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Get Started Free →Delegate bounded work to other AI agents while preserving context, ownership, and progress checks.
| Test case | Without → With | Effect | Δ tokens | Δ turns |
|---|---|---|---|---|
| case-01 | ✗→✓ | ▲ Improved | 49% | 0% |
| case-04 | ✗→✓ | ▲ Improved | -39% | 0% |
| case-05 | ✗→✓ | ▲ Improved | -19% | 0% |
| case-07 | ✗→✓ | ▲ Improved | 8% | 0% |
| case-08 | ✗→✓ | ▲ Improved | -18% | 0% |
pi in a cmux terminal). All Pi agents run opus-4.8-fast via OpenRouter at xhigh reasoning effort.read /tmp/task.md and follow it.cmux send --surface surface:N "your prompt". The recurring bug is emitting \" — in bash that's literal-broken and dies with unexpected EOF. Inside the prompt, avoid apostrophes and literal double quotes (write "dont", "wont", "lets"); rephrase instead of escaping. If a send failed, the cause was the escaped \", not the quote type.cmux send --surface surface:N then cmux send-key --surface surface:N enter. There is NO send-surface or send-key-surface.Keep sleeps SHORT: start at 3-5s, re-check, repeat. Don't sleep 30. Pi and Hermes (opus-4.8-fast) launch and respond within seconds; scale up only for genuinely heavy tasks. After every check, send the user a one-line status: what the agent is doing and whether it's on track.
Claude Code note: after it finishes, it may prefill a predicted next user message — that draft is Claude, not the user.
SSH in first and launch the agent ON the VPS (e.g. codex --yolo), then drive that on-box agent. Don't run an agent locally and have it SSH for every step.
All four use the portable SKILL.md standard; project skills win over global.
~/.pi/agent/skills/.codex exec for CI; reads AGENTS.md. Skills: ~/.codex/skills/..claude/ conventions, live skill hot-reload. Skills: ~/.claude/skills/.~/.hermes/skills/.pty=true.claude --print --permission-mode bypassPermissions (no PTY).davidondrej/skills; verify local paths, tools, credentials, and agent features before acting.Other measured skills in the registry, with their headline benchmark lift.