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Dana Runtime - Project Roadmap

Version: 0.1.1 | Status: Active Development | Last Updated: 2026-03-21

Current Release Status

Version 0.1.1 - Stable, Production-Ready

  • Multi-provider LLM support functional
  • Core agent infrastructure complete
  • Tool execution framework operational
  • Timeline compression working
  • Comprehensive testing in place

Release History

Version Date Status Key Features
0.1.1 2026-03-21 Stable Core agent, STAR pattern, resources
0.1.0 2026-03-01 Archive Initial release

Development Phases

Phase 1: Foundation (COMPLETE ✅)

Timeframe: Q1 2026 | Status: 100% Complete

Objectives:

  • STAR agent pattern implementation
  • Multi-provider LLM abstraction
  • Basic resource framework (5+ resources)
  • Timeline & compression system
  • Configuration management
  • CLI applications (3+ entry points)
  • Comprehensive test suite (105 tests)

Deliverables:

  • STARAgent with streaming support
  • OpenAI, Anthropic, Gemini, Azure providers
  • BashResource, FileIOResource, SearchResource
  • Timeline with 80% compression threshold
  • adana, adana-repl, dana-code CLIs
  • 70% code coverage

Status: ✅ Complete (2026-03-21)


Phase 2: Enhancement (IN PROGRESS ⚠️)

Timeframe: Q2 2026 | Current Progress: 45% Complete

Objectives:

  • Memory system expansion (LT memory optimization)
  • Advanced web research pipeline
  • Workflow system optimization
  • Performance tuning & profiling
  • Additional resources (MCP, Skills)
  • Error recovery mechanisms

Planned Deliverables:

2.1: Memory System Enhancement (30% Done)

  • Long-term memory implementation (markdown-based)
  • Short-term memory per-session caching
  • Memory search with embeddings (blocked)
  • Memory pruning strategies
  • Memory migration tools

Blockers: Embedding model selection

2.2: Web Research Pipeline (60% Done)

  • HTML extraction & cleaning
  • URL fetching with caching
  • Content parsing (multiple formats)
  • Search result synthesis (in progress)
  • Knowledge base integration

2.3: Workflow Optimization (40% Done)

  • BaseWorkflow implementation
  • CallableWorkflow executor
  • Conditional execution (in progress)
  • Parallel step execution (planned)
  • Error recovery & rollback

2.4: Performance Tuning (20% Done)

  • Token counting & budgeting
  • Compression algorithm tuning
  • Streaming optimization (in progress)
  • Memory footprint reduction
  • Concurrent request handling

2.5: Additional Resources (50% Done)

  • SkillResource (Claude Code integration)
  • MCPResource (Model Context Protocol)
  • Database resource (planned)
  • API gateway resource (planned)
  • Notification resource (planned)

Target Completion: 2026-05-31 Current Blockers: Embedding selection, additional testing needed


Phase 3: Extended Features (PLANNED 🔜)

Timeframe: Q3 2026 | Status: Planning Phase

Objectives:

  • Additional LLM providers (Groq, Together, Replicate)
  • Domain-specific agents (Finance, Healthcare, Legal)
  • Advanced observability (metrics, tracing)
  • Distributed execution (task queues)
  • Caching strategies (Redis, memcached)
  • API server (FastAPI wrapper)

Planned Deliverables:

3.1: Provider Expansion

  • Groq API support
  • Together.ai integration
  • Replicate API support
  • Cohere integration

3.2: Domain Agents

  • Financial analysis agent
  • Healthcare research agent
  • Legal document analyzer
  • Code review specialist

3.3: Advanced Observability

  • Langfuse integration
  • Prometheus metrics
  • OpenTelemetry tracing
  • Performance profiling dashboard

3.4: Distributed Features

  • Celery task queue integration
  • Kubernetes deployment templates
  • Multi-agent coordination
  • State sharing between agents

3.5: Caching & Optimization

  • Redis adapter
  • Memcached support
  • LRU cache optimization
  • Query result caching

3.6: API Server

  • FastAPI wrapper
  • REST endpoint definitions
  • WebSocket streaming
  • Authentication layer

Target Completion: 2026-08-31


Phase 4: Production Hardening (PLANNED 🔜)

Timeframe: Q4 2026 | Status: Planning Phase

Objectives:

  • Enterprise feature set
  • Scale testing (100+ concurrent agents)
  • Security audit & hardening
  • Performance optimization (sub-second responses)
  • SLA compliance (99.9% uptime)
  • Commercial support infrastructure

Planned Deliverables:

4.1: Enterprise Features

  • Multi-tenant support
  • Role-based access control (RBAC)
  • Audit logging
  • Data encryption at rest
  • Backup & disaster recovery

4.2: Scalability Testing

  • Load testing (1000+ concurrent)
  • Stress testing scenarios
  • Resource utilization profiling
  • Bottleneck identification
  • Optimization recommendations

4.3: Security Hardening

  • Third-party security audit
  • Penetration testing
  • OWASP compliance check
  • Code vulnerability scanning
  • Dependency audit

4.4: Performance Optimization

  • Sub-second response times
  • Memory optimization
  • CPU efficiency
  • Network optimization
  • Database query optimization

4.5: Reliability & Uptime

  • 99.9% SLA target
  • Automated failover
  • Health monitoring
  • Incident response procedures
  • Business continuity plan

4.6: Commercial Support

  • Support portal
  • Documentation for enterprises
  • Training materials
  • Consulting services
  • Custom development

Target Completion: 2026-12-31


Milestone Timeline

2026 Timeline
────────────────────────────────────────────────

Q1 (Jan-Mar)  ████████████ PHASE 1 COMPLETE ✅
Q2 (Apr-Jun)  ████████░░░░ PHASE 2 IN PROGRESS ⚠️
Q3 (Jul-Sep)  ░░░░░░░░░░░░ PHASE 3 PLANNED 🔜
Q4 (Oct-Dec)  ░░░░░░░░░░░░ PHASE 4 PLANNED 🔜

Feature Backlog

High Priority (Next Sprint)

  1. Memory embedding search - Enable semantic memory retrieval
  2. Workflow conditional execution - Support if/else in workflows
  3. Additional resources - Database, API, Notification resources
  4. Performance profiling - Identify & optimize bottlenecks

Medium Priority (Q2-Q3)

  1. Provider expansion - Groq, Together.ai, Replicate
  2. Domain agents - Finance, Healthcare, Legal templates
  3. Observability - Metrics, tracing, profiling
  4. Caching layer - Redis/memcached integration

Low Priority (Q4 and beyond)

  1. Voice interface - Speech-to-text integration
  2. Distributed agents - Multi-agent coordination
  3. API server - FastAPI wrapper
  4. Mobile clients - iOS/Android SDKs

Known Issues & Technical Debt

Open Issues

ID Title Severity Status Assigned Target Fix
DANA-001 Memory search performance Medium Open Q2 2026
DANA-002 Streaming timeout on large outputs Low Open Q2 2026
DANA-003 Error message clarity Low Open Q1 2026
DANA-004 Token counting accuracy Medium In Progress Q2 2026

Technical Debt

Area Description Priority Effort Owner
Testing Increase coverage to 85% Medium 2w QA
Docs API documentation gaps Low 1w Docs
Performance Timeline compression speed Medium 3w Backend
Security Secrets management audit High 2w Infra

Dependencies & Blockers

External Dependencies

  • OpenAI API - Required for GPT models
  • Anthropic API - Required for Claude models
  • Google Gemini API - Required for Gemini models
  • LLaMA Stack - Optional for local models

Internal Blockers

  1. Embedding Model Selection

    • Status: Blocked
    • Impact: Memory search feature
    • Resolution: Evaluate sentence-transformers options
    • Target: 2026-04-15
  2. Database Adapter Design

    • Status: Blocked
    • Impact: Scalable persistence
    • Resolution: Design database schema
    • Target: 2026-05-01
  3. Workflow Validation

    • Status: In Progress
    • Impact: Workflow reliability
    • Resolution: Complete validation rules
    • Target: 2026-04-30

Success Criteria

Phase 1 (Achieved ✅)

  • STARAgent operational with streaming
  • 5+ LLM providers supported
  • 8+ built-in resources
  • Timeline compression functional
  • >70% code coverage
  • All tests passing

Phase 2 (In Progress)

  • LT memory with semantic search
  • Advanced web research pipeline
  • Workflow conditional execution
  • 50% performance improvement
  • 5+ additional resources
  • 85% code coverage

Phase 3 (Target)

  • 10+ LLM providers
  • 3+ domain-specific agents
  • Observability infrastructure
  • Distributed execution support
  • Sub-second response times

Phase 4 (Target)

  • Enterprise feature set complete
  • 99.9% SLA achieved
  • Security audit passed
  • Commercial support active

Resource Allocation

Current Team

  • 2 Backend engineers
  • 1 Infrastructure engineer
  • 1 QA/Test engineer
  • 1 Documentation specialist

Required for Phase 3

  • +1 Full-stack engineer (distributed systems)
  • +1 DevOps engineer
  • +1 Performance engineer

Budget & Timeline

Phase Timeframe Effort Budget
Phase 1 Q1 2026 800h $40k
Phase 2 Q2 2026 600h $30k
Phase 3 Q3 2026 900h $45k
Phase 4 Q4 2026 1200h $60k
Total 4Q 2026 3500h $175k

Community & Adoption

Engagement Goals

  • GitHub Stars: 500+ (Target: 2026-06-30)
  • PyPI Downloads: 10k/month (Target: 2026-12-31)
  • Active Contributors: 5+ (Target: 2026-09-30)
  • Integrations: 10+ (Target: 2026-12-31)

Marketing & Outreach

  • Technical blog series (Q2)
  • Conference talks (Q3)
  • Community workshops (Q3-Q4)
  • Integration partnerships (Q4)

Success Metrics (Quarterly)

Q1 2026 (Current)

  • Phase 1 complete
  • 100+ tests passing
  • Documentation complete
  • GitHub repository public
  • GitHub stars: 50+ (Current: tracking)

Q2 2026 (Target)

  • Phase 2 50%+ complete
  • LT memory with search
  • 5+ additional resources
  • GitHub stars: 200+
  • PyPI: 1k downloads/month

Q3 2026 (Target)

  • Phase 3 started
  • 10+ LLM providers
  • Observability framework
  • GitHub stars: 400+
  • PyPI: 5k downloads/month

Q4 2026 (Target)

  • Phase 4 started
  • Enterprise features
  • Security audit passed
  • GitHub stars: 500+
  • PyPI: 10k downloads/month

Change Log (This Document)

Date Change Author
2026-03-21 Initial roadmap creation Docs Team

Review Schedule

  • Monthly Review: First Friday of each month
  • Quarterly Review: End of each quarter
  • Annual Review: 2026-12-31

Next Review: 2026-04-04


Document Owner: Product Manager | Last Updated: 2026-03-21 | Version: 0.1.1