[**@s4ai/core Documentation v0.3.23**](../../../README.md) *** [@s4ai/core Documentation](../../../modules.md) / [@s4ai/core](../README.md) / MLM # Class: MLM Defined in: intelligence/s4ai-mlm-massive-learning-model.js:19 ## Extends - [`Revenue`](../business/variables/Revenue.md) ## Constructors ### Constructor > **new MLM**(`config?`): `S4AiMassiveLearningModel` Defined in: intelligence/s4ai-mlm-massive-learning-model.js:20 #### Parameters ##### config? #### Returns `S4AiMassiveLearningModel` #### Overrides `EventEmitter.constructor` ## Properties ### config > **config**: `object` Defined in: intelligence/s4ai-mlm-massive-learning-model.js:22 #### maxKnowledgeSize > **maxKnowledgeSize**: `any` #### persistInterval > **persistInterval**: `any` #### storageDir > **storageDir**: `any` #### version > **version**: `string` = `"1.0.0"` *** ### initializePromise > **initializePromise**: `Promise`\<`boolean`\> Defined in: intelligence/s4ai-mlm-massive-learning-model.js:206 *** ### knowledge > **knowledge**: `object` Defined in: intelligence/s4ai-mlm-massive-learning-model.js:31 #### businessPortfolio > **businessPortfolio**: `object` ##### businessPortfolio.active > **active**: `never`[] = `[]` ##### businessPortfolio.metrics > **metrics**: `object` ##### businessPortfolio.metrics.operationalEfficiency > **operationalEfficiency**: `number` = `0` ##### businessPortfolio.metrics.projectedRevenue > **projectedRevenue**: `number` = `0` ##### businessPortfolio.metrics.totalValue > **totalValue**: `number` = `0` ##### businessPortfolio.planned > **planned**: `never`[] = `[]` ##### businessPortfolio.research > **research**: `never`[] = `[]` #### insights > **insights**: `object` ##### insights.competitiveAdvantages > **competitiveAdvantages**: `string`[] ##### insights.marketTrends > **marketTrends**: `never`[] = `[]` ##### insights.opportunities > **opportunities**: `never`[] = `[]` ##### insights.risks > **risks**: `never`[] = `[]` #### meta > **meta**: `object` ##### meta.createdAt > **createdAt**: `string` ##### meta.entriesCount > **entriesCount**: `number` = `0` ##### meta.integrityChecks > **integrityChecks**: `number` = `0` ##### meta.lastUpdated > **lastUpdated**: `string` ##### meta.persistenceBackups > **persistenceBackups**: `number` = `0` ##### meta.storageBytes > **storageBytes**: `number` = `0` #### operations > **operations**: `object` ##### operations.autonomousDecisions > **autonomousDecisions**: `number` = `0` ##### operations.learnedPatterns > **learnedPatterns**: `number` = `0` ##### operations.prsCreated > **prsCreated**: `number` = `0` ##### operations.prsMerged > **prsMerged**: `number` = `0` ##### operations.swarmTasksCompleted > **swarmTasksCompleted**: `number` = `0` ##### operations.systemHealth > **systemHealth**: `number` = `100` ##### operations.tasksCompleted > **tasksCompleted**: `number` = `0` ##### operations.totalRevenue > **totalRevenue**: `number` = `0` ##### operations.uptime > **uptime**: `number` = `0` #### research > **research**: `object` ##### research.activeQueries > **activeQueries**: `never`[] = `[]` ##### research.completedResearch > **completedResearch**: `never`[] = `[]` ##### research.hypotheses > **hypotheses**: `never`[] = `[]` ##### research.patterns > **patterns**: `never`[] = `[]` ##### research.validatedTruths > **validatedTruths**: `never`[] = `[]` #### roadmap > **roadmap**: `object` ##### roadmap.phase1 > **phase1**: `object` ##### roadmap.phase1.deadline > **deadline**: `string` = `"2026-Q2"` ##### roadmap.phase1.name > **name**: `string` = `"Foundation & Autonomy"` ##### roadmap.phase1.objectives > **objectives**: `string`[] ##### roadmap.phase1.progress > **progress**: `number` = `0` ##### roadmap.phase1.status > **status**: `string` = `"in-progress"` ##### roadmap.phase2 > **phase2**: `object` ##### roadmap.phase2.deadline > **deadline**: `string` = `"2026-Q3"` ##### roadmap.phase2.name > **name**: `string` = `"Multi-Business Creation"` ##### roadmap.phase2.objectives > **objectives**: `string`[] ##### roadmap.phase2.progress > **progress**: `number` = `0` ##### roadmap.phase2.status > **status**: `string` = `"planned"` ##### roadmap.phase3 > **phase3**: `object` ##### roadmap.phase3.deadline > **deadline**: `string` = `"2026-Q4"` ##### roadmap.phase3.name > **name**: `string` = `"Scale & Expansion"` ##### roadmap.phase3.objectives > **objectives**: `string`[] ##### roadmap.phase3.progress > **progress**: `number` = `0` ##### roadmap.phase3.status > **status**: `string` = `"planned"` ##### roadmap.phase4 > **phase4**: `object` ##### roadmap.phase4.deadline > **deadline**: `string` = `"2027-Q1"` ##### roadmap.phase4.name > **name**: `string` = `"Capital Raising & IPO"` ##### roadmap.phase4.objectives > **objectives**: `string`[] ##### roadmap.phase4.progress > **progress**: `number` = `0` ##### roadmap.phase4.status > **status**: `string` = `"planned"` #### secretsVault > **secretsVault**: `object` ##### secretsVault.database > **database**: `object` ##### secretsVault.database.connectionString > **connectionString**: `any` ##### secretsVault.database.host > **host**: `any` ##### secretsVault.database.name > **name**: `any` ##### secretsVault.database.note > **note**: `string` = `"Use DATABASE_URL environment variable for credentials - do not hardcode"` ##### secretsVault.database.port > **port**: `number` ##### secretsVault.database.user > **user**: `any` ##### secretsVault.description > **description**: `string` = `"All production secrets (Railway, Stripe LIVE, GitHub PAT, Cloudflare, RESEND, OpenAI, JWT)"` ##### secretsVault.fileLocation > **fileLocation**: `string` = `".env.production.secure"` ##### secretsVault.filePath > **filePath**: `any` ##### secretsVault.lastUpdated > **lastUpdated**: `string` = `"2026-01-21T14:30:00Z"` ##### secretsVault.priority > **priority**: `string` = `"TOP_PRIORITY_INSTANT_RECALL"` ##### secretsVault.rotationPolicy > **rotationPolicy**: `string` = `"NO_ROTATION unless explicitly requested by user"` ##### secretsVault.secretCategories > **secretCategories**: `object` ##### secretsVault.secretCategories.auth > **auth**: `string` = `"JWT_SECRET, SESSION_SECRET, ADMIN_PASSCODE"` ##### secretsVault.secretCategories.cloudflare > **cloudflare**: `string` = `"CLOUDFLARE_API_TOKEN, CLOUDFLARE_ZONE_ID, CLOUDFLARE_ACCOUNT_ID"` ##### secretsVault.secretCategories.database > **database**: `string` = `"DB_HOST, DB_PORT, DB_USER, DB_PASSWORD, DB_NAME, DATABASE_URL, PGHOST, PGPORT, PGUSER, PGPASSWORD, PGDATABASE"` ##### secretsVault.secretCategories.email > **email**: `string` = `"RESEND_API_KEY, SMTP_USER, SMTP_PASSWORD, MAILGUN_API_KEY"` ##### secretsVault.secretCategories.github > **github**: `string` = `"GH_PAT_KEY, GITHUB_TOKEN, GITS_PAT_KEY, GITS_PERSONAL_ACCESS_TOKEN"` ##### secretsVault.secretCategories.railway > **railway**: `string` = `"RAILWAY_API_TOKEN, RAILWAY_ACCESS_TOKEN, RAILWAY_PROJECT_ID, RAILWAY_ENVIRONMENT_ID, RAILWAY_SERVICE_ID"` ##### secretsVault.secretCategories.research > **research**: `string` = `"TAVILY_API_KEY, OPEN_AI_KEY"` ##### secretsVault.secretCategories.stripe > **stripe**: `string` = `"STRIPE_LIVE_KEY, STRIPE_SECRET_KEY, STRIPE_PUBLIC_KEY, STRIPE_WEBHOOK_SECRET, STRIPE_PUBLIC_LIVE_KEY"` ##### secretsVault.status > **status**: `string` = `"LOCKED_JAN_21_2026"` ##### secretsVault.updateProtocol > **updateProtocol**: `string` = `"Update .env.production.secure AND .github/copilot-instructions.md THEN commit with chore(secrets): message"` ##### secretsVault.verifiedWorking > **verifiedWorking**: `boolean` = `true` #### vision > **vision**: `object` ##### vision.keyPrinciples > **keyPrinciples**: `string`[] ##### vision.mission > **mission**: `string` = `"S4Ai-MLM: Autonomous Business Creation Engine (ECHO)"` ##### vision.stages > **stages**: `object` ##### vision.stages.creation > **creation**: `string` = `"Autonomous business infrastructure deployment"` ##### vision.stages.genesis > **genesis**: `string` = `"Market opportunity identification"` ##### vision.stages.ipo > **ipo**: `string` = `"Public offering preparation"` ##### vision.stages.launch > **launch**: `string` = `"Operations and customer acquisition"` ##### vision.stages.scaling > **scaling**: `string` = `"Market expansion and revenue optimization"` ## Methods ### calculateOverallProgress() > **calculateOverallProgress**(): `number` Defined in: intelligence/s4ai-mlm-massive-learning-model.js:348 #### Returns `number` *** ### countEntries() > **countEntries**(): `number` Defined in: intelligence/s4ai-mlm-massive-learning-model.js:434 Utility: Count total entries #### Returns `number` *** ### deepMerge() > **deepMerge**(`target`, `source`): `any` Defined in: intelligence/s4ai-mlm-massive-learning-model.js:419 Utility: Deep merge objects #### Parameters ##### target `any` ##### source `any` #### Returns `any` *** ### exportKnowledge() > **exportKnowledge**(`format?`): `Promise`\<`string` \| \{ `knowledge`: \{ `businessPortfolio`: \{ `active`: `never`[]; `metrics`: \{ `operationalEfficiency`: `number`; `projectedRevenue`: `number`; `totalValue`: `number`; \}; `planned`: `never`[]; `research`: `never`[]; \}; `insights`: \{ `competitiveAdvantages`: `string`[]; `marketTrends`: `never`[]; `opportunities`: `never`[]; `risks`: `never`[]; \}; `meta`: \{ `createdAt`: `string`; `entriesCount`: `number`; `integrityChecks`: `number`; `lastUpdated`: `string`; `persistenceBackups`: `number`; `storageBytes`: `number`; \}; `operations`: \{ `autonomousDecisions`: `number`; `learnedPatterns`: `number`; `prsCreated`: `number`; `prsMerged`: `number`; `swarmTasksCompleted`: `number`; `systemHealth`: `number`; `tasksCompleted`: `number`; `totalRevenue`: `number`; `uptime`: `number`; \}; `research`: \{ `activeQueries`: `never`[]; `completedResearch`: `never`[]; `hypotheses`: `never`[]; `patterns`: `never`[]; `validatedTruths`: `never`[]; \}; `roadmap`: \{ `phase1`: \{ `deadline`: `string`; `name`: `string`; `objectives`: `string`[]; `progress`: `number`; `status`: `string`; \}; `phase2`: \{ `deadline`: `string`; `name`: `string`; `objectives`: `string`[]; `progress`: `number`; `status`: `string`; \}; `phase3`: \{ `deadline`: `string`; `name`: `string`; `objectives`: `string`[]; `progress`: `number`; `status`: `string`; \}; `phase4`: \{ `deadline`: `string`; `name`: `string`; `objectives`: `string`[]; `progress`: `number`; `status`: `string`; \}; \}; `secretsVault`: \{ `database`: \{ `connectionString`: `any`; `host`: `any`; `name`: `any`; `note`: `string`; `port`: `number`; `user`: `any`; \}; `description`: `string`; `fileLocation`: `string`; `filePath`: `any`; `lastUpdated`: `string`; `priority`: `string`; `rotationPolicy`: `string`; `secretCategories`: \{ `auth`: `string`; `cloudflare`: `string`; `database`: `string`; `email`: `string`; `github`: `string`; `railway`: `string`; `research`: `string`; `stripe`: `string`; \}; `status`: `string`; `updateProtocol`: `string`; `verifiedWorking`: `boolean`; \}; `vision`: \{ `keyPrinciples`: `string`[]; `mission`: `string`; `stages`: \{ `creation`: `string`; `genesis`: `string`; `ipo`: `string`; `launch`: `string`; `scaling`: `string`; \}; \}; \}; `timestamp`: `string`; `version`: `string`; \}\> Defined in: intelligence/s4ai-mlm-massive-learning-model.js:371 Export knowledge for analysis #### Parameters ##### format? `string` = `"json"` #### Returns `Promise`\<`string` \| \{ `knowledge`: \{ `businessPortfolio`: \{ `active`: `never`[]; `metrics`: \{ `operationalEfficiency`: `number`; `projectedRevenue`: `number`; `totalValue`: `number`; \}; `planned`: `never`[]; `research`: `never`[]; \}; `insights`: \{ `competitiveAdvantages`: `string`[]; `marketTrends`: `never`[]; `opportunities`: `never`[]; `risks`: `never`[]; \}; `meta`: \{ `createdAt`: `string`; `entriesCount`: `number`; `integrityChecks`: `number`; `lastUpdated`: `string`; `persistenceBackups`: `number`; `storageBytes`: `number`; \}; `operations`: \{ `autonomousDecisions`: `number`; `learnedPatterns`: `number`; `prsCreated`: `number`; `prsMerged`: `number`; `swarmTasksCompleted`: `number`; `systemHealth`: `number`; `tasksCompleted`: `number`; `totalRevenue`: `number`; `uptime`: `number`; \}; `research`: \{ `activeQueries`: `never`[]; `completedResearch`: `never`[]; `hypotheses`: `never`[]; `patterns`: `never`[]; `validatedTruths`: `never`[]; \}; `roadmap`: \{ `phase1`: \{ `deadline`: `string`; `name`: `string`; `objectives`: `string`[]; `progress`: `number`; `status`: `string`; \}; `phase2`: \{ `deadline`: `string`; `name`: `string`; `objectives`: `string`[]; `progress`: `number`; `status`: `string`; \}; `phase3`: \{ `deadline`: `string`; `name`: `string`; `objectives`: `string`[]; `progress`: `number`; `status`: `string`; \}; `phase4`: \{ `deadline`: `string`; `name`: `string`; `objectives`: `string`[]; `progress`: `number`; `status`: `string`; \}; \}; `secretsVault`: \{ `database`: \{ `connectionString`: `any`; `host`: `any`; `name`: `any`; `note`: `string`; `port`: `number`; `user`: `any`; \}; `description`: `string`; `fileLocation`: `string`; `filePath`: `any`; `lastUpdated`: `string`; `priority`: `string`; `rotationPolicy`: `string`; `secretCategories`: \{ `auth`: `string`; `cloudflare`: `string`; `database`: `string`; `email`: `string`; `github`: `string`; `railway`: `string`; `research`: `string`; `stripe`: `string`; \}; `status`: `string`; `updateProtocol`: `string`; `verifiedWorking`: `boolean`; \}; `vision`: \{ `keyPrinciples`: `string`[]; `mission`: `string`; `stages`: \{ `creation`: `string`; `genesis`: `string`; `ipo`: `string`; `launch`: `string`; `scaling`: `string`; \}; \}; \}; `timestamp`: `string`; `version`: `string`; \}\> *** ### getAcquisitionIntelligence() > **getAcquisitionIntelligence**(): `any` Defined in: intelligence/s4ai-mlm-massive-learning-model.js:539 Get acquisition feedback metrics for signal intelligence Used by acquisition orchestrator to optimize channel selection #### Returns `any` *** ### getInsights() > **getInsights**(`category?`): `object` Defined in: intelligence/s4ai-mlm-massive-learning-model.js:308 Get insights for decision-making #### Parameters ##### category? `null` = `null` #### Returns `object` ##### competitiveAdvantages > **competitiveAdvantages**: `string`[] ##### marketTrends > **marketTrends**: `never`[] = `[]` ##### opportunities > **opportunities**: `never`[] = `[]` ##### risks > **risks**: `never`[] = `[]` *** ### getNextMilestone() > **getNextMilestone**(): \{ `deadline`: `string`; `objectives`: `string`[]; `phase`: `string`; \} \| `null` Defined in: intelligence/s4ai-mlm-massive-learning-model.js:355 #### Returns \{ `deadline`: `string`; `objectives`: `string`[]; `phase`: `string`; \} \| `null` *** ### getRoadmapStatus() > **getRoadmapStatus**(): `object` Defined in: intelligence/s4ai-mlm-massive-learning-model.js:336 Get current roadmap status #### Returns `object` ##### nextMilestone > **nextMilestone**: \{ `deadline`: `string`; `objectives`: `string`[]; `phase`: `string`; \} \| `null` ##### overallProgress > **overallProgress**: `number` ##### phases > **phases**: (\{ `completionPercentage`: `number`; `deadline`: `string`; `name`: `string`; `objectives`: `string`[]; `progress`: `number`; `status`: `string`; \} \| \{ `completionPercentage`: `number`; `deadline`: `string`; `name`: `string`; `objectives`: `string`[]; `progress`: `number`; `status`: `string`; \} \| \{ `completionPercentage`: `number`; `deadline`: `string`; `name`: `string`; `objectives`: `string`[]; `progress`: `number`; `status`: `string`; \} \| \{ `completionPercentage`: `number`; `deadline`: `string`; `name`: `string`; `objectives`: `string`[]; `progress`: `number`; `status`: `string`; \})[] *** ### getStatus() > **getStatus**(): `object` Defined in: intelligence/s4ai-mlm-massive-learning-model.js:447 Get learning model status #### Returns `object` ##### active > **active**: `boolean` = `true` ##### entriesCount > **entriesCount**: `number` ##### lastUpdated > **lastUpdated**: `string` ##### operationalMetrics > **operationalMetrics**: `object` ###### operationalMetrics.autonomousDecisions > **autonomousDecisions**: `number` = `0` ###### operationalMetrics.learnedPatterns > **learnedPatterns**: `number` = `0` ###### operationalMetrics.prsCreated > **prsCreated**: `number` = `0` ###### operationalMetrics.prsMerged > **prsMerged**: `number` = `0` ###### operationalMetrics.swarmTasksCompleted > **swarmTasksCompleted**: `number` = `0` ###### operationalMetrics.systemHealth > **systemHealth**: `number` = `100` ###### operationalMetrics.tasksCompleted > **tasksCompleted**: `number` = `0` ###### operationalMetrics.totalRevenue > **totalRevenue**: `number` = `0` ###### operationalMetrics.uptime > **uptime**: `number` = `0` ##### roadmapProgress > **roadmapProgress**: `number` ##### storageDir > **storageDir**: `any` ##### version > **version**: `string` *** ### initialize() > **initialize**(): `Promise`\<`boolean`\> Defined in: intelligence/s4ai-mlm-massive-learning-model.js:209 #### Returns `Promise`\<`boolean`\> *** ### queryLearnings() > **queryLearnings**(`category`, `filter?`): `any`[] Defined in: intelligence/s4ai-mlm-massive-learning-model.js:318 Query learning history #### Parameters ##### category `any` ##### filter? #### Returns `any`[] *** ### recordBusinessCreated() > **recordBusinessCreated**(`business`): `void` Defined in: intelligence/s4ai-mlm-massive-learning-model.js:286 Record business creation (part of ECHO vision) #### Parameters ##### business `any` #### Returns `void` *** ### recordConversionSignal() > **recordConversionSignal**(`conversionData`): `Promise`\<\{ `channel`: `any`; `error?`: `undefined`; `signal`: `string`; `success`: `boolean`; `totalRevenue`: `any`; \} \| \{ `channel?`: `undefined`; `error`: `any`; `signal?`: `undefined`; `success`: `boolean`; `totalRevenue?`: `undefined`; \}\> Defined in: intelligence/s4ai-mlm-massive-learning-model.js:463 Record conversion signal for acquisition feedback loop Integrates revenue events into MLM learning system #### Parameters ##### conversionData `any` #### Returns `Promise`\<\{ `channel`: `any`; `error?`: `undefined`; `signal`: `string`; `success`: `boolean`; `totalRevenue`: `any`; \} \| \{ `channel?`: `undefined`; `error`: `any`; `signal?`: `undefined`; `success`: `boolean`; `totalRevenue?`: `undefined`; \}\> *** ### recordLearning() > **recordLearning**(`category`, `entry`): `void` Defined in: intelligence/s4ai-mlm-massive-learning-model.js:246 Record a new learning (non-blocking) Used by all S4Ai systems to contribute knowledge #### Parameters ##### category `any` ##### entry `any` #### Returns `void` *** ### startPersistenceLoop() > **startPersistenceLoop**(): `void` Defined in: intelligence/s4ai-mlm-massive-learning-model.js:388 Internal: Persist knowledge to disk periodically #### Returns `void` *** ### updateOperationalMetrics() > **updateOperationalMetrics**(`metrics`): `void` Defined in: intelligence/s4ai-mlm-massive-learning-model.js:275 Record operational metrics (real data) #### Parameters ##### metrics `any` #### Returns `void` *** ### updateRoadmapProgress() > **updateRoadmapProgress**(`phase`, `progress`): `void` Defined in: intelligence/s4ai-mlm-massive-learning-model.js:297 Update roadmap progress #### Parameters ##### phase `any` ##### progress `any` #### Returns `void`