[8.16] [Security Solution] [Attack discovery] Updates default Attack discovery max alerts for users still using legacy models (#196939)

x-pack/packages/kbn-elastic-assistant/impl/assistant_context/constants.tsx

@@ -24,7 +24,7 @@ export const ANONYMIZATION_TABLE_SESSION_STORAGE_KEY = 'anonymizationTable';
 export const DEFAULT_LATEST_ALERTS = 100;
 
 /** The default maximum number of alerts to be sent as context when generating Attack discoveries */
-export const DEFAULT_ATTACK_DISCOVERY_MAX_ALERTS = 200;
+export const DEFAULT_ATTACK_DISCOVERY_MAX_ALERTS = 100;
 
 export const DEFAULT_KNOWLEDGE_BASE_SETTINGS: KnowledgeBaseConfig = {
   latestAlerts: DEFAULT_LATEST_ALERTS,

x-pack/plugins/elastic_assistant/server/lib/attack_discovery/evaluation/__mocks__/mock_anonymized_alerts.ts

@@ -0,0 +1,26 @@
+/*
+ * Copyright Elasticsearch B.V. and/or licensed to Elasticsearch B.V. under one
+ * or more contributor license agreements. Licensed under the Elastic License
+ * 2.0; you may not use this file except in compliance with the Elastic License
+ * 2.0.
+ */
+
+import type { Document } from '@langchain/core/documents';
+
+export const mockAnonymizedAlerts: Document[] = [
+  {
+    pageContent:
+      '@timestamp,2024-10-16T02:40:08.837Z\n_id,87c42d26897490ee02ba42ec4e872910b29f3c69bda357b8faf197b533b8528a\nevent.category,malware,intrusion_detection\nevent.dataset,endpoint.alerts\nevent.module,endpoint\nevent.outcome,success\nhost.name,f5b69281-3e7e-4b52-9225-e5c30dc29c78\nhost.os.name,Windows\nhost.os.version,21H2 (10.0.20348.1607)\nkibana.alert.original_time,2023-04-01T22:03:26.909Z\nkibana.alert.risk_score,99\nkibana.alert.rule.description,Generates a detection alert each time an Elastic Endpoint Security alert is received. Enabling this rule allows you to immediately begin investigating your Endpoint alerts.\nkibana.alert.rule.name,Malicious Behavior Detection Alert: Execution of a Windows Script File Written by a Suspicious Process\nkibana.alert.severity,critical\nkibana.alert.workflow_status,open\nmessage,Malicious Behavior Detection Alert: Execution of a Windows Script File Written by a Suspicious Process\nprocess.Ext.token.integrity_level_name,high\nprocess.args,wscript,C:\\ProgramData\\WindowsAppPool\\AppPool.vbs\nprocess.code_signature.exists,true\nprocess.code_signature.status,trusted\nprocess.code_signature.subject_name,Microsoft Windows\nprocess.code_signature.trusted,true\nprocess.command_line,wscript C:\\ProgramData\\WindowsAppPool\\AppPool.vbs\nprocess.executable,C:\\Windows\\System32\\wscript.exe\nprocess.hash.md5,3412340ca1bf2f4118cbfe98961ceeda\nprocess.hash.sha1,bcb0568cbf0af0c09b53829ce9ee8ba30db77c56\nprocess.hash.sha256,02c731754bcc8f063a8c7aa53c7b7d5773f389e17582ffaa6eaaa692da183fd7\nprocess.name,wscript.exe\nprocess.parent.args,C:\\Program Files\\Microsoft Office\\Root\\Office16\\WINWORD.EXE,/n,C:\\Users\\Administrator\\Desktop\\9828375091\\7cbad6b3f505a199d6766a86b41ed23786bbb99dab9cae6c18936afdc2512f00.doc,/o,\nprocess.parent.args_count,5\nprocess.parent.command_line,"C:\\Program Files\\Microsoft Office\\Root\\Office16\\WINWORD.EXE" /n "C:\\Users\\Administrator\\Desktop\\9828375091\\7cbad6b3f505a199d6766a86b41ed23786bbb99dab9cae6c18936afdc2512f00.doc" /o ""\nprocess.parent.executable,C:\\Program Files\\Microsoft Office\\root\\Office16\\WINWORD.EXE\nprocess.parent.name,WINWORD.EXE\nprocess.pe.original_file_name,wscript.exe\nprocess.pid,13024\nprocess.working_directory,C:\\Users\\Administrator\\Desktop\\9828375091\\\nrule.name,Execution of a Windows Script File Written by a Suspicious Process\nthreat.framework,MITRE ATT&CK,MITRE ATT&CK\nthreat.tactic.id,TA0002,TA0005\nthreat.tactic.name,Execution,Defense Evasion\nthreat.tactic.reference,https://attack.mitre.org/tactics/TA0002/,https://attack.mitre.org/tactics/TA0005/\nthreat.technique.id,T1059,T1218\nthreat.technique.name,Command and Scripting Interpreter,System Binary Proxy Execution\nthreat.technique.reference,https://attack.mitre.org/techniques/T1059/,https://attack.mitre.org/techniques/T1218/\nthreat.technique.subtechnique.id,T1059.005,T1059.007,T1059.001,T1218.005\nthreat.technique.subtechnique.name,Visual Basic,JavaScript,PowerShell,Mshta\nthreat.technique.subtechnique.reference,https://attack.mitre.org/techniques/T1059/005/,https://attack.mitre.org/techniques/T1059/007/,https://attack.mitre.org/techniques/T1059/001/,https://attack.mitre.org/techniques/T1218/005/\nuser.domain,OMM-WIN-DETECT\nuser.name,42c4e419-c859-47a5-b1cb-f069d48fa509',
+    metadata: {},
+  },
+  {
+    pageContent:
+      '@timestamp,2024-10-16T02:40:08.836Z\n_id,be6d293f9a71ba209adbcacc3ba04adfd8e9456260f6af342b7cb0478a7a144a\nevent.category,malware,intrusion_detection\nevent.dataset,endpoint.alerts\nevent.module,endpoint\nevent.outcome,success\nfile.name,AppPool.vbs\nfile.path,C:\\ProgramData\\WindowsAppPool\\AppPool.vbs\nhost.name,f5b69281-3e7e-4b52-9225-e5c30dc29c78\nhost.os.name,Windows\nhost.os.version,21H2 (10.0.20348.1607)\nkibana.alert.original_time,2023-04-01T22:03:26.747Z\nkibana.alert.risk_score,99\nkibana.alert.rule.description,Generates a detection alert each time an Elastic Endpoint Security alert is received. Enabling this rule allows you to immediately begin investigating your Endpoint alerts.\nkibana.alert.rule.name,Malicious Behavior Detection Alert: Suspicious Executable File Creation\nkibana.alert.severity,critical\nkibana.alert.workflow_status,open\nmessage,Malicious Behavior Detection Alert: Suspicious Executable File Creation\nprocess.code_signature.exists,true\nprocess.code_signature.status,trusted\nprocess.code_signature.subject_name,Microsoft Corporation\nprocess.code_signature.trusted,true\nprocess.executable,C:\\Program Files\\Microsoft Office\\root\\Office16\\WINWORD.EXE\nprocess.name,WINWORD.EXE\nprocess.pid,13036\nrule.name,Suspicious Executable File Creation\nthreat.framework,MITRE ATT&CK,MITRE ATT&CK\nthreat.tactic.id,TA0011,TA0002\nthreat.tactic.name,Command and Control,Execution\nthreat.tactic.reference,https://attack.mitre.org/tactics/TA0011/,https://attack.mitre.org/tactics/TA0002/\nthreat.technique.id,T1105,T1059\nthreat.technique.name,Ingress Tool Transfer,Command and Scripting Interpreter\nthreat.technique.reference,https://attack.mitre.org/techniques/T1105/,https://attack.mitre.org/techniques/T1059/\nthreat.technique.subtechnique.id,T1059.005,T1059.007\nthreat.technique.subtechnique.name,Visual Basic,JavaScript\nthreat.technique.subtechnique.reference,https://attack.mitre.org/techniques/T1059/005/,https://attack.mitre.org/techniques/T1059/007/\nuser.domain,OMM-WIN-DETECT\nuser.name,42c4e419-c859-47a5-b1cb-f069d48fa509',
+    metadata: {},
+  },
+];
+
+export const mockAnonymizedAlertsReplacements: Record<string, string> = {
+  '42c4e419-c859-47a5-b1cb-f069d48fa509': 'Administrator',
+  'f5b69281-3e7e-4b52-9225-e5c30dc29c78': 'SRVWIN07',
+};

x-pack/plugins/elastic_assistant/server/lib/attack_discovery/evaluation/__mocks__/mock_attack_discoveries.ts

@@ -0,0 +1,32 @@
+/*
+ * Copyright Elasticsearch B.V. and/or licensed to Elasticsearch B.V. under one
+ * or more contributor license agreements. Licensed under the Elastic License
+ * 2.0; you may not use this file except in compliance with the Elastic License
+ * 2.0.
+ */
+
+import type { AttackDiscovery } from '@kbn/elastic-assistant-common';
+
+export const mockAttackDiscoveries: AttackDiscovery[] = [
+  {
+    title: 'Critical Malware and Phishing Alerts on host e1cb3cf0-30f3-4f99-a9c8-518b955c6f90',
+    alertIds: [
+      '4af5689eb58c2420efc0f7fad53c5bf9b8b6797e516d6ea87d6044ce25d54e16',
+      'c675d7eb6ee181d788b474117bae8d3ed4bdc2168605c330a93dd342534fb02b',
+      '021b27d6bee0650a843be1d511119a3b5c7c8fdaeff922471ce0248ad27bd26c',
+      '6cc8d5f0e1c2b6c75219b001858f1be64194a97334be7a1e3572f8cfe6bae608',
+      'f39a4013ed9609584a8a22dca902e896aa5b24d2da03e0eaab5556608fa682ac',
+      '909968e926e08a974c7df1613d98ebf1e2422afcb58e4e994beb47b063e85080',
+      '2c25a4dc31cd1ec254c2b19ea663fd0b09a16e239caa1218b4598801fb330da6',
+      '3bf907becb3a4f8e39a3b673e0d50fc954a7febef30c12891744c603760e4998',
+    ],
+    timestamp: '2024-10-10T22:59:52.749Z',
+    detailsMarkdown:
+      '- On `2023-06-19T00:28:38.061Z` a critical malware detection alert was triggered on host {{ host.name e1cb3cf0-30f3-4f99-a9c8-518b955c6f90 }} running {{ host.os.name macOS }} version {{ host.os.version 13.4 }}.\n- The malware was identified as {{ file.name unix1 }} with SHA256 hash {{ file.hash.sha256 0b18d6880dc9670ab2b955914598c96fc3d0097dc40ea61157b8c79e75edf231 }}.\n- The process {{ process.name My Go Application.app }} was executed with command line {{ process.command_line /private/var/folders/_b/rmcpc65j6nv11ygrs50ctcjr0000gn/T/AppTranslocation/6D63F08A-011C-4511-8556-EAEF9AFD6340/d/Setup.app/Contents/MacOS/My Go Application.app }}.\n- The process was not trusted as its code signature failed to satisfy specified code requirements.\n- The user involved was {{ user.name 039c15c5-3964-43e7-a891-42fe2ceeb9ff }}.\n- Another critical alert was triggered for potential credentials phishing via {{ process.name osascript }} on the same host.\n- The phishing attempt involved displaying a dialog to capture the user\'s password.\n- The process {{ process.name osascript }} was executed with command line {{ process.command_line osascript -e display dialog "MacOS wants to access System Preferences\\n\\nPlease enter your password." with title "System Preferences" with icon file "System:Library:CoreServices:CoreTypes.bundle:Contents:Resources:ToolbarAdvanced.icns" default answer "" giving up after 30 with hidden answer ¬ }}.\n- The MITRE ATT&CK tactics involved include Credential Access and Input Capture.',
+    summaryMarkdown:
+      'Critical malware and phishing alerts detected on {{ host.name e1cb3cf0-30f3-4f99-a9c8-518b955c6f90 }} involving user {{ user.name 039c15c5-3964-43e7-a891-42fe2ceeb9ff }}. Malware identified as {{ file.name unix1 }} and phishing attempt via {{ process.name osascript }}.',
+    mitreAttackTactics: ['Credential Access', 'Input Capture'],
+    entitySummaryMarkdown:
+      'Critical malware and phishing alerts detected on {{ host.name e1cb3cf0-30f3-4f99-a9c8-518b955c6f90 }} involving user {{ user.name 039c15c5-3964-43e7-a891-42fe2ceeb9ff }}.',
+  },
+];

x-pack/plugins/elastic_assistant/server/lib/attack_discovery/evaluation/__mocks__/mock_experiment_connector.ts

@@ -0,0 +1,26 @@
+/*
+ * Copyright Elasticsearch B.V. and/or licensed to Elasticsearch B.V. under one
+ * or more contributor license agreements. Licensed under the Elastic License
+ * 2.0; you may not use this file except in compliance with the Elastic License
+ * 2.0.
+ */
+
+import type { Connector } from '@kbn/actions-plugin/server/application/connector/types';
+
+export const mockExperimentConnector: Connector = {
+  name: 'Gemini 1.5 Pro 002',
+  actionTypeId: '.gemini',
+  config: {
+    apiUrl: 'https://example.com',
+    defaultModel: 'gemini-1.5-pro-002',
+    gcpRegion: 'test-region',
+    gcpProjectID: 'test-project-id',
+  },
+  secrets: {
+    credentialsJson: '{}',
+  },
+  id: 'gemini-1-5-pro-002',
+  isPreconfigured: true,
+  isSystemAction: false,
+  isDeprecated: false,
+} as Connector;

x-pack/plugins/elastic_assistant/server/lib/attack_discovery/evaluation/index.test.ts

@@ -0,0 +1,143 @@
+/*
+ * Copyright Elasticsearch B.V. and/or licensed to Elasticsearch B.V. under one
+ * or more contributor license agreements. Licensed under the Elastic License
+ * 2.0; you may not use this file except in compliance with the Elastic License
+ * 2.0.
+ */
+
+import type { ActionsClient } from '@kbn/actions-plugin/server';
+import type { Connector } from '@kbn/actions-plugin/server/application/connector/types';
+import { elasticsearchServiceMock } from '@kbn/core-elasticsearch-server-mocks';
+import type { ActionsClientLlm } from '@kbn/langchain/server';
+import { getLangSmithTracer } from '@kbn/langchain/server/tracers/langsmith';
+import { loggerMock } from '@kbn/logging-mocks';
+import type { LangChainTracer } from '@langchain/core/tracers/tracer_langchain';
+
+import { evaluateAttackDiscovery } from '.';
+import { DefaultAttackDiscoveryGraph } from '../graphs/default_attack_discovery_graph';
+import { AttackDiscoveryGraphMetadata } from '../../langchain/graphs';
+import { mockExperimentConnector } from './__mocks__/mock_experiment_connector';
+import { getLlmType } from '../../../routes/utils';
+
+jest.mock('@kbn/langchain/server', () => ({
+  ...jest.requireActual('@kbn/langchain/server'),
+
+  ActionsClientLlm: jest.fn(),
+}));
+
+jest.mock('langsmith/evaluation', () => ({
+  evaluate: jest.fn(async (predict: Function) =>
+    predict({
+      overrides: {
+        errors: ['test-error'],
+      },
+    })
+  ),
+}));
+
+jest.mock('./helpers/get_custom_evaluator', () => ({
+  getCustomEvaluator: jest.fn(),
+}));
+
+jest.mock('./helpers/get_evaluator_llm', () => {
+  const mockLlm = jest.fn() as unknown as ActionsClientLlm;
+
+  return {
+    getEvaluatorLlm: jest.fn().mockResolvedValue(mockLlm),
+  };
+});
+
+const actionsClient = {
+  get: jest.fn(),
+} as unknown as ActionsClient;
+const alertsIndexPattern = 'test-alerts-index-pattern';
+const connectorTimeout = 1000;
+const datasetName = 'test-dataset';
+const evaluationId = 'test-evaluation-id';
+const evaluatorConnectorId = 'test-evaluator-connector-id';
+const langSmithApiKey = 'test-api-key';
+const langSmithProject = 'test-lang-smith-project';
+const logger = loggerMock.create();
+const mockEsClient = elasticsearchServiceMock.createElasticsearchClient();
+const runName = 'test-run-name';
+
+const connectors = [mockExperimentConnector];
+
+const projectName = 'test-lang-smith-project';
+
+const graphs: Array<{
+  connector: Connector;
+  graph: DefaultAttackDiscoveryGraph;
+  llmType: string | undefined;
+  name: string;
+  traceOptions: {
+    projectName: string | undefined;
+    tracers: LangChainTracer[];
+  };
+}> = connectors.map((connector) => {
+  const llmType = getLlmType(connector.actionTypeId);
+
+  const traceOptions = {
+    projectName,
+    tracers: [
+      ...getLangSmithTracer({
+        apiKey: langSmithApiKey,
+        projectName,
+        logger,
+      }),
+    ],
+  };
+
+  const graph = {
+    invoke: jest.fn().mockResolvedValue({}),
+  } as unknown as DefaultAttackDiscoveryGraph;
+
+  return {
+    connector,
+    graph,
+    llmType,
+    name: `${runName} - ${connector.name} - ${evaluationId} - Attack discovery`,
+    traceOptions,
+  };
+});
+
+const attackDiscoveryGraphs: AttackDiscoveryGraphMetadata[] = [
+  {
+    getDefaultAttackDiscoveryGraph: jest.fn().mockReturnValue(graphs[0].graph),
+    graphType: 'attack-discovery',
+  },
+];
+
+describe('evaluateAttackDiscovery', () => {
+  beforeEach(() => jest.clearAllMocks());
+
+  it('evaluates the attack discovery graphs', async () => {
+    await evaluateAttackDiscovery({
+      actionsClient,
+      attackDiscoveryGraphs,
+      alertsIndexPattern,
+      connectors,
+      connectorTimeout,
+      datasetName,
+      esClient: mockEsClient,
+      evaluationId,
+      evaluatorConnectorId,
+      langSmithApiKey,
+      langSmithProject,
+      logger,
+      runName,
+      size: 20,
+    });
+
+    expect(graphs[0].graph.invoke).toHaveBeenCalledWith(
+      {
+        errors: ['test-error'],
+      },
+      {
+        callbacks: [...graphs[0].traceOptions.tracers],
+        runName: graphs[0].name,
+        tags: ['evaluation', graphs[0].llmType ?? ''],
+      }
+    );
+  });
+});

x-pack/plugins/elastic_assistant/server/lib/attack_discovery/evaluation/run_evaluations/index.test.ts

@@ -0,0 +1,141 @@
+/*
+ * Copyright Elasticsearch B.V. and/or licensed to Elasticsearch B.V. under one
+ * or more contributor license agreements. Licensed under the Elastic License
+ * 2.0; you may not use this file except in compliance with the Elastic License
+ * 2.0.
+ */
+
+import type { ActionsClient } from '@kbn/actions-plugin/server';
+import type { Connector } from '@kbn/actions-plugin/server/application/connector/types';
+import type { ActionsClientLlm } from '@kbn/langchain/server';
+import { getLangSmithTracer } from '@kbn/langchain/server/tracers/langsmith';
+import { loggerMock } from '@kbn/logging-mocks';
+import type { LangChainTracer } from '@langchain/core/tracers/tracer_langchain';
+
+import { runEvaluations } from '.';
+import { type DefaultAttackDiscoveryGraph } from '../../graphs/default_attack_discovery_graph';
+import { mockExperimentConnector } from '../__mocks__/mock_experiment_connector';
+import { getLlmType } from '../../../../routes/utils';
+
+jest.mock('@kbn/langchain/server', () => ({
+  ...jest.requireActual('@kbn/langchain/server'),
+
+  ActionsClientLlm: jest.fn(),
+}));
+
+jest.mock('langsmith/evaluation', () => ({
+  evaluate: jest.fn(async (predict: Function) =>
+    predict({
+      overrides: {
+        errors: ['test-error'],
+      },
+    })
+  ),
+}));
+
+jest.mock('../helpers/get_custom_evaluator', () => ({
+  getCustomEvaluator: jest.fn(),
+}));
+
+jest.mock('../helpers/get_evaluator_llm', () => {
+  const mockLlm = jest.fn() as unknown as ActionsClientLlm;
+
+  return {
+    getEvaluatorLlm: jest.fn().mockResolvedValue(mockLlm),
+  };
+});
+
+const actionsClient = {
+  get: jest.fn(),
+} as unknown as ActionsClient;
+const connectorTimeout = 1000;
+const datasetName = 'test-dataset';
+const evaluatorConnectorId = 'test-evaluator-connector-id';
+const langSmithApiKey = 'test-api-key';
+const logger = loggerMock.create();
+const connectors = [mockExperimentConnector];
+
+const projectName = 'test-lang-smith-project';
+
+const graphs: Array<{
+  connector: Connector;
+  graph: DefaultAttackDiscoveryGraph;
+  llmType: string | undefined;
+  name: string;
+  traceOptions: {
+    projectName: string | undefined;
+    tracers: LangChainTracer[];
+  };
+}> = connectors.map((connector) => {
+  const llmType = getLlmType(connector.actionTypeId);
+
+  const traceOptions = {
+    projectName,
+    tracers: [
+      ...getLangSmithTracer({
+        apiKey: langSmithApiKey,
+        projectName,
+        logger,
+      }),
+    ],
+  };
+
+  const graph = {
+    invoke: jest.fn().mockResolvedValue({}),
+  } as unknown as DefaultAttackDiscoveryGraph;
+
+  return {
+    connector,
+    graph,
+    llmType,
+    name: `testRunName - ${connector.name} - testEvaluationId - Attack discovery`,
+    traceOptions,
+  };
+});
+
+describe('runEvaluations', () => {
+  beforeEach(() => jest.clearAllMocks());
+
+  it('predict() invokes the graph with the expected overrides', async () => {
+    await runEvaluations({
+      actionsClient,
+      connectorTimeout,
+      datasetName,
+      evaluatorConnectorId,
+      graphs,
+      langSmithApiKey,
+      logger,
+    });
+
+    expect(graphs[0].graph.invoke).toHaveBeenCalledWith(
+      {
+        errors: ['test-error'],
+      },
+      {
+        callbacks: [...graphs[0].traceOptions.tracers],
+        runName: graphs[0].name,
+        tags: ['evaluation', graphs[0].llmType ?? ''],
+      }
+    );
+  });
+
+  it('catches and logs errors that occur during evaluation', async () => {
+    const error = new Error('Test error');
+
+    (graphs[0].graph.invoke as jest.Mock).mockRejectedValue(error);
+
+    await runEvaluations({
+      actionsClient,
+      connectorTimeout,
+      datasetName,
+      evaluatorConnectorId,
+      graphs,
+      langSmithApiKey,
+      logger,
+    });
+
+    expect(logger.error).toHaveBeenCalledWith(
+      'Error evaluating connector "Gemini 1.5 Pro 002" (gemini), running experiment "testRunName - Gemini 1.5 Pro 002 - testEvaluationId - Attack discovery": Error: Test error'
+    );
+  });
+});