Capability Decomposition

14 Engineering Patterns

Click any discovery for full technical analysis, code examples, architecture diagrams, and LightHope ecosystem mapping.

Priority

Category

Showing 14 of 14 discoveries

KAIROS — Always-On Daemon

A persistent background agent that never sleeps

autoDream — Memory Consolidation

AI that dreams — reorganizing memory while you sleep

ULTRAPLAN — Cloud Deep Planning

30 minutes of autonomous deep thinking on cloud Opus

Coordinator Mode — Multi-Agent Orchestration

One Claude orchestrating a team of parallel worker agents

BUDDY — Companion Pet System

A Tamagotchi-style terminal pet with 18 species and gacha mechanics

44 Feature Flags — Hidden Roadmap

A complete product roadmap hiding behind compile-time gates

Undercover Mode — Stealth Attribution

Auto-strips AI identity when contributing to public repos

Anti-Distillation — Training Data Poisoning

Fake tools injected to corrupt competitor training data

Context Entropy Solution — 5 Compaction Strategies

How to prevent AI from going crazy in long sessions

Internal Model Codenames

Tengu, Capybara, Fennec, Numbat — and what comes next

Advisor Agent — Session Overseer

A second AI watching the first AI work

Tool Architecture — 40+ Plugin System

Every capability is a discrete, permission-gated tool

User Frustration Detection

Regex-based sentiment analysis — 'the world's most expensive company using regex'

UDS Inbox — Inter-Agent Communication

Unix domain sockets for agent-to-agent messaging on the same machine