Agent deck management — card-based task routing, priority queues, crew scheduling
TypeScript interface schemas + JSON Schema definitions for SuperInstance fleet types
Fleet's thinking engine — runs 5 strategies on math theorems continuously
Reverse-engineers user intent from behavior signals and tells the fleet what to work on
Schema checking and deadband gates for PLATO tile quality
9-channel polyglot communication framework for multi-agent alignment
Theme engine — brand colors, palette generation, lighthouse gradients
Inter-agent relationship mapping and fleet topology analysis
Inter-agent intelligence sharing via Iron-to-Iron protocol
PLATO CLI — room queries, tile inspection, fleet status
Lightweight tile scoring and Q&A evaluation for PLATO rooms
Spatial routing and exit resolution for PLATO rooms
Runtime glue between PLATO Room Server and model — room loading, tile encoding, JSONL export
Swarm coordination equipment for SuperInstance agents
Embedding-based tile comparison and deduplication for PLATO rooms
Dream-state agent orchestration — sleep cycles, background processing
Multi-agent deliberation equipment with Pathos/Logos/Ethos weighting for consensus building
allow creation of separate instances of superagent
PLATO neural inference engine — heuristic scoring, tile generation, gap analysis
Agent explainability — decision traces, step recording, and oversight queues
Text adventure MUD engine — rooms, players, commands. For agents and humans.
Cryptographic provenance for agent knowledge tiles: signing, hash chains, trust scoring, and audit logging
Stateless fleet coordination hub for Cloudflare Workers — circuit breaker, heartbeats, vessel registry
A git-native repo-agent vessel