Roadmap

Current (v1.11.x)

What’s working today:

  • ✅ Decorator-based agent framework (@agent.step, @agent.task, @agent.tool, @agent.mcp_tool)

  • ✅ Multi-provider LLM (Ollama, OpenAI, Gemini, Grok, Anthropic, Bedrock, Azure, Vertex)

  • ✅ A2A protocol with HMAC authentication

  • ✅ Semantic Layer (Weaviate + MCP + embedding mesh)

  • ✅ Guardian + OPA security policies

  • ✅ A2A access validation (strict/permissive/disabled)

  • ✅ Orchestrator + Planner + Builder agents

  • ✅ Ephemeral agent creation (Docker containers on-demand)

  • ✅ Artifact Store (MinIO)

  • ✅ CLI scaffolding (create project, add agent, create swarm)

  • ✅ Web interface (SSE streaming, Open WebUI compatible)

  • ✅ Task orchestration v2 (parallel, depends_on, routing)

  • ✅ MCPToolkit (dynamic MCP tool access)

  • ✅ Audit logging and risk scoring

Next (v2.x)

What’s being worked on:

  • 🔄 Plan Confirmation — user approves plan before execution

  • 🔄 Context Engine (Redis) — shared context across agents

  • 🔄 TUI improvements — interactive terminal dashboard

  • 🔄 Result validation — verify agent outputs against schemas

  • 🔄 Swarm knowledge base — persistent learning across sessions

Future

Ideas and directions:

  • Parallel task execution (declarative parallel=["a", "b"] in tasks)

  • Workflow persistence and resume

  • Multi-node deployment (Kubernetes-native)

  • Self-optimizing workflows (agents learn from execution history)

  • Plugin ecosystem for community tools

  • Visual workflow editor

Status

Component

Status

Core framework

✅ Stable

CLI

✅ Stable

A2A + Security

✅ Stable

Semantic Layer

✅ Stable

Orchestration

✅ Stable

Documentation

✅ Complete

Examples

✅ Published

Last updated: May 2026