Ecosystem Mapping
18 Capability Translations — Claude → LightHope
Every discovery mapped to concrete internal modules with priority and status.
| Claude Concept | LightHope Module | Use Case | Priority | Status |
|---|---|---|---|---|
| KAIROS (always-on daemon) | NightOps System | Overnight project sorting, morning briefs, autonomous monitoring | P0 | Design |
| autoDream (3-layer memory) | MemoryOS | Student records, project decisions, org rules, auto-consolidation | P0 | Design |
| Agent SDK (loop + tools) | LightHub Platform Layer | Internal orchestration, workflow automation, custom agents | P0 | Evaluation |
| Settings & Permissions | V5.3 Governance Controls | Resource limits, restart policies, health checks, audit logging | P0 | Active |
| Hooks (lifecycle events) | Quality Gate System | Pre-deploy validation, post-edit testing, compliance checks | P0 | Design |
| ULTRAPLAN (cloud planning) | DeepPlan | Quarterly planning, complex architecture design, high-risk decisions | P1 | Research |
| Coordinator Mode | AgentFactory | m8001-m8004 as agent roles, parallel execution, multi-agent pipelines | P1 | Research |
| Advisor Agent (overseer) | QualityAdvisor | m8002 as advisor pattern, automated review, teaching quality monitoring | P1 | Research |
| Skills (SKILL.md) | Workflow Library | Tutoring packs, content templates, operations playbooks | P1 | Research |
| Subagents (Fork/Teammate/Worktree) | Agent Roster | Tutor, content, audit, deploy, research specialists | P1 | Research |
| Feature Flags (44 flags) | FeatureGate | S0-S5 maturity gating, P0-P3 release management, beta testing | P1 | Study |
| Context Compaction (5 strategies) | Session Efficiency | Long tutoring sessions, complex project workflows | P1 | Study |
| BUDDY (companion pet) | Engagement System | Gamification, student retention, emotional design for learning | P2 | Study |
| Anti-distillation (fake tools) | IP Awareness | Understanding defensive engineering, competitive dynamics | P2 | Study |
| Undercover Mode | Attribution Policy | AI disclosure standards, transparency governance | P2 | Policy |
| UDS Inbox (Unix sockets) | Inter-Service Comms | Docker-based service coordination, local agent messaging | P2 | Study |
| Frustration Detection | UX Monitoring | Student frustration detection, session quality metrics | P2 | Study |
| Model Codenames | Model Strategy Awareness | Model selection, performance regression tracking, versioning | P2 | Study |