Skill rating

Use when LoopX must manage a multi-PR or multi-MR delivery program across one or more repositories: inventory current change requests, reconcile new/merged/closed or retargeted work, preserve requirem

Operate an explicitly activated LoopX Material Lifecycle for a connected project. Use for material-store inventory, lossless migration, candidate/archive transitions, exact-read-backed ranking, ranked

Use when a LoopX worker is operating an auto-research lane, demo pane, frontier item, evidence packet, promotion/retirement decision, or visible tmux/Codex auto-research rehearsal. Identity must come

Qualify the exact final diff for a LoopX-managed goal. Use when goal policy enables change_quality_qualification, before a non-trivial delivery or merge, and when producing or repairing an exact-scope

Use when a connected LoopX project is asked to read, remember, record, index, register, or use a durable project material such as a Lark/wiki/design doc, research note, SOP, owner packet, migration re

Use for `/loopx-pr-review` or evidence-backed PR queue review. Run `loopx pr-review` first, execute the capability-owned review plan for each selected exact head, then publish complete reviews primari

Inspect authorized LoopX Goals, Todos and deliveries to explain progress, identify owner decisions and delegate intent to the right worker.

Optional maintainer workflow for the approval, merge-readiness, or authorized self-merge decision on a LoopX pull request. Requires the exact-head review evidence from `loopx pr-review`. Review depth,

Migrate historical SWE-Marathon agent configurations to the shared Codex runtime.

Use for LoopX project lifecycle work: connect or configure a project/Goal, repair project-local state or stale dashboard status, sync registry entries, or diagnose CLI/PATH/status/history routing. In

Adopt and operate LoopX for durable goals, long-running agent work, scoped collaboration, evidence-backed progress, and recovery across sessions. Use when the user asks to set up LoopX, start or resum

Diagnose and repair LoopX control-plane drift or agent behavior drift. Use when a LoopX task makes unexpectedly small progress, follows a stale or contradictory recommended_action, ignores a higher-pr

在 Terminal-Bench 4.0 上做 codex harness 五臂对照（裸 codex / 原生 /goal / LoopX 三模式）。复用 SWE-Marathon 那套驱动，靠 WEN_BENCH 切换。重点是 TB4 相对 SWE-Marathon 的四处结构性差异——每一处踩错都**退出码 0、有轨迹、有分数**，只是分数不对。

Operate or analyze LoopX-managed benchmark experiments through benchmark-toolkit, including trajectory-based effectiveness and efficiency diagnosis, matched comparisons, run selection and integrity. S

Diagnose demonstrated CPU, command latency, allocation or IO regressions in an owned process with controlled measurements and language-appropriate profilers. Route benchmark effectiveness, score growt