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‎MAP.md‎

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### AI & ML
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| Module | Purpose | Tech |
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|--------|---------|------|
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| FastAIService | Router/Orchestrator | API |
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| FastContext | Session-Manager | State |
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| FastMemory | AI memory/retrieval | Vector DB |
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| FastRAG | Retrieval-Augmented Generation | Pipeline |
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| FastEmbedding | Text to Vector translation | Model |
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| FastVectorDB | In-memory vector search | SIMD |
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| FastAgent | Autonomous agent runtime | LLM |
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| FastToolBridge | AI tool integration | API |
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| FastMCP | Model Context Protocol | Standard |
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| FastModel | C++ Model Engine (ONNX/gguf) | ONNX |
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| FastAIService | Provider-Router (lokal/Cloud) | API |
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| FastModel | Lokale Inferenz-Runtime (gguf/ONNX) | ONNX |
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| FastAIStream | Token-Streaming-Engine | Pipeline |
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| FastAIToken | Tokenization, Counting, Budgeting | Tokenizer |
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| FastAICache | Antwort- & Embedding-Caching | Cache |
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| FastAIAgent | Agenten-Logik, Tool-Auswahl | LLM |
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| FastAIReasoner | Planning, Reflection | Logic |
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| FastAIWorkflow | Multi-Agent-Pipelines, Tasks | Orchestrator |
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| FastAIState | Shared Agent State / Blackboard | Memory |
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| FastAIContext | Kontext-Management, Rollen | State |
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| FastAISession | Conversation Lifecycle | History |
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| FastAIMemory | Kurzzeit- & Langzeit-Gedächtnis | Vector DB |
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| FastAIVectorDB| Vektor-Store für Memory & RAG | SIMD |
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| FastAIEmbedding| Embedding-Service | Model |
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| FastAIRAG | Retrieval-Pipeline | RAG |
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| FastAIToolBridge| Tool-Ausführungsschicht | API |
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| FastAIMCP | Model Context Protocol Adapter | MCP |
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| FastAISandbox | Code-Isolation | Security |
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| FastAIScheduler| Async Jobs, Retries, Cron | Queueing |
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| FastAIGuard | Prompt-Injection-Schutz | Security |
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| FastAIAuth | API-Keys, User-Permissions | Auth |
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| FastAITrace | Token-Flow, Tool-Tracing | Debugging |
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| FastAIEval | Automatische Antwort-Evaluation | Eval |
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| FastAIMetrics | Performance-, Latency-Metrics | Telemetry |
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| FastAIParser | Strukturierter Output-Parser | Parser |
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| FastAIPrompt | Prompt-Compiler, Templates | Compiler |
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| FastAIRegistry| Registry für Models, Tools, Agents| Registry |
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| FastAIPlugin | Plugin-/Extension-System | Plugin |
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| FastEventBus | Event-System für Tokens | Event Bus |
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| FastArtifact | Verwaltung von Dateien, Images | Storage |
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| FastAIPolicy | Declarative AI Rules / Policies | Rules |
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| FastAIReplay | Replay von Sessions | Debugging |
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| FastAICluster | Multi-GPU / Multi-Node | Orchestrator |
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| FastVision | Vision-Pipeline (OCR, Image-LLMs) | Multimodal |
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| FastSTT | Speech-to-Text | Whisper |
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| FastTTS | Text-to-Speech | Piper |
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| FastConfig | Zentrale Runtime-Konfiguration | Config |
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| FastAPI | REST/WebSocket/gRPC Layer | Network |
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| FastUI | Dashboard, Monitoring, Chat-UI | UI |
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| FastStorage | Files, Blobs, Transcripts | IO |
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### Debugging & Development
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| Module | Purpose | Tech |
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- **Released (Alpha):** 33 modules
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- **Beta/Private:** 0 modules
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- **Coming Soon:** 13 modules
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- **Planned:** 37 modules
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- **Total:** 81 modules
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- **Planned:** 65 modules
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- **Total:** 111 modules
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---
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‎README.md‎

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### 12. AI
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| Module | Speed vs Java | Key Metrics | Tech | Status |
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|--------|---------------|-------------|------|--------|
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| FastAIService | — | Router/Orchestrator | API | TODO |
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| FastContext | — | Session-Manager | State | TODO |
125-
| FastMemory | — | Long-term user storage | Vector DB | TODO |
126-
| FastRAG | — | Retrieval-Augmented Generation | Pipeline | TODO |
127-
| FastEmbedding | — | Text to Vector translation | Model | TODO |
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| FastVectorDB | — | High-speed SIMD vector search | SIMD | TODO |
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| FastToolBridge | — | Executes Java code for Agents | API | TODO |
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| FastMCP | — | Model Context Protocol Adapter | MCP | TODO |
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| FastModel | — | C++ Engine (ONNX/gguf) | ONNX | TODO |
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| **[FastAgent](https://github.com/andrestubbe/FastAgent)** | **—** | Autonomous agent runtime | LLM Integration | Alpha |
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| **FastAIService** | — | Provider-Router (lokal/Cloud) | API | TODO |
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| **FastModel** | — | Lokale Inferenz-Runtime (gguf/ONNX) | ONNX | TODO |
125+
| **FastAIStream** | — | Token-Streaming-Engine | Pipeline | TODO |
126+
| **FastAIToken** | — | Tokenization, Counting, Budgeting | Tokenizer | TODO |
127+
| **FastAICache** | — | Antwort- & Embedding-Caching | Cache | TODO |
128+
| **FastAIAgent** | — | Agenten-Logik, Tool-Auswahl | LLM | TODO |
129+
| **FastAIReasoner** | — | Planning & Multi-Step-Reasoning | Logic | TODO |
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| **FastAIWorkflow** | — | Multi-Agent-Pipelines & DAG | Orchestrator | TODO |
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| **FastAIState** | — | Shared Agent State / Blackboard | Memory | TODO |
132+
| **FastAIContext** | — | Kontext-Management, Rollen | State | TODO |
133+
| **FastAISession** | — | Conversation Lifecycle | History | TODO |
134+
| **FastAIMemory** | — | Kurzzeit- & Langzeit-Gedächtnis | Vector DB | TODO |
135+
| **FastAIVectorDB** | — | Vektor-Store für Memory & RAG | SIMD | TODO |
136+
| **FastAIEmbedding** | — | Embedding-Service | Model | TODO |
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| **FastAIRAG** | — | Retrieval-Pipeline | RAG | TODO |
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| **FastAIToolBridge**| — | Tool-Ausführungsschicht | API | TODO |
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| **FastAIMCP** | — | Model Context Protocol Adapter | MCP | TODO |
140+
| **FastAISandbox** | — | Code-Isolation | Security | TODO |
141+
| **FastAIScheduler** | — | Async Jobs, Retries, Cron | Queueing | TODO |
142+
| **FastAIGuard** | — | Prompt-Injection-Schutz | Security | TODO |
143+
| **FastAIAuth** | — | API-Keys, User-Permissions | Auth | TODO |
144+
| **FastAITrace** | — | Token-Flow & Tool-Tracing | Debugging | TODO |
145+
| **FastAIEval** | — | Automatische Antwort-Evaluation | Eval | TODO |
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| **FastAIMetrics** | — | Performance- & Usage-Metrics | Telemetry | TODO |
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| **FastAIParser** | — | Strukturierter Output-Parser | Parser | TODO |
148+
| **FastAIPrompt** | — | Prompt-Compiler, Templates | Compiler | TODO |
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| **FastAIRegistry** | — | Registry für Models, Tools, Agents| Registry | TODO |
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| **FastAIPlugin** | — | Plugin-/Extension-System | Plugin | TODO |
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| **FastEventBus** | — | Event-System für Tokens & Tools | Event Bus | TODO |
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| **FastArtifact** | — | Verwaltung generierter Dateien | Storage | TODO |
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| **FastAIPolicy** | — | Declarative AI Rules / Policies | Rules | TODO |
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| **FastAIReplay** | — | Replay von Sessions | Debugging | TODO |
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| **FastAICluster** | — | Multi-GPU / Multi-Node | Orchestrator | TODO |
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| **FastVision** | — | Vision-Pipeline (OCR, Image-LLMs) | Multimodal | TODO |
157+
| **FastSTT** | — | Speech-to-Text | Whisper | TODO |
158+
| **FastTTS** | — | Text-to-Speech | Piper | TODO |
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| **FastConfig** | — | Runtime-/Model-Konfiguration | Config | TODO |
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| **FastAPI** | — | REST/WebSocket/gRPC Layer | Network | TODO |
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| **FastUI** | — | Dashboard, Monitoring, Chat-UI | UI | TODO |
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| **FastStorage** | — | Files, Blobs, Transcripts | IO | TODO |
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### 13. Vision
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| Module | Speed vs Java | Key Metrics | Tech | Status |

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