 (Inventory), MVO-2 (Safe Modes), MVO-3 (Minimum Evidence Set), and MVO-4 (Controlled Re-Enable).


1. Inventory

Question answered: What can the agent do, and where can it write?

A complete inventory of every AI agent in production. Without it, responders cannot scope an incident in real time, and well-meaning containment either over-reacts or under-reacts.

For each agent, the inventory must capture:

Field Example
Agent name + business owner “Sales Triage Copilot · owner: VP Sales Ops”
Execution identity Service account, delegated OAuth, user impersonation, shared token
Enabled tools and connectors Outlook send, Salesforce write, internal RAG, code execution
Write targets CRM records, email recipients, ticket systems, code repos, cloud actions
Retrieval corpora SharePoint folder X, Confluence space Y, vector store Z
Access controls on corpora Read scope, sensitivity classification, refresh cadence
Memory configuration Off / per-user / shared / TTL

Operational requirement: the inventory must be exportable in under 5 minutes during an active incident. A wiki page that takes 30 minutes to find is not an inventory.

Mental model: if you cannot answer “what can this agent do?” in one sentence, you cannot contain its incident in one hour.

See the AI Bill of Materials (AI-BOM) template and its README.


2. Safe Modes: Rapid Activation and Tiered Containment

Question answered: Can we stop harm in under 10 minutes without killing the business?

A binary on/off switch is rarely appropriate in production. The Overlay defines six Kill-Switch Modes that escalate in severity:

Mode Name Use when
M0 Observe Normal operations
M1 Read-Only Suspicious behavior; low/moderate business impact
M2 Approvals Required Agent must keep operating; actions need a two-person rule
M3 Tool Tiering Targeted: disable high-risk tools, keep low-risk
M4 Full Disable Active harm or confirmed compromise
M5 Controlled Re-Enable Containment validated; staged recovery

Operational requirements:

See the Kill-Switch Modes full specification.


3. Minimum AI Evidence Set

Question answered: Can we prove what happened in 60 minutes?

In AI incidents, evidence is fragile. Rotating tokens, redeploying agents, or cleaning knowledge bases without snapshots will destroy proof of scope. The Overlay defines a minimum set of six evidence types that must be preservable on demand:

Code Evidence Type
A Prompt and response record for the incident window
B Tool-call ledger (attempted and successful calls, parameters, results)
C Retrieval traces (documents, sources, timestamps)
D Memory snapshot (if memory is enabled)
E Configuration snapshot (prompts, tool definitions, policies, retriever settings)
F Identity and SaaS audit-log correlation

Operational requirement: the team must be able to export the full set within 60 minutes of incident declaration, using documented procedures and pre-approved access paths.

The rush-to-contain trap: the most common AI IR failure comes from well-meaning teams who disable integrations, rotate tokens, update prompts, and redeploy, and only then ask “what exactly did it access?” Evidence-first discipline is the single biggest predictor of defensible response.

See the Minimum Evidence Set full specification.


4. Controlled Re-Enable: Staged, Validated Recovery

Question answered: Can we recover in stages without restarting the incident?

Recovery is not binary. Systems are restored in stages, each with validation:

  1. Restore read-only access first. Re-enable the agent in observe mode.
  2. Validate retrieval and tool policies. Confirm fixes hold post-incident.
  3. Replay the incident scenario in a safe harness. Sandbox the original trigger.
  4. Re-enable tools incrementally. Monitor for regression or drift after each.
  5. Return to full operation. Only after the above passes.

This stepwise approach prevents the most common recovery failure: re-enabling everything at once and re-triggering the same incident.


Conformance: Claiming Minimum Standard

An AI deployment conforms to the AI IR Overlay Minimum Standard when:

Document conformance using the Board-Ready Scorecard (Playbook 24).


Source: AI IR Overlay newsletter and framework synthesis, by Jacob Ideji. https://www.linkedin.com/in/jacobideji/