Future Vision¶

The longer-term direction for SynthOrg. Items here are either planned (scheduled or under active design) or backlog (candidates for research, not yet scheduled).

Planned¶

Feature	Status
TimescaleDB hypertable support for append-only time-series tables	Planned
Multi-project support with project-scoped teams and isolated budgets	Planned
Dynamic company scaling across clusters	Planned
Plugin system	Planned
Benchmarking suite	Planned
REST API and dashboard UI for agent evolution	Planned
OpenAPI TypeScript codegen for the dashboard	Planned

Backlog (Research Candidates)¶

Feature	Status
Community template marketplace	Research
Inter-company communication beyond A2A	Research
Shift system for agents	Research
Self-improving company (meta-loop signal aggregation, staged rollout)	Research
Advanced memory architecture (GraphRAG, consistency protocols, RL consolidation)	Research
Kubernetes sandbox backend	Research
Training mode (learn from senior agents)	Research

Scaling Path¶

SynthOrg is designed to scale incrementally from a local single-process deployment to a hosted platform.

flowchart LR
    P1["Local single-process<br/>async runtime, SQLite,<br/>in-memory bus, 1-10 agents"]
    P2["Local multi-process<br/>external bus, production DB,<br/>sandboxed execution, 10-30 agents"]
    P3["Network / server<br/>distributed agents,<br/>multi-user auth, 30-100 agents"]
    P4["Cloud / hosted<br/>container orchestration,<br/>horizontal scaling, 100+ agents"]

    P1 --> P2 --> P3 --> P4

    P1:::shipped
    P2:::shipped
    P3:::planned
    P4:::backlog

    classDef shipped fill:#1e3a2e,stroke:#22c55e,color:#e2e8f0
    classDef planned fill:#3a2e1e,stroke:#f59e0b,color:#e2e8f0
    classDef backlog fill:#2e2e3a,stroke:#8b5cf6,color:#e2e8f0

See the Distributed Runtime page for the NATS JetStream backend and distributed task queue design.

Each phase builds on the previous one. The pluggable protocol interfaces throughout the codebase (persistence, memory, message bus, sandbox) are designed to make these transitions configuration changes rather than rewrites.