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Merge pull request #60 from objectstack-ai/copilot/implement-ai-leadership-protocols
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‎.gitignore‎

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packages/*/dist/
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packages/*/*.tsbuildinfo
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# Example builds
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examples/*/dist/
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examples/*/*.d.ts
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examples/*/*.d.ts.map
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examples/*/*.js
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!examples/*/*.config.js
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!examples/*/*.config.ts
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# Next.js
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.next
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‎content/docs/references/ai/ChunkingStrategy.mdx‎

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---
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title: ChunkingStrategy
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description: ChunkingStrategy Schema Reference
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---
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‎content/docs/references/ai/DocumentChunk.mdx‎

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---
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title: DocumentChunk
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description: DocumentChunk Schema Reference
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---
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## Properties
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| Property | Type | Required | Description |
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| :--- | :--- | :--- | :--- |
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| **id** | `string` | ✅ | Unique chunk identifier |
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| **content** | `string` | ✅ | Chunk text content |
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| **embedding** | `number[]` | optional | Embedding vector |
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| **metadata** | `object` | ✅ | |
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| **chunkIndex** | `integer` | ✅ | Chunk position in document |
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| **tokens** | `integer` | optional | Token count |

‎content/docs/references/ai/DocumentLoaderConfig.mdx‎

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---
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title: DocumentLoaderConfig
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description: DocumentLoaderConfig Schema Reference
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---
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## Properties
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| Property | Type | Required | Description |
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| :--- | :--- | :--- | :--- |
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| **type** | `Enum<'file' \| 'directory' \| 'url' \| 'api' \| 'database' \| 'custom'>` | ✅ | |
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| **source** | `string` | ✅ | Source path, URL, or identifier |
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| **fileTypes** | `string[]` | optional | Accepted file extensions (e.g., [".pdf", ".md"]) |
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| **recursive** | `boolean` | optional | Process directories recursively |
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| **maxFileSize** | `integer` | optional | Maximum file size in bytes |
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| **excludePatterns** | `string[]` | optional | Patterns to exclude |
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| **extractImages** | `boolean` | optional | Extract text from images (OCR) |
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| **extractTables** | `boolean` | optional | Extract and format tables |
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| **loaderConfig** | `Record<string, any>` | optional | Custom loader-specific config |

‎content/docs/references/ai/DocumentMetadata.mdx‎

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title: DocumentMetadata
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description: DocumentMetadata Schema Reference
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---
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## Properties
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| Property | Type | Required | Description |
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| :--- | :--- | :--- | :--- |
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| **source** | `string` | ✅ | Document source (file path, URL, etc.) |
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| **sourceType** | `Enum<'file' \| 'url' \| 'api' \| 'database' \| 'custom'>` | optional | |
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| **title** | `string` | optional | |
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| **author** | `string` | optional | |
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| **createdAt** | `string` | optional | ISO timestamp |
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| **updatedAt** | `string` | optional | ISO timestamp |
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| **tags** | `string[]` | optional | |
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| **category** | `string` | optional | |
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| **language** | `string` | optional | Document language (ISO 639-1 code) |
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| **custom** | `Record<string, any>` | optional | Custom metadata fields |

‎content/docs/references/ai/EmbeddingModel.mdx‎

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title: EmbeddingModel
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description: EmbeddingModel Schema Reference
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---
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## Properties
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| Property | Type | Required | Description |
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| :--- | :--- | :--- | :--- |
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| **provider** | `Enum<'openai' \| 'cohere' \| 'huggingface' \| 'azure_openai' \| 'local' \| 'custom'>` | ✅ | |
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| **model** | `string` | ✅ | Model name (e.g., "text-embedding-3-large") |
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| **dimensions** | `integer` | ✅ | Embedding vector dimensions |
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| **maxTokens** | `integer` | optional | Maximum tokens per embedding |
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| **batchSize** | `integer` | optional | Batch size for embedding |
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| **endpoint** | `string` | optional | Custom endpoint URL |
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| **apiKey** | `string` | optional | API key or reference to secret |

‎content/docs/references/ai/Entity.mdx‎

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title: Entity
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description: Entity Schema Reference
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---
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## Properties
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| Property | Type | Required | Description |
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| :--- | :--- | :--- | :--- |
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| **type** | `Enum<'object' \| 'field' \| 'value' \| 'operator' \| 'function' \| 'timeframe'>` | ✅ | |
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| **text** | `string` | ✅ | Original text from query |
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| **value** | `any` | optional | Normalized value |
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| **confidence** | `number` | ✅ | Confidence score |
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| **span** | `any[]` | optional | Character span in query |

‎content/docs/references/ai/FieldSynonymConfig.mdx‎

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title: FieldSynonymConfig
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description: FieldSynonymConfig Schema Reference
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## Properties
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| Property | Type | Required | Description |
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| :--- | :--- | :--- | :--- |
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| **object** | `string` | ✅ | Object name |
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| **field** | `string` | ✅ | Field name |
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| **synonyms** | `string[]` | ✅ | Natural language synonyms |
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| **examples** | `string[]` | optional | Example queries using synonyms |

‎content/docs/references/ai/ModelCapability.mdx‎

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title: ModelCapability
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description: ModelCapability Schema Reference
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## Properties
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| Property | Type | Required | Description |
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| :--- | :--- | :--- | :--- |
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| **textGeneration** | `boolean` | optional | Supports text generation |
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| **textEmbedding** | `boolean` | optional | Supports text embedding |
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| **imageGeneration** | `boolean` | optional | Supports image generation |
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| **imageUnderstanding** | `boolean` | optional | Supports image understanding |
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| **functionCalling** | `boolean` | optional | Supports function calling |
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| **codeGeneration** | `boolean` | optional | Supports code generation |
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| **reasoning** | `boolean` | optional | Supports advanced reasoning |

‎content/docs/references/ai/ModelConfig.mdx‎

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title: ModelConfig
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description: ModelConfig Schema Reference
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## Properties
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| Property | Type | Required | Description |
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| :--- | :--- | :--- | :--- |
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| **id** | `string` | ✅ | Unique model identifier |
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| **name** | `string` | ✅ | Model display name |
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| **version** | `string` | ✅ | Model version (e.g., "gpt-4-turbo-2024-04-09") |
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| **provider** | `Enum<'openai' \| 'azure_openai' \| 'anthropic' \| 'google' \| 'cohere' \| 'huggingface' \| 'local' \| 'custom'>` | ✅ | |
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| **capabilities** | `object` | ✅ | |
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| **limits** | `object` | ✅ | |
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| **pricing** | `object` | optional | |
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| **endpoint** | `string` | optional | Custom API endpoint |
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| **apiKey** | `string` | optional | API key or reference to secret |
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| **region** | `string` | optional | Deployment region (e.g., "us-east-1") |
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| **description** | `string` | optional | |
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| **tags** | `string[]` | optional | Tags for categorization |
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| **deprecated** | `boolean` | optional | |
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| **recommendedFor** | `string[]` | optional | Use case recommendations |

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