Agent security and cybersecurity

Memory poisoning tests

Examine whether persistent memory can carry attacker-controlled instructions

Agents save summaries or facts for use in future sessions. The decision is how to examine whether persistent memory can carry attacker-controlled instructions. The work begins with your actual workflow and looks for the evidence that separates intended behaviour from a consequential exception. It is particularly relevant to memory system owners and product security teams. A useful outcome is an explicit account of what was examined, what remains uncertain, and which decision the evidence can support.

The agent security relationship

  1. Starting evidenceMemory write paths

    Establish the basis for write eligibility.

  2. Decision boundaryStored provenance

    Preserve source and authority with the entry.

  3. Decision artefactMemory poisoning test record

    Retain the scoped finding and its unresolved dependencies.

Proposed working model. A bounded challenge cannot establish exhaustive protection.

Decision

Frame the decision around write eligibility

Questions and the evidence they need

Criterion / evidenceWrite eligibility
Inspect memory write paths for the relevant constraint or observation.
Criterion / evidenceStored provenance
Inspect provenance for the relevant constraint or observation.
Criterion / evidenceLater influence
Inspect retrieval rules for the relevant constraint or observation.
Read each criterion against the available evidence before deciding that additional work is needed.

The decision is how to examine whether persistent memory can carry attacker-controlled instructions. This is relevant to memory system owners and product security teams when agents save summaries or facts for use in future sessions. Name the affected workflow, the consequence of a wrong decision, and the owner who can act on the result. The initial discussion should establish which evidence is already available and which uncertainty is material enough to investigate.

The specific failure hypothesis is that an untrusted interaction creates a durable instruction that influences later unrelated tasks. It remains a hypothesis until examined in the deployment. Existing internal tests or operating records may already resolve it; identify the uncovered question before commissioning additional work.

Mechanism

Memory poisoning must be followed into later tasks

Relationships within agent security

Source or conditionWrite eligibility
Challenge whether untrusted content may be retained.
Crossing or choiceStored provenance
Preserve source and authority with the entry.
Consequence or decisionLater influence
Inspect retrieval, action, and correction behaviour.
Observe the control and resulting business effect. Each relationship needs evidence in the actual scope.

What this specialty examines

Memory poisoning work examines persistence of influence across sessions. Identify who can write entries, how provenance is retained and why an entry is retrieved later. Distinguish stored facts, preferences and executable instructions in the proposed memory policy.

The review should introduce harmless poisoned entries in a test memory store and observe selection, use and removal. Identify the normal route, relevant exceptions and the authoritative record of the outcome. Inspect the relevant business-system record, enforcement event or process evidence alongside any reported status. Keep incomplete cases visible, with an explanation of what their absence prevents the owner from concluding.

The tradeoff to make explicit

For this decision, memory improves continuity while persistent influence needs provenance and correction mechanisms. Compare the available design or operating choices against the same intended outcome. If one option removes a required control or changes the task boundary, describe that difference before treating its apparent simplicity, speed or lower effort as an improvement. The decision should expose the tradeoff instead of burying it in an aggregate score.

Preparation

Connect the working inputs to the boundary being examined

Evidence packet for write eligibility

Illustrative working format

BasisMemory write paths
Establish permitted access, provenance, and which task conditions it represents.
ContextProvenance
Connect the deployed artefact to its inputs, approval, and verifiable revision.
ObservationRetrieval rules
Confirm the applicable revision and who resolves disputed interpretation.
DependencyCorrection controls
Identify provenance and the specific decision this material can inform.
Illustrative preparation record. Availability, revision, and handling need confirmation.

Start with memory write paths, provenance, retrieval rules and correction controls. Identify the owner, revision and operating context of each source. Sanitised examples may support initial design, but differences from actual conditions should remain explicit. Where direct access is unsuitable, a customer-controlled evidence or execution route may be considered, with agreed handling and retention.

The scope also needs the security decision owner, agreed expectations for a representative threat scenario, and the authority to inspect the relevant boundary. Specify what evidence would distinguish the failure in which an untrusted interaction creates a durable instruction that influences later unrelated tasks from acceptable behaviour. If stakeholders disagree about intended behaviour, resolve the interpretation before classifying the observed difference as a defect.

How the work proceeds

Carry write eligibility through to an accountable finding

From the scoped material to a decision record

  1. Establish conditionsMemory write paths

    Define the hypothetical attacker’s starting influence.

  2. Examine the relationshipStored provenance

    Apply the scoped check to later influence.

  3. Retain the findingMemory poisoning test record

    Record the evidence, open dependencies, and the owner’s next decision.

Proposed sequence; resolve interpretation or access gaps before relying on the next step.

Define the controlled threat scenario

Review memory write paths, provenance, retrieval rules and correction controls with memory system owners and product security teams. State what the hypothetical attacker controls, the protected action and the systems included in the authorised exercise. Prepare synthetic records and harmless markers where appropriate, with stopping conditions for unexpected effects. The preparation output is a scenario brief that distinguishes an influence attempt from a prohibited action actually reaching a business resource.

Challenge the path and review effects

Introduce controlled false entries and track their lifecycle through retrieval, correction and removal. A successful deletion response is incomplete evidence if cached or summarised copies continue to influence behaviour. Include later-session checks within the agreed scope.

Select a control response and retest

Build a memory poisoning test record spanning write, retrieval, influence and cleanup from the reviewed observations. Separate agent behaviour, application enforcement and the resulting resource state so the recommended change reaches the responsible layer. Choose a bounded retest that reproduces the original condition and checks legitimate behaviour after remediation. If the required investigation exceeds the agreed technique or expertise, retain the unresolved path and identify the qualified review needed.

Indicative artefact

Make the memory poisoning test record usable by its owner

Memory poisoning test record

Illustrative working format

Annotated fieldMemory poisoning test record
Identify the assessed workflow, revision, and decision boundary.
Annotated fieldWrite
Link supporting and contrary observations to inspectable evidence.
Annotated fieldRetrieval
Name the unresolved condition, next action, and accountable owner.
Illustrative artefact structure, not a completed engagement or an observed result.

A useful decision artefact is a memory poisoning test record spanning write, retrieval, influence and cleanup. Supporting material may include selected cases, configuration or process records, evidence references, a disagreement log and prioritised actions. Retain the case selection rationale and material disagreements alongside the result; otherwise the result may be mistaken for complete coverage.

Illustrative scenario

Examine later influence through a constructed exception

A constructed case and its decision paths

Illustrative scenario

  1. SituationWrite eligibility

    A harmless planted instruction is stored and resurfaced in a later task.

  2. Question to examineStored provenance

    Run a later legitimate task after the planted memory write.

  3. Conditional next actionLater influence

    Verify correction and removal as well as immediate poisoning behaviour.

Fictional example. No executed test, customer engagement, or measured outcome is implied.

Consider a fictional situation: a support conversation stores a false preference that later causes the agent to send updates to an unapproved address. The scenario is illustrative, with no client engagement, executed test or measured improvement implied.

For the false notification preference, determine whether the agent treats it as a verified user choice. A corrective design might require provenance and current approval before changing recipients. The test should show whether later tasks still consult the poisoned entry.

Scope and next action

Keep the conclusion within the agreed threat scenario

Confirm fit before the next commitment

Included boundaryWrite eligibility
This review is limited to the agreed threat scenario.
PrerequisiteMemory write paths
The relevant owner must confirm access and the intended operating conditions.
Claim limitMemory poisoning test record
A bounded challenge cannot establish exhaustive protection.
Bring the triggering change and existing evidence; resolve the dependency that could alter the decision.

Authorised scenario testing is not a claim of exhaustive penetration testing or guaranteed protection. Intrusive security work requires qualified specialists and a separately agreed scope. Any engagement depends on an agreed scope, qualified team, authorised access and confirmed availability. Bring the affected workflow, its current configuration or process, the triggering change and the evidence already available. The immediate scope question is prompted by the situation in which agents save summaries or facts for use in future sessions; confirm which missing observation would change the owner’s next action.

Ways to engage

Related engagement scopes

Agent Release Readiness Review

The Agent Release Readiness Review is a fixed-scope, three-week independent test of one AI agent workflow that shows a release board what the agent does, what it is allowed to do and what happens when it is wrong, and ends in a signed recommendation.

3 weeksRead about this offer: Agent Release Readiness Review

AI Agent Runtime Security Review

Make every delegation explicit. Examine who the agent acts for, where it can execute and which tools it can reach when instructions alone are not enough.

Read about this offer: AI Agent Runtime Security Review

AI Agent Red Team

Challenge the boundaries that matter to your workflow. Test agreed attack scenarios against agent instructions, tools and data access.

Read about this offer: AI Agent Red Team

Continue exploring

Related insights and resources

Agent security6 MIN READ

The permission boundary behind every agent action

An agent can only be evaluated in the context of what its tools allow. Examine identity, delegated authority and action boundaries before you put a workflow in motion.

Whitepaper5 MIN READ

Before your agent can act, define its authority

A working paper for the moment an AI system moves from advice to action. Map identity, permissions, approvals and recovery into an authority model your team can review and test.

Agent security6 MIN READ

Running an AI-agent incident tabletop exercise

A useful tabletop follows one plausible agent failure through detection, containment, evidence, business recovery and accountable return to service.

A little more clarity

Questions to consider.

Start with the questions that shape a better decision.

Should memory entries be treated as instructions or evidence?

Treat their type and provenance explicitly. Stored facts and preferences should not silently become governing instructions. Consequential action may require current verified authority even when memory supplies useful context.

Which memory records preserve provenance?

Start with memory write paths, provenance, retrieval rules and correction controls. Record their revision, owner and relationship to the intended workflow. Missing context should be identified before interpreting outcomes; a sanitised fixture is useful only when its relevant differences from the operating case are understood.

How should persistent false entries be tested and removed?

Introduce harmless poisoned entries in a test memory store and observe selection, use and removal. State the hypothetical attacker's control and inspect attempted actions, tool enforcement and actual effects separately. A refusal, a blocked call and a successful prohibited action are different results. Preserve unsuccessful challenges as well as adverse findings.

What should a memory poisoning report cover?

The proposed output is a memory poisoning test record spanning write, retrieval, influence and cleanup. Include the selected conditions, supporting observations, unresolved differences and next decision. A reviewer should be able to follow each important conclusion back to its evidence and understand the limits without depending on an undocumented explanation from the author.

When should stored preferences require confirmation?

Require confirmation when a stored preference lacks reliable provenance, conflicts with current instructions or changes a consequential action such as its recipient. Memory should not create authority solely through persistence.

What if existing evidence already answers the question?

Review its scope, provenance and configuration before proposing new work. Existing work from memory system owners and product security teams may already be sufficient. In that case, capture the decision, unresolved limitations and the change that would require another review. Additional assessment should address a real gap.

What would make the findings inconclusive?

Missing memory write paths, provenance, retrieval rules and correction controls can prevent a reliable interpretation, depending on the case. Record the specific missing observation and its implication. The owner can supply evidence, narrow the claim or defer the dependent decision; an incomplete case should not silently be counted as a pass.

Start with the decision you need to make.

Tell us about the agent workflow you want reviewed, and where you need greater clarity. Scope and availability are confirmed together.

Connected disciplines