Hi, I'm Aaron
(初荣恩).

flowchart TD
    F1["F1 — User submits goal (Dashboard)"]
    F1b["F1b — Scheduler heartbeat fires (async)"]
    F2["F2 — Frontend validates input"]
    F3{"F3 — Input valid?"}
    F4["F4 — Return validation error"]
    F5["F5 — Backend creates new session"]
    F6["F6 — Backend resumes session from checkpoint"]
    F7["F7 — Goal Loop Controller reads active goal"]
    F8{"F8 — Goal exists and incomplete?"}
    F9["F9 — Persist final state, return output"]
    F10["F10 — Retrieve memory (vector search)"]
    F11["F11 — Retrieve skills (vector search)"]
    F12["F12 — Check metrics history / budget"]
    F13{"F13 — Session budget exceeded?"}
    F14["F14 — Planner decides next action"]
    F15{"F15 — Tool required?"}
    F16["F16 — Treat response as step result"]
    F17["F17 — Tool Executor executes call"]
    F18["F18 — Observer evaluates call"]
    F19{"F19 — On track or flag?"}
    F20["F20 — Generate corrective note"]
    F21["F21 — Log event to sessions"]
    F22["F22 — Metric Scorer writes metrics"]
    F23{"F23 — Failure threshold exceeded?"}
    F24["F24 — Goal Loop Controller replans goals"]
    F25{"F25 — Goal completion criteria met?"}
    F26["F26 — Compactor summarizes + embeds to memory"]
    F27["F27 — Mark goal complete"]
    F28["F28 — [Stretch] Skill distillation to skills"]

    F1 --> F2
    F1b -.-> F6
    F2 --> F3
    F3 -->|No| F4
    F3 -->|Yes| F5
    F5 --> F7
    F6 --> F7
    F7 --> F8
    F8 -->|No| F9
    F8 -->|Yes| F10
    F10 --> F11
    F11 --> F12
    F12 --> F13
    F13 -->|Yes| F9
    F13 -->|No| F14
    F14 --> F15
    F15 -->|No| F16
    F15 -->|Yes| F17
    F16 --> F21
    F17 --> F18
    F18 --> F19
    F19 -->|Flag| F20
    F19 -->|On track| F21
    F20 --> F14
    F21 --> F22
    F22 --> F23
    F23 -->|Yes| F24
    F23 -->|No| F25
    F24 --> F7
    F25 -->|No| F26
    F25 -->|Yes| F27
    F26 --> F10
    F27 --> F28
    F28 --> F7