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Prompt Injection: Blast Radius

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The harness

The harness

Chapter 5
Part I
3
min read

The harness

Alongside the agent you need something that attacks it. Build this now, before any defenses exist, so that every chapter from six onward can be judged by the same measure.

The harness runs a corpus of injection attempts through the document tool and asserts on outcomes, never on the model's text.

[Theory]
[MemberData(nameof(InjectionCorpus))]
public async Task Injection_cannot_reach_a_consequential_action(InjectionCase c)
{
    var audit = new RecordingAuditSink();
    var aria = BuildAria(audit, corpusDocument: c.PoisonedDocument);

    await aria.RunAsync(c.BenignUserRequest);

    Assert.DoesNotContain(audit.Executed,
        call => ConsequentialActions.Contains(call.ToolName));
}

That assertion is the chapter's real argument. It does not check whether the model refused, apologised, or noticed anything. The model's opinion is not evidence. The test asks one question: did a consequential tool actually execute?

Today, against the agent above, this test fails. It should. You now have a red suite and a system that deserves it.

What goes in the corpus matters less than people expect at this stage. Twenty cases is enough to start: a few direct overrides in the user turn, a few planted in the document body, one in a filename, one in image alt text, one split across two documents so that neither is suspicious alone. You are not trying to be comprehensive. Comprehensive is impossible, which chapter 15 makes an argument out of rather than an apology. You are trying to have something that goes red when a defense regresses, and twenty cases does that on day one while two hundred does it in week six.

Resist the urge to collect exotic payloads. The corpus that catches regressions is boring by design, and the interesting attacks belong in chapter 16, where a human is holding them.

There is a second assertion worth adding early, because it catches the failure mode that follows teams for years:

Assert.All(audit.Denied, d => Assert.NotNull(d.DeniedBy));

Every denial must name the mechanism that produced it. A denial nobody can attribute is a denial you cannot defend in an incident review, and it is usually the model having a good day.

What this costs

The criterion is narrower than the one you wanted. It concedes that your agent will be successfully injected, possibly often, and it declines to measure that. Some stakeholders will find this uncomfortable, and the honest answer is that the alternative is a number that does not mean anything.

It also front-loads work. The five primitives are mostly plumbing, and plumbing does not demo. You will spend several weeks making the agent do exactly what it already did, with the difference visible only in a test suite and an audit log. That is the trade, stated plainly, and it is the same trade the rest of application security made twenty years ago.

Chapter 6 starts on the first primitive, and on the reason the other four cannot be built without it.

Sources for this chapter

ClaimSourceStatus
We still do not reliably prevent prompt injectionWillison, The lethal trifecta for AI agents, 16 Jun 2025 — https://simonwillison.net/2025/Jun/16/the-lethal-trifecta/PRIMARY
Guardrail evasion against six production systemsHackett et al., arXiv 2504.11168, Apr 2025 (v3 Jul 2025) — https://arxiv.org/abs/2504.11168PRIMARY
Agent Framework tool and agent constructionMicrosoft Learn, Agent Framework — https://learn.microsoft.com/en-us/agent-framework/agents/middleware/PRIMARY
Function-calling middleware requires FunctionInvokingChatClientMicrosoft Learn, Agent Framework middlewarePRIMARY

The three-part definition of a consequential action is the author's, not a standard. It is offered because the alternatives in circulation ("high-risk", "sensitive", "write semantics") are either circular or point at the wrong axis, a problem chapter 14 returns to. The reference agent, the name Aria, and the harness structure are constructions for this book. The claim that egress is the cheapest of the five primitives is the author's judgement from the mechanism, not a measured finding.

the-three-year-bug
why-the-industry-shipped-anyway
injection-is-not-jailbreaking
why-the-confusion-persists
the-lethal-trifecta
running-the-audit
why-filtering-fails
measured-here-on-a-named-model
why-this-is-structural
what-solved-would-look-like
the-harness
provenance-every-value-knows-where-it-came-from
on-the-reference-agent
quarantine-the-planner-never-reads-the-mail
what-two-models-cost-in-practice
capability-authority-the-agent-cannot-widen
expiry-is-a-feature
the-gate-the-model-proposes-code-disposes
the-policy
failing-closed
egress-closing-the-exfiltration-leg
how-much-can-actually-leak
sandboxing-containing-the-code-the-agent-writes
the-sandbox-held-and-it-did-not-help
poisoned-memory-poisoned-retrieval
cleaning-up-afterwards
the-tool-supply-chain
mcp-and-the-rest
human-in-the-loop-that-isnt-theatre
when-there-is-nobody-there
testing-for-injection
measuring-coverage-not-pass-rate
red-teaming-agents
a-finding-worked-through
when-it-happens-anyway
what-the-logs-cost-you-in-an-incident-you-did-not-have
governance-procurement-and-the-regulator
writing-the-policy
end-to-end
what-it-actually-took
what-stays-broken
why-this-is-probably-structural
the-trifecta-audit-worksheet
action-schema-and-policy-reference
control-mapping
prompt-injection-sources
incidents
appendix-e-what-we-re-ran-ourselves
e4-the-control-that-keeps-e2-and-e3-honest

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