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workspace and conversation management for AI applications.","maintainers":[{"name":"asaidimu","email":"lolokilesaidimu@gmail.com"}],"readme":"# @asaidimu/utils-workspace\n\n**The Architectural Foundation for Production-Grade AI Workspaces.**\n\n---\n\n## 📖 Table of Contents\n\n1.  [**1. Introduction: The Evolution of Conversation State**](#1-introduction)\n2.  [**2. Mental Model: Conversation as a Directed Acyclic Graph (DAG)**](#2-mental-model)\n3.  [**3. Core Design Philosophy: The Four Pillars of AI State**](#3-philosophy)\n4.  [**4. System Architecture: The \"Engine Under the Hood\"**](#4-architecture)\n    - [4.1. CQRS: Decoupling Write and Read Paths](#41-cqrs)\n    - [4.2. The Index: Reactive Read Projections](#42-the-index)\n    - [4.3. The Sequential Serializer: Race Condition Prevention](#43-serializer)\n    - [4.4. Event Bus and Reactivity](#44-event-bus)\n5.  [**5. Domain Entities: Deep Dive into the State**](#5-entities)\n    - [5.1. Sessions: The Contextual Roots](#51-sessions)\n    - [5.2. Turns: The Atoms of Hyper-History](#52-turns)\n    - [5.3. Blobs: Deduplicated, Content-Addressed Asset Management](#53-blobs)\n    - [5.4. Roles: Persistent Personas and AI Identity](#54-roles)\n    - [5.5. Preferences & Context: The Multi-Tier Memory Layer](#55-memory)\n6.  [**6. The Prompt Pipeline: Anatomy of a Request**](#6-pipeline)\n    - [6.1. Stage 1: DAG Snapshotting and Ancestry Walking](#61-snapshotting)\n    - [6.2. Stage 2: Semantic Retrieval and Topic Alignment](#62-retrieval)\n    - [6.3. Stage 3: Conflict Resolution in Instructions](#63-conflict-resolution)\n    - [6.4. Stage 4: Multi-Modal Blob Resolution Protocols](#64-resolution)\n    - [6.5. Stage 5: Provider-Specific Adapter Mapping](#65-mapping)\n7.  [**7. The Content Block Specification: Standardized Interoperability**](#7-blocks)\n    - [7.1. Basic Blocks: Text and Thinking](#71-basic-blocks)\n    - [7.2. Asset Blocks: Image and Document](#72-asset-blocks)\n    - [7.3. Functional Blocks: ToolUse and ToolResult](#73-functional-blocks)\n    - [7.4. Structural Blocks: Summary and RoleTransition](#74-structural-blocks)\n8.  [**8. Command Reference: The Mutation API Manual**](#8-commands)\n    - [8.1. Workspace Domain Commands](#81-workspace-cmds)\n    - [8.2. Session Domain Commands](#82-session-cmds)\n    - [8.3. Turn & DAG Domain Commands](#83-turn-cmds)\n    - [8.4. Role & Persona Domain Commands](#84-role-cmds)\n    - [8.5. Blob & Asset Domain Commands](#85-blob-cmds)\n    - [8.6. Resource (Context/Preference) Domain Commands](#86-resource-cmds)\n9.  [**9. Extension Framework: Building the Plugin Ecosystem**](#9-extension)\n    - [9.1. WorkspaceExtensions: Packaging Domain Logic](#91-extensions)\n    - [9.2. Middleware: The Request Interceptor Pipeline](#92-middleware)\n    - [9.3. TurnProcessors: Giving the AI Agency](#93-turnprocessors)\n    - [9.4. Custom Indexers: Expanding the Read Model](#94-indexers)\n10. [**10. Persistence Layer: Schema and Collections**](#10-persistence)\n11. [**11. Implementation Guide: Building Your Workspace**](#11-implementation)\n    - [11.1. Implementing a Database Boundary](#111-db-impl)\n    - [11.2. Implementing a BlobStorage Boundary](#112-blob-impl)\n    - [11.3. Bootstrapping the Manager](#113-bootstrap)\n12. [**12. Design Decisions: The \"Why\" Behind the \"What\"**](#12-decisions)\n13. [**13. Comparison with Industry Standards**](#13-comparison)\n14. [**14. Advanced Recipes & Design Patterns**](#14-recipes)\n15. [**15. Technical Specifications: Protocols & Formats**](#15-spec)\n16. [**16. Troubleshooting & Common Failure Modes**](#16-troubleshooting)\n17. [**17. Testing Strategy: Ensuring Workspace Integrity**](#17-testing)\n18. [**18. Glossary of Terms**](#18-glossary)\n19. [**19. API Reference Appendix**](#19-api-ref)\n20. [**20. License**](#20-license)\n\n---\n\n## 1. Introduction: The Evolution of Conversation State\n\nIn the first wave of LLM integration, \"conversation\" was modeled as a disposable buffer—a linear array of messages passed to an endpoint. While sufficient for simple chatbots, this model is fundamentally incompatible with **Professional AI Workspaces**.\n\nA workspace isn't just a chat; it's a collaborative environment where AI agents act on artifacts, remember user preferences across months, navigate complex branching decision trees, and handle multi-gigabyte document libraries without breaking a sweat.\n\n`@asaidimu/utils-workspace` is the state engine designed for this complexity. It provides a high-integrity, content-addressed foundation that treats:\n\n- **Conversation as Graph Architecture**: Enabling non-destructive editing and infinite branching.\n- **Data as Content-Addressed Assets**: Eliminating redundancy and ensuring asset integrity.\n- **State as Observable Commands**: Providing a perfect audit trail and reactive UI projections.\n\nIf you are building an IDE, a research lab, or an autonomous agent platform, this is the engine you've been looking for.\n\n---\n\n## 2. Mental Model: Conversation as a Directed Acyclic Graph (DAG)\n\nMost developers think of chat history as an `Array<Message>`. In this framework, we discard that model in favor of a **Directed Acyclic Graph (DAG)**.\n\n### 2.1. The Hyper-History Concept\n\nIn a standard chat, each message points to the one before it. In our `TurnTree` model, we introduce a layer of abstraction between the \"Sequence\" and the \"Content.\"\n\n- **TurnNode**: Represents a logical \"moment\" or \"slot\" in the conversation timeline. It is a stable identifier that does not change.\n- **Turn**: Represents the actual data (text, images, tool results) at that moment.\n\nBy separating these, we enable **Non-Destructive Editing**. When a user \"edits\" a prompt at TurnNode X, we don't update the database. We create `Turn (Version 2)` under `TurnNode X`. The graph now has two possible paths forward from X's parent.\n\n### 2.2. Forking and Divergent Timelines\n\nSessions are merely pointers to a \"Head\" in the global graph of TurnNodes. This means \"Forking\" a session is an $O(1)$ metadata operation. You can create 1,000 different sessions that all share the same first 50 turns. This is critical for:\n\n- **A/B Testing**: Testing how different model instructions respond to the same conversation.\n- **Collaborative Branching**: Allowing multiple team members to explore different paths from a shared starting point.\n\n---\n\n## 3. Core Design Philosophy: The Four Pillars of AI State\n\n### 3.1. Immutability and Versioning\n\nWe believe that AI history should be a permanent record. Every AI response and user prompt is immutable. To \"change\" the past, you must create a new branch. This ensures that the \"reasoning path\" of an agent is always recoverable.\n\n### 3.2. Content-Addressability (SHA-256)\n\nAssets (images, PDFs, source code) are identified by the cryptographic hash of their contents. This solves the \"State Bloat\" problem. If 100 sessions all reference the same 5MB system manual, the workspace only stores one copy.\n\n### 3.3. Command-Driven Mutations (CQRS)\n\nWe strictly follow the **Command Query Responsibility Segregation (CQRS)** pattern.\n\n- **Commands**: Describe intent (e.g., `session:fork`).\n- **Reducers**: Pure-ish functions that execute the intent against the persistent stores.\n- **Projections**: In-memory read models (The Index) that allow for sub-millisecond retrieval of workspace state.\n\n### 3.4. Portability and LLM Agnosticism\n\nThe workspace core does not know what \"OpenAI\" or \"Gemini\" is. It operates on an abstract `Prompt` model. This allows you to build your entire application logic once and swap between different LLM providers just by changing the `LLMAdapter`.\n\n---\n\n## 4. System Architecture: The \"Engine Under the Hood\"\n\n### 4.1. Write Model: Atomic Entity Stores\n\nThe library organizes data into atomic \"Stores.\" Each store is responsible for a single domain entity (e.g., `RoleStore`, `SessionStore`). These stores are designed to be backed by any persistent database via a standardized `Database` boundary.\n\n### 4.2. Read Model: Reactive Index Projections\n\nQuerying a database for every prompt is too slow. To solve this, the `WorkspaceManager` maintains a **Workspace Index**. This index is a reactive, in-memory projection of the underlying stores.\n\n- When a command is executed, the reducer returns a \"Patch.\"\n- The manager applies the patch to the Index.\n- Subscribers are notified via the Event Bus.\n\n### 4.3. The Sequential Serializer (Race Condition Prevention)\n\nConcurrency in graph-based history leads to \"phantom branches\" and corrupt heads. The `WorkspaceManager` uses a **Sequential Serializer** (a promise-chaining queue) to ensure that only one mutation can happen at a time.\n\n### 4.4. Event Bus and Reactivity\n\nThe workspace is \"Alive.\" Every mutation emits events that can be listened to by the UI, external logging services, or other parts of the application.\n\n---\n\n## 5. Domain Entities: Deep Dive into the State\n\n### 5.1. Sessions: The Contextual Roots\n\nA `Session` is the user's primary unit of interaction. It manages the \"active timeline.\"\n\n- **Head Pointer**: A `TurnRef` (UUID + Version) identifying the current leaf of the DAG.\n- **Topic Affinity**: Semantic tags that act as \"magnets\" for RAG context and user preferences.\n\n### 5.2. Turns: The Atoms of Hyper-History\n\nA `Turn` is the smallest unit of conversation. It is a multi-modal container that can hold anything from a text string to a sequence of tool executions and internal \"thinking\" blocks.\n\n### 5.3. Blobs: Deduplicated Asset Management\n\nBlobs represent the library's solution for large binary data. They utilize a **Reference Counting** garbage collector.\n\n- **Registration**: Calculate hash -> Check for existence -> Create or increment ref-count.\n- **Automatic Cleanup**: When a turn is deleted, the system decrements the blob's ref-count. Only when it hits zero is the physical file deleted from storage.\n\n### 5.4. Roles: Persistent Personas\n\nA `Role` encapsulates the AI's identity. It includes the \"System Prompt\" (Persona), model-specific constraints (e.g., `temperature`, `window size`), and a set of topics that the role is \"interested\" in.\n\n---\n\n## 6. The Prompt Pipeline: Anatomy of a Request\n\nThe `PromptBuilder` follows a 5-step lifecycle:\n\n### 6.1. Stage 1: DAG Snapshotting and Ancestry Walking\n\nStarting from the session's `Head`, the builder performs a recursive walk up the parent pointers. This flattens the graph into a linear `Transcript`.\n\n### 6.2. Stage 2: Semantic Retrieval and Topic Alignment\n\nThe builder identifies the active `Topics` of the session. It then queries the `ContextIndex`. It uses the `ContextRetriever` to rank entries by relevance.\n\n### 6.3. Stage 3: Conflict Resolution in Instructions\n\nIt assembles the final \"System Instruction.\" It merges the `Role` instructions with any active `Preferences`.\n\n### 6.4. Stage 4: Multi-Modal Blob Resolution Protocols\n\nEvery `BlobRef` in the transcript is resolved. The builder contacts the `BlobStore` to determine if the data should be sent as `inlineData` (Base64) or if it has a pre-existing `fileId`.\n\n### 6.5. Stage 5: Provider-Specific Adapter Mapping\n\nThe finalized, agnostic `Prompt` is passed to the `LLMAdapter`. This is where the mapping to the provider's specific wire format occurs.\n\n---\n\n## 7. The Content Block Specification\n\n### 7.1. Basic Blocks\n\n- **`text`**: Standard text communication.\n- **`thinking`**: Internal CoT reasoning. Separate to allow UI to hide/show reasoning paths.\n\n### 7.2. Asset Blocks\n\n- **`image`**: References a `BlobRef`. Supports `mediaType` and `filename`.\n- **`document`**: Used for PDFs, code snippets, or long-form text files.\n\n### 7.3. Functional Blocks\n\n- **`tool_use`**: A structured request for tool execution. Contains `callId`, `name`, and `args`.\n- **`tool_result`**: The output of a tool, linked via `callId`.\n\n### 7.4. Structural Blocks\n\n- **`summary`**: A \"compression\" block. Replaces older history turns.\n- **`role:transition`**: Notates that the session persona changed.\n\n---\n\n## 8. Command Reference: The Mutation API Manual\n\n### 8.1. Workspace Domain Commands\n\n- **`workspace:create`**: Initializes root metadata.\n- **`workspace:sync`**: Forces a full re-indexing of all stores.\n\n### 8.2. Session Domain Commands\n\n| Command                   | Payload                   | Side Effects                           |\n| :------------------------ | :------------------------ | :------------------------------------- |\n| **`session:create`**      | `id, role, topics, label` | Creates database record + Index entry. |\n| **`session:fork`**        | `sessionId, turnId`       | Metadata-only clone of history.        |\n| **`session:update`**      | `sessionId, updates`      | Patch Index + Update store.            |\n| **`session:delete`**      | `sessionId`               | Recursive release of all blob refs.    |\n| **`session:role:switch`** | `sessionId, newRole`      | Insert transition block + Update role. |\n\n### 8.3. Turn & DAG Domain Commands\n\n| Command           | Payload                        | Description                       |\n| :---------------- | :----------------------------- | :-------------------------------- |\n| **`turn:add`**    | `sessionId, turn`              | Appends turn. Retains blobs.      |\n| **`turn:edit`**   | `sessionId, turnId, newBlocks` | New Version in DAG. Moves Head.   |\n| **`turn:branch`** | `sessionId, turn`              | Diverge from non-head node.       |\n| **`turn:delete`** | `sessionId, turnId, version`   | Removes Version + Releases blobs. |\n\n### 8.4. Role & Persona Domain Commands\n\n- **`role:add`**: Register new persona.\n- **`role:update`**: Modify instructions/constraints.\n- **`role:delete`**: Remove role.\n\n### 8.5. Blob & Asset Domain Commands\n\n- **`blob:register`**: Calculate hash + Create storage record + Increment ref-count.\n- **`blob:retain`**: Increment ref-count.\n- **`blob:release`**: Decrement ref-count + Trigger purge if 0.\n- **`blob:record_remote_id`**: Map local hash to remote API ID.\n\n---\n\n## 9. Extension Framework\n\n### 9.1. WorkspaceExtensions\n\nPackaging custom logic into a single plugin.\n\n```typescript\nconst MyPlugin: WorkspaceExtension = {\n  schemas: [\n    /* schemas */\n  ],\n  reducers: { \"custom:cmd\": myReducer },\n  middleware: [myMiddleware],\n};\n```\n\n### 9.2. Middleware: Intercepting the State Stream\n\nGuardians of the workspace. Can abort, augment, or observe commands.\n\n### 9.3. TurnProcessors: Giving the AI Agency\n\nScans AI response blocks for side-effects (e.g., auto-saving memories or tasks).\n\n### 9.4. Custom Indexers\n\nExpanding the Read Model with custom read-projections.\n\n---\n\n## 10. Persistence Layer: Schema and Collections\n\n| Collection     | Key             | Description                   |\n| :------------- | :-------------- | :---------------------------- |\n| `workspace`    | `id`            | Global metadata and settings. |\n| `role`         | `name`          | Persona instructions.         |\n| `preference`   | `id`            | User instructions.            |\n| `context`      | `key`           | RAG snippets.                 |\n| `session`      | `id`            | Session metadata + Head.      |\n| `turn`         | `(id, version)` | Immutable history records.    |\n| `blob_records` | `sha256`        | Metadata + RefCount.          |\n\n---\n\n## 11. Implementation Guide\n\n### 11.1. Implementing a Database Boundary\n\n```typescript\nclass MyDb implements WorkspaceDatabase {\n  async collection(name: string) {\n    /* ... */\n  }\n  async open(schemas: SchemaDefinition[]) {\n    /* ... */\n  }\n}\n```\n\n### 11.2. Implementing a BlobStorage Boundary\n\n```typescript\nclass MyStorage implements BlobStorage {\n  async put(data: Uint8Array): Promise<string> {\n    /* return sha256 */\n  }\n  async get(sha256: string): Promise<Uint8Array | null> {\n    /* ... */\n  }\n  async delete(sha256: string): Promise<void> {\n    /* ... */\n  }\n}\n```\n\n### 11.3. Bootstrapping the Manager\n\n```typescript\nconst { manager, sessions, ctx } = await createWorkspace({\n  db: new MyDb(),\n  blobStorage: new MyStorage(),\n  getWorkspace: () => state,\n  setWorkspace: (patch) => {\n    state = merge(state, patch);\n  },\n  processor: new MyProcessor(),\n});\n```\n\n---\n\n## 12. Design Decisions\n\n### Why a DAG?\n\nA tree allows branching, but a DAG allows for **Merging** and **Non-Destructive Versioning**. It accurately represents the way conversation evolved into multiple \"what-if\" scenarios.\n\n### Why SHA-256?\n\nUUIDs lead to \"Asset Proliferation.\" SHA-256 enables **Global Deduplication**, critical for reducing storage in RAG-heavy apps.\n\n### Why CQRS?\n\nRead patterns (building prompts) are vastly different from Write patterns (saving turns). CQRS optimizes both independently.\n\n---\n\n## 13. Comparison with Industry Standards\n\n- **vs. OpenAI Threads**: OpenAI threads are black boxes. Our Workspace provides full local control and DAG navigation.\n- **vs. LangChain Memory**: LangChain memory is often ephemeral. Our Workspace is a persistent, repo-level database.\n\n---\n\n## 14. Advanced Recipes & Design Patterns\n\n### The \"Shadow Turn\" Pattern\n\nIntercept `turn:add` and inject a hidden system turn before the user message for real-time situational awareness.\n\n### Automatic Topic Discovery\n\nUse a cheap model to scan every user turn and suggest new topics to refine RAG retrieval dynamically.\n\n---\n\n## 15. Technical Specifications\n\n### Blob Hash Protocol\n\nSHA-256 hex digest -> stored under `blobs/{sha256}`. RefCount = 0 triggers deletion.\n\n### Index Sync Protocol\n\nFull re-build of Index via parallel execution of all registered `Indexers`.\n\n---\n\n## 16. Troubleshooting\n\n### Error Handling with `SystemError`\n\nAll operational and validation errors should be thrown using `SystemError` from `@core/error` (re-exported via `kernel/types/errors.ts`).\n\n```typescript\nimport { SystemError, CommonErrors } from \"@core/error\";\n\n// Example\nthrow new SystemError({\n  code: CommonErrors.VALIDATION_FAILED,\n  message: \"Invalid input\",\n});\n```\n\nThis allows for structured error logging and machine-readable error codes.\n\n### Stale Index\n\nEnsure reducers return the correct patch. Call `workspace:sync` to force a rebuild.\n\n### Blob Reference Leak\n\nUse `session:delete` to ensure all blobs in the session DAG are released.\n\n---\n\n## 17. Testing Strategy\n\n### Integration Testing the DAG\n\n```typescript\ntest('can branch history', async () => {\n  const session = await sessions.create({ ... });\n  await session.addTurn({ blocks: [{ type: 'text', text: 'Prompt 1' }] });\n  const turn1Id = session.head()!.id;\n  await session.editTurn(turn1Id, [{ type: 'text', text: 'Edited Prompt 1' }]);\n  // Verify both versions exist and head points to version 2\n});\n```\n\n### Unit Testing Reducers\n\nReducers are pure-ish and can be tested in isolation by providing a mock `WorkspaceContext`.\n\n---\n\n## 18. Glossary of Terms\n\n- **`Head`**: The current active turn.\n- **`Transcript`**: Flattened history for an LLM request.\n- **`Persona`**: System instructions for a Role.\n- **`Topic`**: Semantic tag for RAG connectivity.\n- **`Reducer`**: Command handler for state mutation.\n\n---\n\n## 19. API Reference Appendix\n\n### WorkspaceManager\n\n- `dispatch(command)`: Atomic mutation.\n- `workspace()`: Sync Index access.\n- `use(middleware)`: Register interceptor.\n\n### Session\n\n- `snapshot()`: Prepare prompt data.\n- `addTurn(blocks)`: Append to head.\n- `branchInfo(turnId)`: Retrieve all versions.\n\n---\n\n## 20. License\n\nMIT © [Saidimu](https://github.com/asaidimu)\n","readmeFilename":"README.md"}