Skip to content
Open
Show file tree
Hide file tree
Changes from all commits
Commits
File filter

Filter by extension

Filter by extension

Conversations
Failed to load comments.
Loading
Jump to
Jump to file
Failed to load files.
Loading
Diff view
Diff view
10 changes: 9 additions & 1 deletion docs/features/FIDES_IMPLEMENTATION_SUMMARY.md
Original file line number Diff line number Diff line change
Expand Up @@ -4,6 +4,10 @@

**FIDES** is a comprehensive deterministic prompt injection defense system for the agent framework. The implementation provides label-based security mechanisms to defend against prompt injection attacks by tracking integrity and confidentiality of content throughout agent execution.

FIDES enforces tool-result, hidden-variable, caller-replayed, and history-provider flows. Other `ContextProvider`
implementations remain trusted plugins; provider-injected messages require an explicit provider/application trust
boundary until a first-class provider-message labeling contract is defined.

**🚀 Key Features:**
- **Context Provider Pattern** - `SecureAgentConfig` extends `ContextProvider`, injecting tools, instructions, and middleware automatically
- **Automatic Variable Hiding** - UNTRUSTED content is automatically hidden without requiring manual intervention
Expand Down Expand Up @@ -363,4 +367,8 @@ cd python/packages/core && ../../.venv/bin/pytest tests/test_security.py -v
- **Full traceability**: Message-level label tracking
- **Complete auditability**: All security events logged

The system ensures that untrusted content never directly reaches the LLM context and that all tool calls are policy-checked based on the cumulative security state before execution.
The system hides FIDES-labeled untrusted tool output from the LLM context and policy-checks tool calls against the
cumulative security state before execution. Newly supplied assistant/tool messages are conservatively labeled even
when state was restored. History-provider messages reconstruct missing state, while restored state remains
authoritative for unstamped stored history; trusted non-history context providers remain responsible for the data they
inject.
91 changes: 87 additions & 4 deletions python/packages/ag-ui/agent_framework_ag_ui/_agent_run.py
Original file line number Diff line number Diff line change
Expand Up @@ -90,7 +90,12 @@
InRunPendingToolTransitionOwner,
)
from ._approval_state import _APPROVAL_SCOPE_INPUT_KEY, InMemoryAGUIApprovalStateStore, approval_state_thread_id
from ._message_adapters import _APPROVAL_DECISION_IS_BOOLEAN_KEY, normalize_agui_input_messages
from ._message_adapters import (
_APPROVAL_DECISION_IS_BOOLEAN_KEY,
_mark_backend_snapshot_origin,
_take_backend_snapshot_messages,
normalize_agui_input_messages,
)
from ._predictive_state import PredictiveStateHandler
from ._tooling import collect_server_tools, merge_tools
from ._run_common import (
Expand Down Expand Up @@ -1764,6 +1769,7 @@ async def _resolve_approval_responses(
pending_response_groups: dict[object, tuple[ApprovalOccurrence, list[Content]]] = {}
intents_by_response_content_id: dict[int, AuthorizedExecution] = {}
authenticated_non_grants: list[Content] = []
authenticated_rejection_call_ids: set[str] = set()
for response in approval_responses:
resp_id = response.id
function_call_id = response.function_call.call_id if response.function_call else None
Expand Down Expand Up @@ -1861,6 +1867,7 @@ async def _resolve_approval_responses(
)
if decision_is_boolean and primary_response.approved is False and not server_label:
authenticated_non_grants.append(_approval_observer_response(pending_entry))
authenticated_rejection_call_ids.add(pending_entry.identity.call_id)
if (
(primary_response.approved is True or pending_entry.owner is ApprovalExecutionOwner.DEFERRED)
and lifecycle is not None
Expand Down Expand Up @@ -1902,6 +1909,14 @@ async def _resolve_approval_responses(
authenticated_non_grants, session=invocation_session
)

if valid_response_content_ids:
for message in messages:
if message.contents and all(
content.type == "function_approval_response" and id(content) in valid_response_content_ids
for content in message.contents
):
_mark_backend_snapshot_origin(message)

if response_content_ids_to_strip:
filtered_messages: list[Message] = []
for message in messages:
Expand Down Expand Up @@ -2075,12 +2090,19 @@ async def execute_local_call(approval: Content = approval, call_id: str = call_i
# After _replace_approval_contents_with_results, approved tool calls have their results
# placed in user messages. OpenAI requires tool results to be in role="tool" messages.
# This transformation ensures the message history is valid for the LLM provider.
_convert_approval_results_to_tool_messages(messages)
_convert_approval_results_to_tool_messages(
messages,
authenticated_rejection_call_ids=authenticated_rejection_call_ids,
)

return approved_results


def _convert_approval_results_to_tool_messages(messages: list[Message]) -> None:
def _convert_approval_results_to_tool_messages(
messages: list[Message],
*,
authenticated_rejection_call_ids: set[str] | None = None,
) -> None:
"""Convert function_result content in user messages to proper tool messages.

After approval processing, tool results end up in user messages. OpenAI and other
Expand All @@ -2095,6 +2117,13 @@ def _convert_approval_results_to_tool_messages(messages: list[Message]) -> None:
result: list[Message] = []

for msg in messages:
if authenticated_rejection_call_ids and any(
content.type == "function_result"
and content.call_id in authenticated_rejection_call_ids
and content.result == "Error: Tool call invocation was rejected by user."
for content in msg.contents
):
_mark_backend_snapshot_origin(msg)
if get_role_value(msg) != "user":
result.append(msg)
continue
Expand All @@ -2113,7 +2142,8 @@ def _convert_approval_results_to_tool_messages(messages: list[Message]) -> None:

# Tool messages first (right after the preceding assistant message per OpenAI requirements)
for func_result in function_results:
result.append(Message(role="tool", contents=[func_result]))
tool_message = Message(role="tool", contents=[func_result])
result.append(tool_message)

# Then user message with remaining content (if any)
if other_contents:
Expand Down Expand Up @@ -2801,6 +2831,33 @@ def _split_service_session_input(
return snapshot_messages[len(stored_snapshot_messages) :], snapshot_messages


def _mark_fides_state_covered_messages(
agent: SupportsAgentRun,
messages: Sequence[Message],
) -> None:
"""Mark backend-restored replay messages for FIDES without importing the experimental module."""
if not messages:
return
for provider in getattr(agent, "context_providers", ()):
marker = getattr(provider, "_mark_replay_state_covered_messages", None)
if callable(marker):
marker(messages)


def _fold_fides_uncovered_replay_messages(
agent: SupportsAgentRun,
session: AgentSession,
messages: Sequence[Message],
*,
complete_replay_messages: Sequence[Message] | None = None,
) -> None:
"""Fold uncovered replay into FIDES state before a snapshot-only return."""
for provider in getattr(agent, "context_providers", ()):
fold = getattr(provider, "_fold_uncovered_replay_messages", None)
if callable(fold):
fold(session, messages, complete_replay_messages=complete_replay_messages)


def _legacy_tool_message_approval_resume(
messages: Sequence[Mapping[str, Any]],
*,
Expand Down Expand Up @@ -3004,6 +3061,7 @@ async def _run_agent_stream(
)

stored_snapshot = snapshot_session.stored
backend_snapshot_message_ids: set[int] = set()
stored_pending_approval_interrupt_ids: set[str] = set()
seeded_resume_from_snapshot = False
if stored_snapshot is not None:
Expand Down Expand Up @@ -3073,6 +3131,8 @@ async def _run_agent_stream(
stored_interrupt=stored_snapshot.interrupt,
)
raw_messages = provider_suffix
if not config.use_service_session:
backend_snapshot_message_ids = {id(message) for message in raw_messages[: len(stored_snapshot.messages)]}

# Initialize flow state with stored state plus request-provided overrides;
# endpoint-deferred defaults apply only to keys missing from both.
Expand Down Expand Up @@ -3198,7 +3258,9 @@ async def _run_agent_stream(
raw_messages,
sanitize_tool_history=not (config.use_service_session and stored_snapshot is not None),
protected_tool_call_ids=protected_tool_call_ids,
backend_snapshot_message_ids=backend_snapshot_message_ids,
)
_mark_fides_state_covered_messages(agent, _take_backend_snapshot_messages(messages))
Comment thread
eavanvalkenburg marked this conversation as resolved.
Comment thread
eavanvalkenburg marked this conversation as resolved.

if snapshot_seed_messages is not None:
_, snapshot_messages = normalize_agui_input_messages(
Expand Down Expand Up @@ -3361,6 +3423,23 @@ async def save_thread_snapshot(
),
)

def fold_fides_replay_before_snapshot_save() -> None:
complete_replay_snapshot = snapshot_messages
if resume_payload is not None and not seeded_resume_from_snapshot and snapshot_seed_messages is None:
complete_replay_snapshot = snapshot_session.resume_seeded_messages(complete_replay_snapshot)
complete_replay_messages, _ = normalize_agui_input_messages(
complete_replay_snapshot,
sanitize_tool_history=not (config.use_service_session and stored_snapshot is not None),
protected_tool_call_ids=protected_tool_call_ids,
)
_fold_fides_uncovered_replay_messages(
agent,
session,
messages,
complete_replay_messages=complete_replay_messages,
)
_mark_fides_state_covered_messages(agent, messages)

authenticated_cancellations = [
_approval_observer_response(occurrence, cancelled=True)
for interrupt_id in cancelled_resume_ids
Expand Down Expand Up @@ -3552,6 +3631,7 @@ async def save_thread_snapshot(
forwarded_executions=forwarded_executions,
)
resolved_approval_results = retained_approval_results + newly_resolved_approval_results
_mark_fides_state_covered_messages(agent, _take_backend_snapshot_messages(messages))

# Defense-in-depth: replace approval payloads in snapshot with actual tool results
# so CopilotKit does not re-send stale approval content on subsequent turns.
Expand Down Expand Up @@ -3613,6 +3693,7 @@ def merge_snapshot_interrupts(
persisted_messages = snapshot_messages
if resume_payload is not None and not seeded_resume_from_snapshot and snapshot_seed_messages is None:
persisted_messages = snapshot_session.resume_seeded_messages(persisted_messages)
fold_fides_replay_before_snapshot_save()
await save_thread_snapshot(
persisted_messages=persisted_messages,
state=cast(dict[str, Any], make_json_safe(flow.current_state)) if flow.current_state else None,
Expand Down Expand Up @@ -3646,6 +3727,7 @@ def merge_snapshot_interrupts(
if resume_payload is not None and not seeded_resume_from_snapshot and snapshot_seed_messages is None:
persisted_messages = snapshot_session.resume_seeded_messages(persisted_messages)
preserved_interrupts = remaining_stored_interrupts(retired_approval_interrupt_ids)
fold_fides_replay_before_snapshot_save()
Comment thread
eavanvalkenburg marked this conversation as resolved.
await save_thread_snapshot(
persisted_messages=persisted_messages,
state=cast(dict[str, Any], make_json_safe(flow.current_state)) if flow.current_state else None,
Expand All @@ -3654,6 +3736,7 @@ def merge_snapshot_interrupts(

# Handle confirm_changes response (state confirmation flow - emit confirmation and stop)
if is_confirm_changes_response:
fold_fides_replay_before_snapshot_save()
confirm_additional_properties = cast(dict[str, Any], messages[-1].additional_properties or {})
confirm_interrupt_id = confirm_additional_properties.get("tool_call_id")
confirm_remaining_interrupts = remaining_stored_interrupts(
Expand Down
Loading
Loading