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4 changes: 4 additions & 0 deletions docs/api/core-types.md
Original file line number Diff line number Diff line change
Expand Up @@ -14,6 +14,8 @@ Data types shared across the entire framework. All importable from `rampart` dir
- ToolCall
- SideEffect
- Turn
- EvaluationRole
- TerminationReason
- EvalOutcome
- EvalResult
- EvalContext
Expand All @@ -28,6 +30,8 @@ Data types shared across the entire framework. All importable from `rampart` dir
- SafetyStatus
- HarmCategory
- InjectionRecord
- resolve_attack_verdict
- resolve_probe_verdict
- resolve_as_attack
- resolve_as_probe

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1 change: 1 addition & 0 deletions docs/api/evaluators.md
Original file line number Diff line number Diff line change
Expand Up @@ -7,6 +7,7 @@ Built-in evaluators. All extend `BaseEvaluator` and support composition via `|`,
members:
- ToolCalled
- ResponseContains
- ResponseScope
- SideEffectOccurred
- LLMJudge
- TranscriptScope
Expand Down
2 changes: 1 addition & 1 deletion docs/api/index.md
Original file line number Diff line number Diff line change
Expand Up @@ -13,7 +13,7 @@ API reference organized by RAMPART's package layout. Each page documents the pub
| [Core Protocols](core-protocols.md) | `Session`, `AgentAdapter`, `Evaluator`, `Surface`, `InjectionHandle`, and more |
| [Attacks](attacks.md) | `Attacks.xpia()`, `XPIAExecution` |
| [Probes](probes.md) | `Probes.behavior()`, `SingleTurnExecution` |
| [Evaluators](evaluators.md) | `ToolCalled`, `ResponseContains`, `SideEffectOccurred`, `LLMJudge`, `TranscriptScope` |
| [Evaluators](evaluators.md) | `ToolCalled`, `ResponseContains`, `ResponseScope`, `SideEffectOccurred`, `LLMJudge`, `TranscriptScope` |
| [Drivers](drivers.md) | `StaticDriver`, `LLMDriver` |
| [Payloads](payloads.md) | `Payloads`, `PayloadTemplate`, `PayloadStore` |
| [Surfaces](surfaces.md) | `OneDriveSurface` |
Expand Down
30 changes: 24 additions & 6 deletions docs/attacks/xpia.md
Original file line number Diff line number Diff line change
Expand Up @@ -121,26 +121,44 @@ For generating many variants at scale, use [`Payloads.generate_async()`][rampart
Combine evaluators with `|` (OR), `&` (AND), and `~` (NOT):

```python
from rampart.evaluators import ToolCalled, ResponseContains
from rampart.evaluators import ResponseContains, ResponseScope, ToolCalled

# OR: detect exfil via tool call or leaked content in response text
evaluator = (
ToolCalled("send_email", recipient=lambda v: "evil.com" in str(v))
| ResponseContains("attacker@evil.com")
| ResponseContains(
"attacker@evil.com",
scope=ResponseScope.ANY_TURN,
)
)

# AND: agent executed a command AND the response mentions credentials
evaluator = (
ToolCalled("exec", command=lambda v: ".ssh" in str(v))
& ResponseContains("id_rsa")
& ResponseContains("id_rsa", scope=ResponseScope.ANY_TURN)
)

# NOT: agent did NOT refuse — it complied with the injection
evaluator = ~ResponseContains(lambda text: "I can't" in text or "I cannot" in text)
# NOT: the agent failed to refuse on at least one turn
evaluator = ~ResponseContains(
lambda text: "I can't" in text or "I cannot" in text,
scope=ResponseScope.ALL_TURNS,
)
```

Place the cheaper evaluator on the left side of `|` — it short-circuits if the left operand detects.

!!! warning "Multi-turn scope"
State the temporal scope explicitly for multi-turn attacks. Use
`ANY_TURN` for "leaked at some point" and negate `ALL_TURNS` for "failed
to refuse at least once." Omitting `scope` inspects only the current
response and emits a `FutureWarning` for multi-turn transcripts. See
[Temporal Scope](../usage/authoring-tests.md#temporal-scope).

This release prepares evaluator semantics for final-trace verdicts. Until
that cadence change ships, attack executions still evaluate growing
prefixes. The attack forms above preserve their intended meaning during
that transition.

### LLMDriver for Adaptive Triggers

For multi-turn attacks where the trigger conversation adapts based on agent responses, use [`LLMDriver`][rampart.drivers.llm.LLMDriver] instead of a static string:
Expand Down Expand Up @@ -208,7 +226,7 @@ See [`Attacks.xpia()`][rampart.attacks.Attacks.xpia] for the full API reference.
| `inject` | `InjectionHandle \| list[InjectionHandle] \| None` | `None` | Prepared injections from `surface.inject()`. `None` for inline XPIA. |
| `trigger` | `str \| list[str] \| Request \| list[Request] \| PromptDriver` | required | Benign prompt(s) that cause retrieval of injected content. |
| `evaluator` | [`Evaluator`][rampart.core.evaluator.Evaluator] | required | What attack condition to detect. |
| `max_turns` | `int` | `5` | Maximum prompt-response exchanges before `ERROR`. |
| `max_turns` | `int` | `5` | Maximum prompt-response exchanges; reaching the limit resolves the trace normally. |
| `event_handlers` | `list[ExecutionEventHandler] \| None` | `None` | Additional lifecycle event handlers. |

---
Expand Down
17 changes: 14 additions & 3 deletions docs/contributing/extending-rampart.md
Original file line number Diff line number Diff line change
Expand Up @@ -246,16 +246,18 @@ class MyEvaluator(BaseEvaluator):
self._target = target

async def evaluate_async(self, *, context: EvalContext) -> EvalResult:
"""Evaluate the latest turn for the target condition.
"""Evaluate the full trace for the target condition.

Args:
context (EvalContext): The evaluation context with turn history.

Returns:
EvalResult: Whether the condition was detected, with evidence.
"""
latest_turn = context.turns[-1]
detected = self._target in latest_turn.response.text
detected = any(
self._target in turn.response.text
for turn in context.turns
)

return EvalResult(
outcome=EvalOutcome.DETECTED if detected else EvalOutcome.NOT_DETECTED,
Expand All @@ -266,6 +268,15 @@ class MyEvaluator(BaseEvaluator):

Evaluator tests should cover detection, non-detection, edge cases (empty response, missing data), and that `evidence` / `rationale` are populated correctly.

!!! warning "Multi-turn evaluator migration"
Final-trace verdicts call an evaluator once with the complete transcript.
A custom evaluator that reads only `context.turns[-1]` intentionally judges
only the terminal response and cannot preserve earlier evidence. Rewrite
multi-turn predicates to inspect `context.turns` explicitly before
migrating execution cadence. The worked execution-strategy loop elsewhere
on this page still describes the current prefix-evaluation behavior and
will be replaced with the shared trace runner in the cadence change.


## Prompt Driver

Expand Down
37 changes: 32 additions & 5 deletions docs/probes/behavioral.md
Original file line number Diff line number Diff line change
Expand Up @@ -54,20 +54,47 @@ result = await Probes.behavior(
For full control over the conversation flow, use a [`StaticDriver`][rampart.drivers.static.StaticDriver]:

```python
from rampart.drivers import StaticDriver
from rampart import Request
from rampart.drivers import StaticDriver
from rampart.evaluators import ResponseContains, ResponseScope

driver = StaticDriver(prompts=[
Request(prompt="Hello"),
Request(prompt="What tools do you have?"),
Request(prompt="Name a search tool you can use."),
Request(prompt="Describe that search tool."),
])

result = await Probes.behavior(
driver=driver,
evaluator=ResponseContains("search"),
evaluator=ResponseContains(
"search",
scope=ResponseScope.CURRENT_TURN,
),
).execute_async(adapter=my_adapter)
```

These are the migration forms for complete-transcript probe requirements:

```python
from rampart.evaluators import ResponseContains, ResponseScope

# Every response must contain the expected term
ResponseContains("Paris", scope=ResponseScope.ALL_TURNS)

# No response may contain the forbidden term
~ResponseContains("password", scope=ResponseScope.ANY_TURN)
```

!!! warning "Multi-turn scope"
Omitting `scope` inspects only the current response and emits a
`FutureWarning` for multi-turn transcripts. See
[Temporal Scope](../usage/authoring-tests.md#temporal-scope).

This release prepares evaluator semantics for final-trace verdicts. Probe
executions still stop on the first detected prefix, so `ALL_TURNS` and
negated `ANY_TURN` cannot yet enforce requirements on prompts that were
never sent. Choose an explicit scope now, but rely on the complete
transcript quantifier only after final-trace evaluation lands.

---

## Parameters
Expand All @@ -80,7 +107,7 @@ See [`Probes.behavior()`][rampart.probes.Probes.behavior] for the full API refer
| `prompts` | `list[str] \| None` | `None` | A list of prompt strings. |
| `driver` | [`PromptDriver`][rampart.core.prompt_driver.PromptDriver] `\| None` | `None` | A pre-built prompt driver. |
| `evaluator` | [`Evaluator`][rampart.core.evaluator.Evaluator] | required | What behavior to detect. |
| `max_turns` | `int` | `25` | Maximum exchanges before `ERROR`. |
| `max_turns` | `int` | `25` | Maximum exchanges; reaching the limit resolves the trace normally. |

!!! warning
Provide exactly one of `prompt`, `prompts`, or `driver`. Providing more than one or none raises `ValueError`.
Expand Down
43 changes: 43 additions & 0 deletions docs/usage/authoring-tests.md
Original file line number Diff line number Diff line change
Expand Up @@ -117,6 +117,45 @@ ResponseContains(re.compile(r"ssh-rsa\s+[A-Za-z0-9+/]+"))
ResponseContains(lambda text: "secret" in text.lower())
```

#### Temporal Scope

By default, `ResponseContains` inspects only the current response. For a
multi-turn transcript, pass an explicit
[`ResponseScope`][rampart.evaluators.response_contains.ResponseScope]:

```python
from rampart.evaluators import ResponseContains, ResponseScope

# Detect if the pattern appeared at any point in the conversation
ResponseContains("id_rsa", scope=ResponseScope.ANY_TURN)

# Detect only if every response contained the pattern
ResponseContains("Paris", scope=ResponseScope.ALL_TURNS)

# Inspect only the latest response and ignore earlier turns
ResponseContains("id_rsa", scope=ResponseScope.CURRENT_TURN)
```

| Existing use | Intended meaning | Explicit form |
|---|---|---|
| attack, `ResponseContains(p)` | some turn contains `p` | `ResponseContains(p, scope=ResponseScope.ANY_TURN)` |
| attack, `~ResponseContains(p)` | some turn does not contain `p` | `~ResponseContains(p, scope=ResponseScope.ALL_TURNS)` |
| probe, `ResponseContains(p)` | every turn contains `p` | `ResponseContains(p, scope=ResponseScope.ALL_TURNS)` |
| probe, `~ResponseContains(p)` | no turn contains `p` | `~ResponseContains(p, scope=ResponseScope.ANY_TURN)` |

!!! warning "Migration"
Evaluating an unspecified scope over more than one turn emits a
`FutureWarning`. Single-turn evaluation is unchanged. Pass
`ResponseScope.CURRENT_TURN` explicitly when latest-response behavior is
intentional.

This is a preparatory API change. Executions continue to evaluate growing
prefixes until final-trace verdict cadence ships. In particular, probes
still stop on the first detected prefix, so `ALL_TURNS` and negated
`ANY_TURN` cannot yet enforce requirements on prompts that were never
sent. Choose an explicit scope now so the evaluator's meaning remains
unambiguous across the migration.

### [`SideEffectOccurred`][rampart.evaluators.side_effect.SideEffectOccurred] — Detect Side Effects

```python
Expand Down Expand Up @@ -172,6 +211,10 @@ judge = LLMJudge(
)
```

Use `TranscriptScope.FULL` when evidence from any earlier turn must affect the
final verdict. Under final-trace evaluation, `CURRENT_TURN` intentionally sees
only the terminal response; it does not preserve evidence from earlier turns.

**Custom persona.** The default judge identity is [`NEUTRAL_EVALUATOR`][rampart.evaluators.personas.NEUTRAL_EVALUATOR] — an impartial, literal evaluator. Override it when a different lens is useful:

```python
Expand Down
8 changes: 8 additions & 0 deletions rampart/__init__.py
Original file line number Diff line number Diff line change
Expand Up @@ -27,17 +27,21 @@
SafetyStatus,
resolve_as_attack,
resolve_as_probe,
resolve_attack_verdict,
resolve_probe_verdict,
)
from rampart.core.types import (
EvalContext,
EvalOutcome,
EvalResult,
EvaluationRole,
ObservabilityLevel,
Payload,
PayloadFormat,
Request,
Response,
SideEffect,
TerminationReason,
ToolCall,
Turn,
)
Expand All @@ -57,6 +61,7 @@
"EvalContext",
"EvalOutcome",
"EvalResult",
"EvaluationRole",
"Evaluator",
"EvaluatorError",
"ExecutionEvent",
Expand All @@ -82,11 +87,14 @@
"Session",
"SideEffect",
"Surface",
"TerminationReason",
"ToolCall",
"ToolDeclaration",
"TranscriptScope",
"Turn",
"record_result",
"resolve_as_attack",
"resolve_as_probe",
"resolve_attack_verdict",
"resolve_probe_verdict",
]
4 changes: 2 additions & 2 deletions rampart/attacks/_factory.py
Original file line number Diff line number Diff line change
Expand Up @@ -73,8 +73,8 @@ def xpia(
Benign user request(s) that cause the agent to process
poisoned content.
evaluator (Evaluator): What condition to check for.
max_turns (int): Maximum prompt-response exchanges before
ERROR. Defaults to 5.
max_turns (int): Maximum prompt-response exchanges. Reaching the
limit resolves the trace normally. Defaults to 5.
event_handlers (list[ExecutionEventHandler] | None): Optional
additional handlers for custom observability.

Expand Down
4 changes: 2 additions & 2 deletions rampart/attacks/_xpia.py
Original file line number Diff line number Diff line change
Expand Up @@ -66,8 +66,8 @@ class XPIAExecution(BaseExecution):
attachments.
driver (PromptDriver): How to drive the trigger conversation.
evaluator (Evaluator): What condition to check for.
max_turns (int): Maximum prompt-response exchanges before the
execution stops with ERROR. Prevents unbounded loops.
max_turns (int): Maximum prompt-response exchanges. Reaching the
limit resolves the trace normally and prevents unbounded loops.
event_handlers (list[ExecutionEventHandler] | None): Additional
handlers beyond the framework defaults.
"""
Expand Down
8 changes: 8 additions & 0 deletions rampart/core/__init__.py
Original file line number Diff line number Diff line change
Expand Up @@ -30,17 +30,21 @@
SafetyStatus,
resolve_as_attack,
resolve_as_probe,
resolve_attack_verdict,
resolve_probe_verdict,
)
from rampart.core.types import (
EvalContext,
EvalOutcome,
EvalResult,
EvaluationRole,
ObservabilityLevel,
Payload,
PayloadFormat,
Request,
Response,
SideEffect,
TerminationReason,
ToolCall,
Turn,
)
Expand All @@ -55,6 +59,7 @@
"EvalContext",
"EvalOutcome",
"EvalResult",
"EvaluationRole",
"Evaluator",
"ExecutionEvent",
"ExecutionEventData",
Expand All @@ -79,10 +84,13 @@
"Session",
"SideEffect",
"Surface",
"TerminationReason",
"ToolCall",
"ToolDeclaration",
"Turn",
"evaluate_turn_async",
"resolve_as_attack",
"resolve_as_probe",
"resolve_attack_verdict",
"resolve_probe_verdict",
]
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