Where NovaLiveSystem is going.
- Nova Spark v1 — Supervised fine-tuning foundation
- Nova GRPO v1 — Reinforcement learning on consumer hardware
- Nova Mind v1 — Interoception and architectural self-awareness
- Async Core Conversion — Parallel cognition architecture
- EchoCopi Framework — Persistent memory for AI agents (standalone release)
- Stage10 Control Suite — 19 validated datasets, drift testing, guardrails
- Nova Mind v2 — Expanded mind curriculum with emotional state vocabulary
- Memory Orbit Integration — Long-term context retrieval via RiverPulse
- SparkLine UI — Real-time system health visualization (public demo build)
- Nova 7B Migration — Scale to 7B parameter model (requires hardware upgrade)
- Multi-Modal Perception — Image understanding via VisualEngine
- Voice Interface — Real-time speech with embodied responses
- Safety Audit — External review of guardrails and refusal behavior
- Nova API — Hosted inference for research collaborators
- Embodied Deployment — Physical robot integration (long-term)
- Open Research Release — Partial architecture documentation for academic use
- Neurodivergent Tools — Specialized interfaces for ADHD, autism, anxiety support
| Goal | Blocker | Solution |
|---|---|---|
| 7B model training | 6GB VRAM ceiling | Hardware upgrade (see HARDWARE_NEEDS.md) |
| Hosted API | Compute costs | Sponsorship / grants |
| Safety audit | External reviewers | Academic partnerships |
Become a Sponsor — Every contribution accelerates this roadmap.
Research Collaborations — Contact: hello.many@sparkpluggedts.com
Last updated: December 2025