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The Complete Skaldic System

Named after Norse mythology, each component represents a core capability. Together, they form an intelligent system that learns and improves continuously. Five core components + development tools. Everything you need to build continuous learning into your operations.

Skaldic - Visir

API Gateway & Request Routing

The intelligent entry point to your system. Handles authentication, rate limiting, request routing, and asynchronous job processing. Provides a unified interface for all client interactions.

Key Features

JWT-based authentication

Redis-backed rate limiting

Request routing to microservices

Async job queue management

Health checks and monitoring

Built With

FastAPIJWTRedisPython
Skaldic - Visir

Skaldic - Huginn

Model Inference & Decision Making

Huginn in the system. Handles LLM inference, decision logic, and operational recommendations. Integrates with Muninn for state management and Runess for knowledge retrieval.

Key Features

LLM-based inference engine

Decision logging integration

Knowledge base integration (Runess)

Multi-model support

Async decision processing

Built With

FastAPILLM APIsPythonAsync
Skaldic - Huginn

Skaldic - Muninn

Muninn & Process State

Muninn in the system. Manages operational state, session tracking, decision logs, and conversation history. Provides persistent storunese for learning and audit trails.

Key Features

PostgreSQL-backed state management

Session management

Decision logging

Conversation history

JSONB support for flexible schemas

Built With

FastAPIPostgreSQLasyncpgPython
Skaldic - Muninn

Skaldic - Runess

Runess & Knowledge Base

Knowledge in the system. Vector search and retrieval-augmented generation powered by Qdrant. Enables semantic search across your documentation and operational data.

Key Features

CSV ingestion pipeline

Embedding generation

Vector similarity search

Semantic filtering

Document catalog management

Built With

FastAPIQdrantSentence-TransformersPython
Skaldic - Runess

Skaldic - Odin

Workflow Orchestration & Learning

Orchestration engine for complex workflows. Manages task scheduling, reinforcement learning, and continuous model improvement. Coordinates all other components.

Key Features

Celery-based task orchestration

Workflow scheduling

Reinforcement learning pipelines

Model retraining triggers

Multi-job coordination

Built With

CeleryRabbitMQPythonRedis
Skaldic - Odin

Tools for Developers

SDKs and CLIs for building on top of Skaldic and managing your deployment.

Skaldic - SDK

Python / Typescript SDKs for seamless integration. Build client applications, log decisions, query state, and trigger workflows.

Capabilities

Type-safe API client

Async/await support

Decision logging helpers

Session management

Built-in error handling

View Documentation →

Skaldic CLI

Command-line interface for operations and management. Deploy, configure, and monitor your Skaldic instances.

Capabilities

Deploy and manage services

View logs and metrics

Configure workflows

Manage ingestion jobs

Query state and decisions

View Documentation →

Ready to build intelligent operations?

Start with a pilot program and see how continuous learning transforms your operations.

Start a PilotView Pricing