Modern QA2026Lifecycle Diagram — tiles
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2.7Lifecycle Diagram

┌───────────┐    ┌────────────┐    ┌────────────┐    ┌─────────────┐    ┌───────────┐    ┌────────────┐
│ Install   │───▶│ Discover   │───▶│  Select    │───▶│  Invoke     │───▶│  Execute  │───▶│  Complete  │
│           │    │            │    │            │    │             │    │           │    │            │
│ npx skills│    │ Scan dirs  │    │ LM matches │    │ Inject MD   │    │ Bash cmds │    │ Revert     │
│ add <repo>│    │ Read YAML  │    │ intent to  │    │ Grant perms │    │ via tools │    │ permissions│
│           │    │ Format list│    │ description│    │ Switch model│    │ Agent loop│    │            │
└───────────┘    └────────────┘    └────────────┘    └─────────────┘    └───────────┘    └────────────┘
  (once)         (every turn)     (every turn)      (on match)      (agent-driven)    (on finish)