Short agent tasks fail from bad model choices, and long-running loops fail…

Brief

Loop engineering is framed as its own discipline because short tasks break from poor model choices and long-running loops fail as state drifts across turns, tools, and handoffs. LoopX is offered as a local control plane that overlays Codex, Claude Code, and Cursor to keep loops legible via lifetime goals, human gates, fallback lanes, claimed_by ownership, quotas, append-only histories, and boundary scans.

Key details

LoopX is presented as a local control plane that sits above Codex, Claude Code, and Cursor (without replacing them) and provides: lifetime goals, visible human gates, fallback lanes, multi-agent todo ownership with claimed_by, quota logic for turn scheduling, append-only run history/evidence, and public/private boundary scans (repo: github.com/huangruiteng/loop…).

Loop engineering is becoming its own discipline.

Short agent tasks fail from bad model choices.

Long-running loops fail because state drifts across turns, tools, and handoffs.

LoopX is a local control plane for that drift. It sits above Codex, Claude Code, and Cursor without replacing them and keeps the loop legible:

→ Lifetime goals that outlive one chat thread
→ Human gates that stay visible instead of buried in scrollback
→ Fallback lanes when one path is blocked
→ Multi-agent todo ownership with claimed_by
→ Quota logic for when a turn should run, wait, or ask
→ Append-only run history and evidence
→ Public/private boundary scans before publishing

github.com/huangruiteng/loop…

Brief

Why it matters

Key details