Models openai for Prompt injection
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| --- | ||
| category: minorAnalysis | ||
| --- | ||
| * Added propmpt injection query | ||
| * Added taint flow model and type model for `agents` and `openai` modules. |
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| /** | ||
| * Provides classes modeling security-relevant aspects of the `openAI`Agents SDK package. | ||
| * See https://github.com/openai/openai-agents-python. | ||
| */ | ||
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| private import python | ||
| private import semmle.python.ApiGraphs | ||
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| /** | ||
| * Provides models for Agent (instances of the `agents.Agent` class). | ||
| * | ||
| * See https://github.com/openai/openai-agents-python. | ||
| */ | ||
| module Agent { | ||
| /** Gets a reference to the `agents.Agent` class. */ | ||
| API::Node classRef() { result = API::moduleImport("agents").getMember("Agent") } | ||
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| /** Gets a reference to a potential property of `agents.Agent` called instructions which refers to the system prompt. */ | ||
| API::Node sink() { result = classRef().getACall().getKeywordParameter("instructions") } | ||
| } | ||
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| /** | ||
| * Provides models for OpenAI (instances of `openai` classes). | ||
| * | ||
| * See https://github.com/openai/openai-python. | ||
| */ | ||
| module OpenAI { | ||
| /** Gets a reference to `openai.OpenAI`, `openai.AsyncOpenAI` and `openai.AzureOpenAI`classes. */ | ||
| API::Node classRef() { | ||
| result = API::moduleImport("openai").getMember(["OpenAI", "AsyncOpenAI", "AzureOpenAI"]) | ||
| } | ||
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| /** Gets a reference to a potential property of `openai.OpenAI called instructions which refers to the system prompt. */ | ||
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| API::Node sink() { | ||
| result = | ||
| classRef() | ||
| .getReturn() | ||
| .getMember("responses") | ||
| .getMember("create") | ||
| .getKeywordParameter(["input", "instructions"]) or | ||
| result = | ||
| classRef() | ||
| .getReturn() | ||
| .getMember("realtime") | ||
| .getMember("connect") | ||
| .getReturn() | ||
| .getMember("conversation") | ||
| .getMember("item") | ||
| .getMember("create") | ||
| .getKeywordParameter("item") or | ||
| result = | ||
| classRef() | ||
| .getReturn() | ||
| .getMember("chat") | ||
| .getMember("completions") | ||
| .getMember("create") | ||
| .getKeywordParameter("messages") | ||
| } | ||
| } | ||
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| /** | ||
| * Provides default sources, sinks and sanitizers for detecting | ||
| * "prompt injection" | ||
| * vulnerabilities, as well as extension points for adding your own. | ||
| */ | ||
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| import python | ||
| private import semmle.python.dataflow.new.DataFlow | ||
| private import semmle.python.Concepts | ||
| private import semmle.python.dataflow.new.RemoteFlowSources | ||
| private import semmle.python.dataflow.new.BarrierGuards | ||
| private import semmle.python.frameworks.OpenAI | ||
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| module PromptInjection { | ||
| /** | ||
| * A data flow source for "prompt injection" vulnerabilities. | ||
| */ | ||
| abstract class Source extends DataFlow::Node { } | ||
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| /** | ||
| * A data flow sink for "prompt injection" vulnerabilities. | ||
| */ | ||
| abstract class Sink extends DataFlow::Node { } | ||
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| /** | ||
| * A sanitizer for "prompt injection" vulnerabilities. | ||
| */ | ||
| abstract class Sanitizer extends DataFlow::Node { } | ||
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| /** | ||
| * An active threat-model source, considered as a flow source. | ||
| */ | ||
| private class ActiveThreatModelSourceAsSource extends Source, ActiveThreatModelSource { } | ||
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| /** | ||
| * Agent prompt sinks, considered as a flow sink. | ||
| */ | ||
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| class SystemPromptSink extends Sink { | ||
| SystemPromptSink() { this = Agent::sink().asSink() or this = OpenAI::sink().asSink() } | ||
| } | ||
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| private import semmle.python.frameworks.data.ModelsAsData | ||
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| private class DataAsPromptSink extends Sink { | ||
| DataAsPromptSink() { this = ModelOutput::getASinkNode("prompt-injection").asSink() } | ||
| } | ||
| } | ||
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| /** | ||||
| * Provides taint-tracking configurations for detecting "prompt injection" vulnerabilities. | ||||
| * | ||||
| * Note, for performance reasons: only import this file if | ||||
| * `PromptInjection::Configuration` is needed, otherwise | ||||
| * `PromptInjectionCustomizations` should be imported instead. | ||||
| */ | ||||
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| private import python | ||||
| import semmle.python.dataflow.new.DataFlow | ||||
| import semmle.python.dataflow.new.TaintTracking | ||||
| import PromptInjectionCustomizations::PromptInjection | ||||
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| private module PromptInjectionConfig implements DataFlow::ConfigSig { | ||||
| predicate isSource(DataFlow::Node node) { node instanceof Source } | ||||
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| predicate isSink(DataFlow::Node node) { | ||||
| node instanceof Sink | ||||
| //any() | ||||
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| } | ||||
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| predicate isBarrierIn(DataFlow::Node node) { node instanceof Sanitizer } | ||||
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| predicate observeDiffInformedIncrementalMode() { any() } | ||||
| } | ||||
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| /** Global taint-tracking for detecting "prompt injection" vulnerabilities. */ | ||||
| module PromptInjectionFlow = TaintTracking::Global<PromptInjectionConfig>; | ||||
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| <!DOCTYPE qhelp PUBLIC | ||||
| "-//Semmle//qhelp//EN" | ||||
| "qhelp.dtd"> | ||||
| <qhelp> | ||||
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| <overview> | ||||
| <p>Prompts can be constructed to bypass the original purposes of an agent and lead to sensitive data leak or | ||||
| operations that were not intended.</p> | ||||
| </overview> | ||||
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| <recommendation> | ||||
| <p>Sanitize user input and also avoid using user input in developer or system level prompts.</p> | ||||
| </recommendation> | ||||
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| <example> | ||||
| <p>In the following examples, the cases marked GOOD show secure prompt construction; whereas in the case marked BAD they may be susceptible to prompt injection.</p> | ||||
| <sample src="examples/TODO.py" /> | ||||
|
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| </example> | ||||
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| <references> | ||||
| <li>OWASP: <a href="https://owasp.org/www-community/attacks/PromptInjection">PromptInjection</a>.</li> | ||||
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| </references> | ||||
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| </qhelp> | ||||
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| /** | ||||||||||
| * @name User input used in developer message and or system prompt | ||||||||||
| * @description User input used in developer message and or system prompt can allow for Prompt Injection attacks. | ||||||||||
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| * @name User input used in developer message and or system prompt | |
| * @description User input used in developer message and or system prompt can allow for Prompt Injection attacks. | |
| * @name User input used in developer message or system prompt | |
| * @description User input used in developer message or system prompt can allow for Prompt Injection attacks. |
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| edges | ||
| | agent_instructions.py:2:26:2:32 | ControlFlowNode for ImportMember | agent_instructions.py:2:26:2:32 | ControlFlowNode for request | provenance | | | ||
| | agent_instructions.py:2:26:2:32 | ControlFlowNode for request | agent_instructions.py:7:13:7:19 | ControlFlowNode for request | provenance | | | ||
| | agent_instructions.py:7:5:7:9 | ControlFlowNode for input | agent_instructions.py:9:50:9:89 | ControlFlowNode for BinaryExpr | provenance | | | ||
| | agent_instructions.py:7:13:7:19 | ControlFlowNode for request | agent_instructions.py:7:13:7:24 | ControlFlowNode for Attribute | provenance | AdditionalTaintStep | | ||
| | agent_instructions.py:7:13:7:24 | ControlFlowNode for Attribute | agent_instructions.py:7:13:7:37 | ControlFlowNode for Attribute() | provenance | dict.get | | ||
| | agent_instructions.py:7:13:7:37 | ControlFlowNode for Attribute() | agent_instructions.py:7:5:7:9 | ControlFlowNode for input | provenance | | | ||
| | openai_test.py:2:26:2:32 | ControlFlowNode for ImportMember | openai_test.py:2:26:2:32 | ControlFlowNode for request | provenance | | | ||
| | openai_test.py:2:26:2:32 | ControlFlowNode for request | openai_test.py:12:15:12:21 | ControlFlowNode for request | provenance | | | ||
| | openai_test.py:2:26:2:32 | ControlFlowNode for request | openai_test.py:13:13:13:19 | ControlFlowNode for request | provenance | | | ||
| | openai_test.py:2:26:2:32 | ControlFlowNode for request | openai_test.py:14:12:14:18 | ControlFlowNode for request | provenance | | | ||
| | openai_test.py:12:5:12:11 | ControlFlowNode for persona | openai_test.py:17:22:17:46 | ControlFlowNode for BinaryExpr | provenance | | | ||
| | openai_test.py:12:5:12:11 | ControlFlowNode for persona | openai_test.py:22:22:22:46 | ControlFlowNode for BinaryExpr | provenance | | | ||
| | openai_test.py:12:5:12:11 | ControlFlowNode for persona | openai_test.py:23:15:36:9 | ControlFlowNode for List | provenance | | | ||
| | openai_test.py:12:5:12:11 | ControlFlowNode for persona | openai_test.py:40:22:40:46 | ControlFlowNode for BinaryExpr | provenance | | | ||
| | openai_test.py:12:5:12:11 | ControlFlowNode for persona | openai_test.py:58:18:69:9 | ControlFlowNode for List | provenance | | | ||
| | openai_test.py:12:5:12:11 | ControlFlowNode for persona | openai_test.py:73:18:82:9 | ControlFlowNode for List | provenance | | | ||
| | openai_test.py:12:15:12:21 | ControlFlowNode for request | openai_test.py:12:15:12:26 | ControlFlowNode for Attribute | provenance | AdditionalTaintStep | | ||
| | openai_test.py:12:15:12:21 | ControlFlowNode for request | openai_test.py:13:13:13:24 | ControlFlowNode for Attribute | provenance | AdditionalTaintStep | | ||
| | openai_test.py:12:15:12:21 | ControlFlowNode for request | openai_test.py:14:12:14:23 | ControlFlowNode for Attribute | provenance | AdditionalTaintStep | | ||
| | openai_test.py:12:15:12:26 | ControlFlowNode for Attribute | openai_test.py:12:15:12:41 | ControlFlowNode for Attribute() | provenance | dict.get | | ||
| | openai_test.py:12:15:12:41 | ControlFlowNode for Attribute() | openai_test.py:12:5:12:11 | ControlFlowNode for persona | provenance | | | ||
| | openai_test.py:13:5:13:9 | ControlFlowNode for query | openai_test.py:18:15:18:19 | ControlFlowNode for query | provenance | | | ||
| | openai_test.py:13:5:13:9 | ControlFlowNode for query | openai_test.py:23:15:36:9 | ControlFlowNode for List | provenance | | | ||
| | openai_test.py:13:5:13:9 | ControlFlowNode for query | openai_test.py:41:15:41:19 | ControlFlowNode for query | provenance | | | ||
| | openai_test.py:13:5:13:9 | ControlFlowNode for query | openai_test.py:46:18:54:13 | ControlFlowNode for Dict | provenance | | | ||
| | openai_test.py:13:5:13:9 | ControlFlowNode for query | openai_test.py:58:18:69:9 | ControlFlowNode for List | provenance | | | ||
| | openai_test.py:13:5:13:9 | ControlFlowNode for query | openai_test.py:73:18:82:9 | ControlFlowNode for List | provenance | | | ||
| | openai_test.py:13:13:13:19 | ControlFlowNode for request | openai_test.py:13:13:13:24 | ControlFlowNode for Attribute | provenance | AdditionalTaintStep | | ||
| | openai_test.py:13:13:13:19 | ControlFlowNode for request | openai_test.py:14:12:14:23 | ControlFlowNode for Attribute | provenance | AdditionalTaintStep | | ||
| | openai_test.py:13:13:13:24 | ControlFlowNode for Attribute | openai_test.py:13:13:13:37 | ControlFlowNode for Attribute() | provenance | dict.get | | ||
| | openai_test.py:13:13:13:37 | ControlFlowNode for Attribute() | openai_test.py:13:5:13:9 | ControlFlowNode for query | provenance | | | ||
| | openai_test.py:14:5:14:8 | ControlFlowNode for role | openai_test.py:46:18:54:13 | ControlFlowNode for Dict | provenance | | | ||
| | openai_test.py:14:5:14:8 | ControlFlowNode for role | openai_test.py:58:18:69:9 | ControlFlowNode for List | provenance | | | ||
| | openai_test.py:14:12:14:18 | ControlFlowNode for request | openai_test.py:14:12:14:23 | ControlFlowNode for Attribute | provenance | AdditionalTaintStep | | ||
| | openai_test.py:14:12:14:23 | ControlFlowNode for Attribute | openai_test.py:14:12:14:35 | ControlFlowNode for Attribute() | provenance | dict.get | | ||
| | openai_test.py:14:12:14:35 | ControlFlowNode for Attribute() | openai_test.py:14:5:14:8 | ControlFlowNode for role | provenance | | | ||
| nodes | ||
| | agent_instructions.py:2:26:2:32 | ControlFlowNode for ImportMember | semmle.label | ControlFlowNode for ImportMember | | ||
| | agent_instructions.py:2:26:2:32 | ControlFlowNode for request | semmle.label | ControlFlowNode for request | | ||
| | agent_instructions.py:7:5:7:9 | ControlFlowNode for input | semmle.label | ControlFlowNode for input | | ||
| | agent_instructions.py:7:13:7:19 | ControlFlowNode for request | semmle.label | ControlFlowNode for request | | ||
| | agent_instructions.py:7:13:7:24 | ControlFlowNode for Attribute | semmle.label | ControlFlowNode for Attribute | | ||
| | agent_instructions.py:7:13:7:37 | ControlFlowNode for Attribute() | semmle.label | ControlFlowNode for Attribute() | | ||
| | agent_instructions.py:9:50:9:89 | ControlFlowNode for BinaryExpr | semmle.label | ControlFlowNode for BinaryExpr | | ||
| | openai_test.py:2:26:2:32 | ControlFlowNode for ImportMember | semmle.label | ControlFlowNode for ImportMember | | ||
| | openai_test.py:2:26:2:32 | ControlFlowNode for request | semmle.label | ControlFlowNode for request | | ||
| | openai_test.py:12:5:12:11 | ControlFlowNode for persona | semmle.label | ControlFlowNode for persona | | ||
| | openai_test.py:12:15:12:21 | ControlFlowNode for request | semmle.label | ControlFlowNode for request | | ||
| | openai_test.py:12:15:12:26 | ControlFlowNode for Attribute | semmle.label | ControlFlowNode for Attribute | | ||
| | openai_test.py:12:15:12:41 | ControlFlowNode for Attribute() | semmle.label | ControlFlowNode for Attribute() | | ||
| | openai_test.py:13:5:13:9 | ControlFlowNode for query | semmle.label | ControlFlowNode for query | | ||
| | openai_test.py:13:13:13:19 | ControlFlowNode for request | semmle.label | ControlFlowNode for request | | ||
| | openai_test.py:13:13:13:24 | ControlFlowNode for Attribute | semmle.label | ControlFlowNode for Attribute | | ||
| | openai_test.py:13:13:13:37 | ControlFlowNode for Attribute() | semmle.label | ControlFlowNode for Attribute() | | ||
| | openai_test.py:14:5:14:8 | ControlFlowNode for role | semmle.label | ControlFlowNode for role | | ||
| | openai_test.py:14:12:14:18 | ControlFlowNode for request | semmle.label | ControlFlowNode for request | | ||
| | openai_test.py:14:12:14:23 | ControlFlowNode for Attribute | semmle.label | ControlFlowNode for Attribute | | ||
| | openai_test.py:14:12:14:35 | ControlFlowNode for Attribute() | semmle.label | ControlFlowNode for Attribute() | | ||
| | openai_test.py:17:22:17:46 | ControlFlowNode for BinaryExpr | semmle.label | ControlFlowNode for BinaryExpr | | ||
| | openai_test.py:18:15:18:19 | ControlFlowNode for query | semmle.label | ControlFlowNode for query | | ||
| | openai_test.py:22:22:22:46 | ControlFlowNode for BinaryExpr | semmle.label | ControlFlowNode for BinaryExpr | | ||
| | openai_test.py:23:15:36:9 | ControlFlowNode for List | semmle.label | ControlFlowNode for List | | ||
| | openai_test.py:40:22:40:46 | ControlFlowNode for BinaryExpr | semmle.label | ControlFlowNode for BinaryExpr | | ||
| | openai_test.py:41:15:41:19 | ControlFlowNode for query | semmle.label | ControlFlowNode for query | | ||
| | openai_test.py:46:18:54:13 | ControlFlowNode for Dict | semmle.label | ControlFlowNode for Dict | | ||
| | openai_test.py:58:18:69:9 | ControlFlowNode for List | semmle.label | ControlFlowNode for List | | ||
| | openai_test.py:73:18:82:9 | ControlFlowNode for List | semmle.label | ControlFlowNode for List | | ||
| subpaths | ||
| #select | ||
| | agent_instructions.py:9:50:9:89 | ControlFlowNode for BinaryExpr | agent_instructions.py:2:26:2:32 | ControlFlowNode for ImportMember | agent_instructions.py:9:50:9:89 | ControlFlowNode for BinaryExpr | This prompt construction depends on a $@. | agent_instructions.py:2:26:2:32 | ControlFlowNode for ImportMember | user-provided value | | ||
| | openai_test.py:17:22:17:46 | ControlFlowNode for BinaryExpr | openai_test.py:2:26:2:32 | ControlFlowNode for ImportMember | openai_test.py:17:22:17:46 | ControlFlowNode for BinaryExpr | This prompt construction depends on a $@. | openai_test.py:2:26:2:32 | ControlFlowNode for ImportMember | user-provided value | | ||
| | openai_test.py:18:15:18:19 | ControlFlowNode for query | openai_test.py:2:26:2:32 | ControlFlowNode for ImportMember | openai_test.py:18:15:18:19 | ControlFlowNode for query | This prompt construction depends on a $@. | openai_test.py:2:26:2:32 | ControlFlowNode for ImportMember | user-provided value | | ||
| | openai_test.py:22:22:22:46 | ControlFlowNode for BinaryExpr | openai_test.py:2:26:2:32 | ControlFlowNode for ImportMember | openai_test.py:22:22:22:46 | ControlFlowNode for BinaryExpr | This prompt construction depends on a $@. | openai_test.py:2:26:2:32 | ControlFlowNode for ImportMember | user-provided value | | ||
| | openai_test.py:23:15:36:9 | ControlFlowNode for List | openai_test.py:2:26:2:32 | ControlFlowNode for ImportMember | openai_test.py:23:15:36:9 | ControlFlowNode for List | This prompt construction depends on a $@. | openai_test.py:2:26:2:32 | ControlFlowNode for ImportMember | user-provided value | | ||
| | openai_test.py:40:22:40:46 | ControlFlowNode for BinaryExpr | openai_test.py:2:26:2:32 | ControlFlowNode for ImportMember | openai_test.py:40:22:40:46 | ControlFlowNode for BinaryExpr | This prompt construction depends on a $@. | openai_test.py:2:26:2:32 | ControlFlowNode for ImportMember | user-provided value | | ||
| | openai_test.py:41:15:41:19 | ControlFlowNode for query | openai_test.py:2:26:2:32 | ControlFlowNode for ImportMember | openai_test.py:41:15:41:19 | ControlFlowNode for query | This prompt construction depends on a $@. | openai_test.py:2:26:2:32 | ControlFlowNode for ImportMember | user-provided value | | ||
| | openai_test.py:46:18:54:13 | ControlFlowNode for Dict | openai_test.py:2:26:2:32 | ControlFlowNode for ImportMember | openai_test.py:46:18:54:13 | ControlFlowNode for Dict | This prompt construction depends on a $@. | openai_test.py:2:26:2:32 | ControlFlowNode for ImportMember | user-provided value | | ||
| | openai_test.py:58:18:69:9 | ControlFlowNode for List | openai_test.py:2:26:2:32 | ControlFlowNode for ImportMember | openai_test.py:58:18:69:9 | ControlFlowNode for List | This prompt construction depends on a $@. | openai_test.py:2:26:2:32 | ControlFlowNode for ImportMember | user-provided value | | ||
| | openai_test.py:73:18:82:9 | ControlFlowNode for List | openai_test.py:2:26:2:32 | ControlFlowNode for ImportMember | openai_test.py:73:18:82:9 | ControlFlowNode for List | This prompt construction depends on a $@. | openai_test.py:2:26:2:32 | ControlFlowNode for ImportMember | user-provided value | |
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| query: Security/CWE-1427/PromptInjection.ql | ||
Check warningCode scanning / CodeQL Query test without inline test expectations Warning test |
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| from agents import Agent, Runner | ||
| from flask import Flask, request # $ Source=flask | ||
| app = Flask(__name__) | ||
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| @app.route("/parameter-route") | ||
| def get_input(): | ||
| input = request.args.get("input") | ||
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| agent = Agent(name="Assistant", instructions="This prompt is customized for " + input) # $Alert[py/prompt-injection] | ||
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| result = Runner.run_sync(agent, "This is a user message.") | ||
| print(result.final_output) |
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There is a typo in the comment. "openAI" should be "OpenAI" with a capital "O" and capital "A" and capital "I".