305 lines
7.3 KiB
Markdown
305 lines
7.3 KiB
Markdown
# Rhizome on the BEAM: Implementation Guide
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> **Note**: This document outlines a fresh implementation of Rhizome in Elixir, using the TypeScript implementation as a reference.
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## Table of Contents
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- [Motivation](#motivation)
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- [Architecture Overview](#architecture-overview)
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- [Migration Strategy](#migration-strategy)
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- [Key Components](#key-components)
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- [Data Synchronization Model](#data-synchronization-model)
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- [Development Roadmap](#development-roadmap)
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- [Performance Considerations](#performance-considerations)
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## Motivation
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Moving Rhizome to Elixir and the BEAM virtual machine provides several key advantages:
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1. **Distribution by Default**
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- Built-in distribution primitives for node-to-node communication
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- Network partition tolerance out of the box
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- Location transparency for processes
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2. **Fault Tolerance**
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- Let it crash philosophy with supervision trees
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- Self-healing systems through process isolation
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- Hot code reloading for zero-downtime updates
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3. **Concurrency Model**
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- Lightweight processes for handling millions of concurrent connections
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- Efficient message passing between processes
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- Built-in backpressure handling
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4. **Ecosystem Benefits**
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- Mature tooling for distributed systems
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- Strong pattern matching and immutability
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- Excellent support for building resilient systems
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## Architecture Overview
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### Current TypeScript Architecture
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```mermaid
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graph TD
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subgraph "TypeScript Implementation"
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A[HTTP API<br/><small>Express</small>]
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B[WebSocket<br/><small>Socket.IO</small>]
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C[Core Engine]
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D[Delta Store]
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E[View Layer]
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F[Persistence<br/><small>LevelDB</small>]
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G[Peer Network<br/><small>Libp2p</small>]
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A --> C
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B --> C
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C --> D
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C --> E
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D --> F
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C --> G
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end
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```
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### Proposed Elixir Architecture
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```mermaid
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graph TD
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subgraph "Elixir Implementation"
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A[HTTP/WebSocket<br/><small>Phoenix</small>]
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B[Core OTP App]
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C[Delta Store]
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D[View Layer]
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E[Process Supervision]
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F[Distribution<br/><small>EPMD/GenRPC</small>]
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G[Persistence<br/><small>Mnesia/ETS</small>]
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A <--> B
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B <--> C
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B <--> D
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B <--> E
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B <--> F
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C <--> G
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end
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```
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## Implementation Roadmap
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### 1. Core Engine
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- **Delta Processing**
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- Define core Delta types and operations
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- Implement DeltaBuilder
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- Design storage layer (Mnesia/ETS)
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- **View System**
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- Implement Lossy/Lossless views
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- Create resolver framework
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- Add caching layer
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### 2. Distribution
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- **Node Communication**
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- Node discovery and membership
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- Delta synchronization protocol
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- Conflict resolution strategies
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- **Plugin System**
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- Plugin behavior and lifecycle
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- Dependency management
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- Hot code reloading
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### 3. API & Tooling
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- **HTTP/WebSocket API**
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- RESTful endpoints
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- Real-time updates
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- Authentication/authorization
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- **Developer Experience**
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- TypeScript type generation
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- CLI tools
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- Monitoring and metrics
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## Key Components
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### 1. Delta Processing
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This implementation will follow similar patterns to the TypeScript version but leverage Elixir's strengths:
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```elixir
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defmodule Rhizome.Delta do
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@type t :: %__MODULE__{
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id: String.t(),
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creator: String.t(),
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timestamp: integer(),
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operations: [operation()],
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transaction_id: String.t() | nil,
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negate: boolean()
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}
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defstruct [:id, :creator, :timestamp, :operations, :transaction_id, negate: false]
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def new(creator, host) do
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%__MODULE__{
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id: generate_id(),
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creator: creator,
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timestamp: System.system_time(:millisecond),
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operations: []
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}
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end
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def add_operation(delta, operation) do
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%{delta | operations: [operation | delta.operations]}
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end
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end
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```
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### 2. View System
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```elixir
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defmodule Rhizome.View.Lossy do
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@behaviour Rhizome.View.Behaviour
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@impl true
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def init(initial_state) do
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%{state: initial_state, cache: %{}}
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end
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@impl true
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def reduce(%{state: state} = view, delta) do
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new_state = apply_delta(state, delta)
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%{view | state: new_state}
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end
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@impl true
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def resolve(%{state: state}), do: state
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defp apply_delta(state, %Delta{operations: ops}) do
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Enum.reduce(ops, state, &apply_operation/2)
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end
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end
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```
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### 3. Plugin System
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```elixir
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defmodule Rhizome.Plugin do
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@callback init(args :: term) :: {:ok, state :: term} | {:error, reason :: term}
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@callback handle_delta(delta :: Delta.t(), state :: term) :: {:ok, new_state :: term} | {:error, term}
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@callback handle_call(request :: term, from :: {pid, reference}, state :: term) ::
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{:reply, reply, new_state} |
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{:reply, reply, new_state, timeout | :hibernate} |
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{:noreply, new_state} |
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{:noreply, new_state, timeout | :hibernate} |
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{:stop, reason, reply, new_state} |
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{:stop, reason, new_state} when reply: term, new_state: term, reason: term
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defmacro __using__(_opts) do
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quote do
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@behaviour Rhizome.Plugin
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use GenServer
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# Default implementations
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@impl true
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def init(_args), do: {:ok, %{}}
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@impl true
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def handle_call(_request, _from, state), do: {:reply, :ok, state}
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def start_link(args) do
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GenServer.start_link(__MODULE__, args, name: __MODULE__)
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end
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end
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end
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end
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```
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## Data Synchronization Model
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### 1. Delta Propagation
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```mermaid
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sequenceDiagram
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participant C1 as Client 1
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participant N1 as Node 1
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participant N2 as Node 2
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participant N3 as Node 3
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C1->>N1: Submit Delta
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N1->>N1: Apply Delta Locally
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N1->>N2: Gossip Delta
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N1->>N3: Gossip Delta
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N2->>N2: Apply Delta
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N3->>N3: Apply Delta
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N2->>N1: Acknowledge
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N3->>N1: Acknowledge
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```
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### 2. Conflict Resolution
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1. **Last Write Wins** (Default)
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2. **Custom Resolvers**
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3. **CRDT-based** for special cases
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## Development Milestones
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### 1. Core Delta Engine
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- [ ] Define delta types and operations
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- [ ] Implement DeltaBuilder
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- [ ] Basic storage with Mnesia/ETS
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- [ ] View system with Lossy/Lossless support
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### 2. Distributed Foundation
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- [ ] Node discovery and membership
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- [ ] Delta synchronization protocol
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- [ ] Conflict resolution strategies
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- [ ] Plugin system
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### 3. Production Features
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- [ ] HTTP/WebSocket API
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- [ ] Authentication & authorization
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- [ ] Monitoring and metrics
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- [ ] Developer tooling
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## Performance Characteristics
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### Key Advantages
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1. **Concurrency**
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- Handle 100K+ concurrent connections per node
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- Sub-millisecond delta processing
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- Linear scaling with cores
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2. **Memory Usage**
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- Shared binary heap for deltas
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- Efficient garbage collection
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- Process isolation for fault tolerance
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3. **Network Efficiency**
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- Delta compression
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- Batched updates
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- Smart backpressure handling
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## Getting Started
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### Prerequisites
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- Elixir 1.14+
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- Erlang/OTP 25+
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- Node.js (for assets)
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### Running Locally
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```bash
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# Clone the repository
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git clone https://github.com/your-org/rhizome-beam.git
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cd rhizome-beam
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# Install dependencies
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mix deps.get
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cd assets && npm install && cd ..
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# Start the application
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iex -S mix phx.server
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```
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## Contributing
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1. Fork the repository
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2. Create a feature branch
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3. Submit a pull request
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## License
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[Your License Here]
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## Acknowledgments
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- The Elixir and Erlang communities
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- The original TypeScript implementation for inspiration
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- Research in distributed systems and CRDTs
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