Operational Superintelligence for Global L on Autopilot
Inspired by Haladir — Operational Superintelligence for Global Logistics. Loop until the workflow is current, exceptions are owned, and human sign-off is captured where required.
Inspired by Haladir
by Trooper
/loop 30m Start the "Operational Superintelligence for Global L on Autopilot" loop. Inspired by Haladir (https://www.haladir.com). Goal: open work triaged, exceptions owned, and core operations workflow current with audit trail Max iterations: 20 Between iterations run: Report open queue items, stale tasks, failed automations, and items awaiting human approval for Haladir Exit when: zero open items without owner or explicit escalation, all external actions approved or sent, and systems of record current Step 1 — Monitor network: Track shipments, inventory, carriers, and exceptions in real time. Step 2 — Predict disruptions: Flag delays, capacity gaps, and cost anomalies early. Step 3 — Recommend actions: Suggest reroutes, reorders, or carrier swaps with rationale. Step 4 — Execute with approval: Place holds, updates, or bookings after human sign-off. Step 5 — Measure performance: Report OTIF, cost per lane, and unresolved exceptions. ## Before you start Connect plugins: - GitHub (required) — Read branches, PRs, reviews, checks, workflow runs, and source diffs. Attach skills: - Loop runner (required) — Self-pace iterations, run the check between passes, and stop only on the exit condition. - Code change + local verification (optional) — Edit code safely, run commands, and keep changes scoped. - CI debugging (optional) — Read failing checks, logs, and the smallest actionable root cause. - Approval workflows (optional) — Keep outbound actions in draft or approval states when risk is non-trivial. Self-pace this loop. After each iteration, run the check command, read the output, and only continue if the exit condition is not met. Stop when the exit condition passes or max iterations is reached. Give a short status update each pass.
Paste the kickoff prompt into Cursor, Claude Code, or Codex. Deeplinks do not install hook files.
1. Monitor network
Track shipments, inventory, carriers, and exceptions in real time.
2. Predict disruptions
Flag delays, capacity gaps, and cost anomalies early.
3. Recommend actions
Suggest reroutes, reorders, or carrier swaps with rationale.
4. Execute with approval
Place holds, updates, or bookings after human sign-off.
5. Measure performance
Report OTIF, cost per lane, and unresolved exceptions.
Guardrails
Rules the agent must follow so it cannot cheat the exit condition.
- Require human approval before customer-facing sends, payments, or legal submissions unless pre-approved templates apply
- Preserve full audit trail linking source data to every automated action
- Escalate compliance, safety, or regulatory-sensitive items immediately
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