kcastle 0.0.1a1

Agent application with multi-endpoint support for the k agent framework

kcastle

Agent application with multi-endpoint support for the K agent framework.

kcastle is a general-purpose agent application built on kagent. It provides a unified agent runtime accessible from multiple endpoints — each endpoint connects to the same agent instance and shares conversation history via kagent.Trace.

Architecture

┌─────────────────────────────────────────────┐
│  kcastle                                    │
│                                             │
│  ┌──────────┐ ┌──────────┐ ┌──────────┐    │
│  │ CLI      │ │ Telegram │ │ Discord  │    │
│  │ Endpoint │ │ Endpoint │ │ Endpoint │    │
│  └────┬─────┘ └────┬─────┘ └────┬─────┘    │
│       │             │            │          │
│       └──────┬──────┴────────────┘          │
│              │                              │
│       ┌──────▼──────┐                       │
│       │ kagent.Agent│ ◄── EventBus (SPMC)   │
│       │ + Trace     │                       │
│       └──────┬──────┘                       │
│              │                              │
│       ┌──────▼──────┐                       │
│       │  TraceStore │ (persistence)         │
│       └─────────────┘                       │
└─────────────────────────────────────────────┘

Endpoints

Each endpoint is an adapter that:

1. Receives user input from its platform (terminal, Telegram, Discord, etc.)
2. Sends commands to the shared Agent instance (run(), steer(), abort())
3. Subscribes to the Agent's event stream and renders output for its platform

Shared State

All endpoints share the same Agent instance and its Trace. This means:

• Conversation history is unified across all endpoints
• A message sent via Telegram is visible when resuming from the CLI
• Pause/resume works by persisting the Trace via TraceStore and reconstructing the Agent

What kcastle owns

• Endpoint adapters — CLI, Telegram, Discord (and future endpoints)
• Provider factory/registry — provider-id-to-constructor mapping policy (kcastle.provider_factory)
• Persistence — TraceStore configuration and session management
• Tool registration — Domain-specific tools for the agent
• Configuration — Agent setup, system prompts, model selection
• UI/rendering — Platform-specific output formatting

What kcastle does NOT own

These live in lower layers:

• Agent runtime — kagent (agent loop, state, events, context builders)
• LLM abstraction — kai (providers, streaming, tool schemas)

Configuration

kcastle uses explicit provider profiles. The default runtime selection is a provider + model pair:

default:
	provider: deepseek-openai
	model: deepseek-chat

You can override built-in providers by redefining the same provider key:

providers:
	deepseek-openai:
		api_key: ${DEEPSEEK_API_KEY}
		base_url: https://api.deepseek.com
		models:
			deepseek-chat:
				active: true
			deepseek-reasoner:
				active: true

OpenTelemetry hooks are disabled by default. Set OTEL_EXPORTER_OTLP_ENDPOINT (e.g. http://localhost:4317) to enable trace export.