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9999│ AutoLoop Core Loop │
100100└──────────────────────────────────────────────┘
101101
102- User Intent
103- ↓
104- Understand
105- ↓
106- Plan
107- ↓
108- Execute (Guarded)
109- ↓
110- Verify
111- ↓
112- Learn
113- ↓
114- Evolve
115- ↓
116- Repeat ↺
102+ [User Intent]
103+ |
104+ v
105+ [Requirement Clarification Agent]
106+ |
107+ v
108+ [Policy & Rule Engine] --reject/revise--> [Clarification]
109+ | approve
110+ v
111+ [Orchestrator / Planner-Critic-Judge]
112+ |
113+ v
114+ [Capability Catalog Selector]
115+ (only active + verified + trusted)
116+ |
117+ v
118+ [Runtime Kernel Guard]
119+ (identity/tenant + budget/token + timeout + sandbox + breaker)
120+ | pass | block/fail
121+ v v
122+ [Execution Pools] ------------------> [Recovery/Degrade/Retry]
123+ |
124+ v
125+ [Verifier & Audit Pipeline]
126+ | pass | reject
127+ v v
128+ [Learning Proposal Builder] [Back to Plan]
129+ |
130+ v
131+ [Learning Gate (Verifier)]
132+ | promote | rollback
133+ v v
134+ [Memory + GraphRAG Update] [Keep Previous Skill]
135+ |
136+ v
137+ [Routing/Prompt/Capability Strategy Update]
138+ |
139+ v
140+ [Observability + Reports + Replay]
141+ |
142+ v
143+ [Next Iteration (Repeat)]
144+
117145```
118146
119147## Why AutoLoop (3 Core Differentiators)
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