> ## Documentation Index
> Fetch the complete documentation index at: https://docs.artaios.ai/llms.txt
> Use this file to discover all available pages before exploring further.

# Roadmap

> What we're building next and how you can shape it

<Info>
  **Artaios Agents Studio is in closed beta.** Your feedback directly shapes what we build next.
</Info>

## Your Input Shapes This

This roadmap shows our direction, but **we prioritize based on what you need**. If something here doesn't work for your use case, or if we're missing something critical—tell us.

<Card title="Shape the Future" icon="comments" iconType="duotone" color="#ca8a04">
  Have ideas? Email us at **[lorenz.stirnweis@arttacsolutions.de](mailto:lorenz.stirnweis@arttacsolutions.de)** with feature requests, timeline concerns, or integration needs.
</Card>

***

## <Icon icon="rocket" iconType="duotone" /> Current Version: v0.2.1

<Note>
  **Status**: Live in closed beta | **Released**: November 2025
</Note>

<Card title="View Release Notes" icon="newspaper" iconType="duotone" color="#6366F1" href="/documentation/platform/release-notes">
  See detailed release notes for v0.2.0 and v0.2.1
</Card>

### <Icon icon="circle-check" iconType="duotone" /> What's Available Now

<AccordionGroup>
  <Accordion title="Core Configuration" icon="gear" defaultOpen>
    * **YAML Configuration**: Declarative agent definitions
    * **Playground**: Real-time testing with Agent Preview
    * **Prompt Library**: Versioned, reusable prompts
    * **Built-in Tools**: Pre-configured capabilities
  </Accordion>

  <Accordion title="Knowledge & Multi-Agent" icon="brain">
    * **Knowledge Base**: File upload and document retrieval
    * **Multi-Agent Workflows**: Coordinated agent orchestration
  </Accordion>

  <Accordion title="Integration & Deployment" icon="plug">
    * **REST API & WebSocket**: Integration endpoints with streaming
    * **Public Chatbot Embedding**: JavaScript widget for websites
    * **Execution Tracing**: Monitor agent behavior and performance
  </Accordion>
</AccordionGroup>

<Check>
  **v0.2 is now live!** Enhanced YAML configuration, conditional edges, structured outputs, UKnow integration, OCR/vision capabilities, and expanded model provider support are all available.
</Check>

<Card title="Experiencing Issues?" icon="bug" iconType="duotone" color="#dc2626" href="mailto:lorenz.stirnweis@arttacsolutions.de">
  Report bugs at **[lorenz.stirnweis@arttacsolutions.de](mailto:lorenz.stirnweis@arttacsolutions.de)** — we're actively fixing issues based on alpha feedback.
</Card>

***

## <Icon icon="puzzle-piece" iconType="duotone" /> v0.2: Extensions & Intelligence

<Note>
  **Status**: Released | **v0.2.0**: November 21, 2025 | **v0.2.1**: November 25, 2025
</Note>

<Card title="View Release Notes" icon="newspaper" iconType="duotone" color="#6366F1" href="/documentation/platform/release-notes">
  See what's new in v0.2.0 and v0.2.1
</Card>

### <Icon icon="microchip" /> Model Provider Support

Choose your LLM provider per agent:

<CardGroup cols={3}>
  <Card title="Mistral" icon="wind" iconType="duotone" />

  <Card title="Qwen" icon="brain" iconType="duotone" />

  <Card title="More..." icon="plus" iconType="duotone" />
</CardGroup>

<Tip>
  **Need a specific model provider?** Let us know which ones matter for your use case.
</Tip>

### <Icon icon="code" /> Advanced YAML Features

<Tabs>
  <Tab title="Config Reference">
    Use variables and reference configs across agents:

    ```yaml theme={null}
    variables:
      api_endpoint: "https://api.example.com"
      
    agents:
      - name: "agent1"
        config_ref: "{{ variables.api_endpoint }}"
    ```
  </Tab>

  <Tab title="Input/Output System">
    Pass data between agents explicitly:

    ```yaml theme={null}
    agents:
      - name: "analyzer"
        outputs: ["analysis_result"]
      
      - name: "responder"
        inputs: ["analysis_result"]
    ```
  </Tab>

  <Tab title="Conditional Edges">
    Dynamic routing based on agent outputs:

    ```yaml theme={null}
    edges:
      - from: "classifier"
        to: "urgent_handler"
        condition: "output.priority == 'high'"
      
      - from: "classifier"
        to: "standard_handler"
        condition: "output.priority == 'normal'"
    ```
  </Tab>

  <Tab title="Structured Output">
    Enforce JSON schemas for agent responses:

    ```yaml theme={null}
    agents:
      - name: "data_extractor"
        structured_output:
          type: "json_schema"
          schema:
            type: "object"
            properties:
              name: {type: "string"}
              age: {type: "number"}
    ```
  </Tab>
</Tabs>

### <Icon icon="user-robot" /> Live Avatar Chatbots

New embedded chatbot format with talking avatars:

<CardGroup cols={2}>
  <Card title="Visual Features" icon="sparkles" iconType="duotone">
    * Default avatar library included
    * Custom avatars available
    * Real-time lip-sync
    * Dynamic expressions
  </Card>

  <Card title="Audio Features" icon="microphone" iconType="duotone">
    * Speech-to-text input
    * Text-to-speech responses
    * Natural conversation flow
    * Multiple voice options
  </Card>
</CardGroup>

<Info>
  Perfect for customer-facing applications where visual presence matters.
</Info>

<Card title="Want Custom Avatars?" icon="palette" iconType="duotone" color="#8b5cf6" href="mailto:lorenz.stirnweis@arttacsolutions.de">
  Reach out to discuss your branding needs.
</Card>

### <Icon icon="screwdriver-wrench" /> Model Context Protocol (MCP)

Integration with the MCP standard for:

<Steps>
  <Step title="Standardized Tool Definitions">
    Use industry-standard tool formats
  </Step>

  <Step title="Cross-Platform Compatibility">
    Work seamlessly across different AI platforms
  </Step>

  <Step title="Community Tool Sharing">
    Access and share tools with the community
  </Step>

  <Step title="Easier Custom Tool Creation">
    Build tools faster with standard templates
  </Step>
</Steps>

### <Icon icon="cloud" /> Cloud Knowledge Base Connectors

Connect cloud storage as knowledge sources:

<CardGroup cols={3}>
  <Card title="Google Drive" icon="google" iconType="duotone" />

  <Card title="Dropbox" icon="dropbox" iconType="duotone" />

  <Card title="OneDrive" icon="microsoft" iconType="duotone" />

  <Card title="SharePoint" icon="sharepoint" iconType="duotone" />

  <Card title="AWS S3" icon="aws" iconType="duotone" />

  <Card title="Azure Blob" icon="microsoft" iconType="duotone" />
</CardGroup>

<Check>
  Real-time sync and permission-aware retrieval included.
</Check>

<Card title="Which Cloud Provider Matters Most?" icon="ranking-star" iconType="duotone" color="#0ea5e9">
  We're prioritizing based on demand. Email us your **top 3 cloud integrations**.
</Card>

### <Icon icon="puzzle" /> Tool Library Integration

Comprehensive tool ecosystem for agent capabilities:

<CardGroup cols={2}>
  <Card title="Pre-built Tools" icon="toolbox" iconType="duotone">
    * Communication platforms
    * Project management systems
    * Document repositories
    * Cloud storage services
    * CRM and sales tools
    * Development platforms
  </Card>

  <Card title="Integration Features" icon="plug" iconType="duotone">
    * OAuth authentication flows
    * Full CRUD operations
    * Real-time data sync
    * Permission-aware access
    * Rate limiting compliance
    * Error handling & retries
  </Card>
</CardGroup>

<Info>
  Agents can seamlessly interact with your existing tool stack through standardized integrations.
</Info>

<Card title="What Tools Do You Need?" icon="list-check" href="mailto:lorenz.stirnweis@arttacsolutions.de">
  Tell us which tools are essential for your workflow at **[lorenz.stirnweis@arttacsolutions.de](mailto:lorenz.stirnweis@arttacsolutions.de)**
</Card>

***

## <Icon icon="gauge-high" iconType="duotone" /> v0.3: Production Readiness

<CardGroup cols={2}>
  <Card>
    **Timeline**: Dec 2025
  </Card>

  <Card>
    **Focus**: Evaluation, control, advanced orchestration
  </Card>
</CardGroup>

### <Icon icon="diagram-project" /> Sophisticated Orchestration Examples

Pre-built templates for advanced patterns:

<AccordionGroup>
  <Accordion title="Map-Reduce Workflows" icon="sitemap">
    Distribute work across agents and aggregate results
  </Accordion>

  <Accordion title="Parallel Processing" icon="layer-group">
    Run multiple operations simultaneously with intelligent aggregation
  </Accordion>

  <Accordion title="Multi-Stage Research" icon="magnifying-glass">
    Iterative information gathering and analysis pipelines
  </Accordion>

  <Accordion title="Approval Chains" icon="user-check">
    Sequential decision-making with fallback mechanisms
  </Accordion>

  <Accordion title="Recursive Loops" icon="rotate">
    Self-improving agent processes
  </Accordion>
</AccordionGroup>

### <Icon icon="book-open-reader" /> Deep Research Agent

Specialized agent template for comprehensive research tasks:

<Steps>
  <Step title="Multi-Source Gathering" icon="database">
    Pull information from diverse sources automatically
  </Step>

  <Step title="Iterative Refinement" icon="arrows-rotate">
    Continuously improve query quality based on results
  </Step>

  <Step title="Source Verification" icon="shield-check">
    Validate information and maintain citation trails
  </Step>

  <Step title="Report Generation" icon="file-lines">
    Create structured findings with actionable insights
  </Step>
</Steps>

### <Icon icon="chart-line" /> Evaluation Framework

<CardGroup cols={2}>
  <Card title="Quality Scoring" icon="star" iconType="duotone">
    Automated agent response quality assessment
  </Card>

  <Card title="A/B Testing" icon="flask" iconType="duotone">
    Compare prompt variations for optimization
  </Card>

  <Card title="Benchmarking" icon="trophy" iconType="duotone">
    Track performance metrics over time
  </Card>

  <Card title="Cost Tracking" icon="dollar-sign" iconType="duotone">
    Monitor spending per agent and conversation
  </Card>
</CardGroup>

### <Icon icon="user-check" /> Human-in-the-Loop (HITL)

Enable human oversight for critical decisions:

<AccordionGroup>
  <Accordion title="Approval Workflows" icon="circle-check" defaultOpen>
    Require human approval for sensitive actions before execution
  </Accordion>

  <Accordion title="Interactive Decision Points" icon="code-branch">
    Pause workflows for user input at key moments
  </Accordion>

  <Accordion title="Feedback Collection" icon="comment-dots">
    Gather user insights during agent execution
  </Accordion>

  <Accordion title="Manual Overrides" icon="hand">
    Take control and redirect agents when needed
  </Accordion>
</AccordionGroup>

### <Icon icon="arrows-split-up-and-left" /> Parallel Agent Workflows

Run multiple agents simultaneously:

```yaml theme={null}
agents:
  - name: "researcher_1"
  - name: "researcher_2"
  - name: "researcher_3"
  - name: "aggregator"

edges:
  - from: "__start__"
    to: ["researcher_1", "researcher_2", "researcher_3"]
    mode: "parallel"
  
  - from: ["researcher_1", "researcher_2", "researcher_3"]
    to: "aggregator"
    mode: "collect"
```

<Check>
  Dramatically reduce total workflow execution time
</Check>

### <Icon icon="brain-circuit" /> Context Engineering

Intelligent context management:

<Steps>
  <Step title="Automatic Optimization">
    Smart context window management without manual intervention
  </Step>

  <Step title="Conversation Summarization">
    Maintain context while reducing token usage
  </Step>

  <Step title="Priority-Based Inclusion">
    Keep the most relevant information in context
  </Step>

  <Step title="Token Usage Optimization">
    Minimize costs while maximizing effectiveness
  </Step>
</Steps>

<Note>
  **v0.3 feature priorities will shift** based on what v0.2 alpha users need most. Stay vocal about what matters.
</Note>

***

## <Icon icon="wand-magic-sparkles" iconType="duotone" /> v0.4: Autonomy & Scale

<CardGroup cols={2}>
  <Card>
    **Timeline**: Jan 2026
  </Card>

  <Card>
    **Focus**: Goal-oriented agents and automation
  </Card>
</CardGroup>

### <Icon icon="chess" /> Planning Agent

New agent type with advanced capabilities:

<CardGroup cols={2}>
  <Card title="Goal Decomposition" icon="sitemap" iconType="duotone">
    Break complex objectives into actionable steps
  </Card>

  <Card title="Dynamic Planning" icon="diagram-project" iconType="duotone">
    Create execution plans on the fly
  </Card>

  <Card title="Adaptive Execution" icon="arrows-rotate" iconType="duotone">
    Adjust plans based on outcomes
  </Card>

  <Card title="Sub-Agent Coordination" icon="users-gear" iconType="duotone">
    Orchestrate multiple agents toward goals
  </Card>
</CardGroup>

### <Icon icon="bullseye" /> Goal-Based Workflows

Agents work toward defined objectives with incentive structures:

```yaml theme={null}
agents:
  - name: "sales_assistant"
    goals:
      - objective: "schedule_meeting"
        priority: "high"
      - objective: "gather_requirements"
        priority: "medium"
```

### <Icon icon="handshake" /> Intelligent Agent Collaboration

Advanced coordination methods:

<Tabs>
  <Tab title="Negotiation" icon="comments">
    Agents discuss and reach agreements on approach
  </Tab>

  <Tab title="Consensus Building" icon="users">
    Multiple agents align on decisions
  </Tab>

  <Tab title="Resource Sharing" icon="share-nodes">
    Efficient allocation of computational resources
  </Tab>

  <Tab title="Conflict Resolution" icon="scale-balanced">
    Automated handling of competing objectives
  </Tab>
</Tabs>

### <Icon icon="clock" /> CronJobs & Trigger Events

Automation capabilities:

<CardGroup cols={2}>
  <Card title="Schedule-Based" icon="calendar-clock" iconType="duotone">
    Execute agents on defined schedules
  </Card>

  <Card title="Webhook Triggers" icon="webhook" iconType="duotone">
    React to external system events
  </Card>

  <Card title="Event-Driven" icon="bolt" iconType="duotone">
    Respond to emails, tickets, and more
  </Card>

  <Card title="Monitoring" icon="bell" iconType="duotone">
    Automated alerts and notifications
  </Card>
</CardGroup>

***

## <Icon icon="telescope" /> Beyond v0.4

<AccordionGroup>
  <Accordion title="Agent Marketplace" icon="store">
    Community-shared agents and workflows
  </Accordion>

  <Accordion title="Self-Improving Agents" icon="arrow-trend-up">
    Learn from past interactions and optimize over time
  </Accordion>

  <Accordion title="Multimodal Support" icon="photo-film">
    Process images, audio, and video
  </Accordion>

  <Accordion title="On-Premise Deployment" icon="server">
    Self-hosted for maximum control and security
  </Accordion>

  <Accordion title="Enterprise SSO" icon="shield-halved">
    SAML/OAuth integration for enterprise authentication
  </Accordion>
</AccordionGroup>

<Warning>
  **These are ideas, not commitments.** Features depend on how v0.2 and v0.3 land with alpha users.
</Warning>

***

## <Icon icon="megaphone" /> How to Influence the Roadmap

<Steps>
  <Step title="Use the Platform" icon="play">
    The more you build, the more we learn what's needed
  </Step>

  <Step title="Report What's Blocking You" icon="circle-exclamation">
    If a missing feature stops your project, tell us immediately
  </Step>

  <Step title="Describe Your Use Case" icon="lightbulb">
    Context helps us prioritize. What are you building? Who's it for?
  </Step>

  <Step title="Vote on Features" icon="check-to-slot">
    When we ask "which integration matters most?", respond. We listen.
  </Step>
</Steps>

***

## <Icon icon="paper-plane" /> Feedback Channels

<CardGroup cols={2}>
  <Card title="Feature Requests" icon="lightbulb" iconType="duotone" color="#f59e0b" href="mailto:lorenz.stirnweis@arttacsolutions.de">
    **Email**: [lorenz.stirnweis@arttacsolutions.de](mailto:lorenz.stirnweis@arttacsolutions.de)\
    **Subject**: "Feature Request: \[Your Idea]"
  </Card>

  <Card title="Bug Reports" icon="bug" iconType="duotone" color="#dc2626" href="mailto:lorenz.stirnweis@arttacsolutions.de">
    **Email**: [lorenz.stirnweis@arttacsolutions.de](mailto:lorenz.stirnweis@arttacsolutions.de)\
    **Subject**: "Bug: \[What's broken]"
  </Card>

  <Card title="Integration Needs" icon="plug" iconType="duotone" color="#8b5cf6" href="mailto:lorenz.stirnweis@arttacsolutions.de">
    **Email**: [lorenz.stirnweis@arttacsolutions.de](mailto:lorenz.stirnweis@arttacsolutions.de)\
    **Subject**: "Need Integration: \[Tool/Service]"
  </Card>

  <Card title="In-Platform Feedback" icon="comment" iconType="duotone" color="#0ea5e9">
    Click **"Give Feedback"** in the top right of the platform
  </Card>
</CardGroup>

***

## <Icon icon="transparency" /> Transparency Commitment

We'll update this roadmap monthly as priorities shift. If something gets delayed or dropped, we'll explain why.

<CardGroup cols={2}>
  <Card title="Last Updated" icon="calendar">
    November 2025
  </Card>

  <Card title="Next Update" icon="calendar-plus">
    December 2025 (post v0.3 release)
  </Card>
</CardGroup>

<Warning>
  **Alpha Disclaimer**: Timelines are estimates. Features may change or be postponed based on technical complexity and user feedback. We prioritize building the right thing over hitting exact dates.
</Warning>

***

<Card title="Have 5 Minutes?" icon="clock" iconType="duotone" color="#ca8a04" href="mailto:lorenz.stirnweis@arttacsolutions.de">
  **Quick Survey**: What's the #1 feature that would make AMAS indispensable for your project?

  → **[lorenz.stirnweis@arttacsolutions.de](mailto:lorenz.stirnweis@arttacsolutions.de)**
</Card>