plans

๐Ÿš€ Power Upgrades

High-leverage Moincraft capability upgrades: OpenRouter features, streaming, memory, vision, routing, and skill growth.

These are capability opportunities, not current-state guarantees.

Highest-leverage upgrades#

Theme Opportunity Why it matters
Embeddings Native OpenRouter embeddings Simpler semantic RAG with one provider boundary.
Streaming SSE/token streaming Lower-latency UX and live dashboard feedback.
Structured outputs JSON-schema command responses Fewer hallucinated commands and retry loops.
Routing Provider/fallback policies Better cost/speed tuning per agent.
Memory Persistent vector memory Facts survive restarts and accumulate.
Vision Viewer-backed screenshots Reuse existing render surface for multimodal decisions.
Cost tracking Per-bot usage visibility Budget-aware swarm operation.
Skill learning Persist successful generated actions Bots improve from successful code.

Best-practice reminders#

  • keep context windows tight;
  • separate cheap chat models from smarter code models;
  • rate-limit self-prompt loops;
  • keep swarm profile names unique;
  • treat viewer and server tuning as system-capacity work, not prompt work.

Rule#

A power-up idea becomes reference documentation only after implementation and verification land in canonical runtime pages.

Sources: wiki/content/docs/power.md, moincraft/docs/plans/roadmap-vision.md.