fix(docs): fix broken references to distributed mode

Signed-off-by: Ettore Di Giacinto <mudler@localai.io>

Author: mudler

docs/content/features/GPU-acceleration.md

@@ -1,6 +1,6 @@
 +++
 disableToc = false
-title = "⚡ GPU acceleration"
+title = "GPU Acceleration"
 weight = 9
 url = "/features/gpu-acceleration/"
 +++

docs/content/features/_index.en.md

@@ -27,8 +27,7 @@ LocalAI provides a comprehensive set of features for running AI models locally.
 - **[Realtime API](openai-realtime/)** - Low-latency multi-modal conversations (voice+text) over WebSocket
 - **[Constrained Grammars](constrained_grammars/)** - Control model output format with BNF grammars
 - **[GPU Acceleration](GPU-acceleration/)** - Optimize performance with GPU support
-- **[Distributed Inference](distributed_inferencing/)** - Scale inference across multiple nodes
-- **[Distributed Mode](distributed-mode/)** - Horizontal scaling with PostgreSQL, NATS, and remote backend nodes
+- **[Distribution](distribution/)** - Scale inference across multiple nodes (P2P federation or production distributed mode)
 - **[P2P API](p2p/)** - Monitor and manage P2P worker and federated nodes
 - **[Model Context Protocol (MCP)](mcp/)** - Enable agentic capabilities with MCP integration
 - **[Agents](agents/)** - Autonomous AI agents with tools, knowledge base, and skills

docs/content/features/agents.md

@@ -1,6 +1,6 @@
 +++
 disableToc = false
-title = "🤖 Agents"
+title = "Agents"
 weight = 21
 url = '/features/agents'
 +++

docs/content/features/audio-to-text.md

@@ -1,6 +1,6 @@
 +++
 disableToc = false
-title = "🔈 Audio to text"
+title = "Audio to Text"
 weight = 16
 url = "/features/audio-to-text/"
 +++

docs/content/features/authentication.md

@@ -1,6 +1,6 @@
 +++
 disableToc = false
-title = "🔐 Authentication & Authorization"
+title = "Authentication & Authorization"
 weight = 26
 url = '/features/authentication'
 +++

docs/content/features/backends.md

@@ -1,5 +1,5 @@
 ---
-title: "⚙️ Backends"
+title: "Backends"
 description: "Learn how to use, manage, and develop backends in LocalAI"
 weight: 4
 url: "/backends/"

docs/content/features/constrained_grammars.md

@@ -1,6 +1,6 @@
 +++
 disableToc = false
-title = "✍️ Constrained Grammars"
+title = "Constrained Grammars"
 weight = 15
 url = "/features/constrained_grammars/"
 +++

docs/content/features/distributed-mode.md

@@ -5,7 +5,7 @@ weight = 14
 url = "/features/distributed-mode/"
 +++
 
-Distributed mode enables horizontal scaling of LocalAI across multiple machines using **PostgreSQL** for state and node registry, and **NATS** for real-time coordination. Unlike the [P2P/federation approach](/features/distribute/), distributed mode is designed for production deployments and Kubernetes environments where you need centralized management, health monitoring, and deterministic routing.
+Distributed mode enables horizontal scaling of LocalAI across multiple machines using **PostgreSQL** for state and node registry, and **NATS** for real-time coordination. Unlike the [P2P/federation approach]({{% relref "features/distributed_inferencing" %}}), distributed mode is designed for production deployments and Kubernetes environments where you need centralized management, health monitoring, and deterministic routing.
 
 {{% notice note %}}
 Distributed mode requires authentication enabled with a **PostgreSQL** database — SQLite is not supported. This is because the node registry, job store, and other distributed state are stored in PostgreSQL tables.

docs/content/features/distributed_inferencing.md

@@ -1,12 +1,12 @@
 +++
 disableToc = false
-title = "🆕🖧 Distributed Inference"
+title = "P2P / Federated Inference"
 weight = 15
 url = "/features/distribute/"
 +++
 
 {{% notice tip %}}
-Looking for production-grade horizontal scaling with PostgreSQL and NATS? See [Distributed Mode](/features/distributed-mode/).
+Looking for production-grade horizontal scaling with PostgreSQL and NATS? See [Distributed Mode]({{% relref "features/distributed-mode" %}}).
 {{% /notice %}}
 
 This functionality enables LocalAI to distribute inference requests across multiple worker nodes, improving efficiency and performance. Nodes are automatically discovered and connect via p2p by using a shared token which makes sure the communication is secure and private between the nodes of the network.

docs/content/features/embeddings.md

@@ -1,6 +1,6 @@
 +++
 disableToc = false
-title = "🧠 Embeddings"
+title = "Embeddings"
 weight = 13
 url = "/features/embeddings/"
 +++