Human-in-the-Loop Escalate

SkillProductivity

Escalate blocked runs to a human via configured channel or fallback to BLOCKED.md and exit the loop. Use when the loop hits an ambiguous spec, a missing credential, a destructive action needing approval, or 3+ consecutive verify failures on the same task.

Available today. Use it from your connected AI after setup.

Connect ahel once, and every AI you use reads what you have installed.

Then ask your AI: use the Human-in-the-Loop Escalate skill

What this skill tells your AI

The instructions your AI receives, as published by archive228/loopkit in skills/hitl-escalate/SKILL.md and read by ahel’s review.

Long-running agent loops fail in a specific way when they meet a question they can't answer: they guess. The guess ships, the next session builds on it, and by the time a human looks the divergence is three commits deep. This skill is the release valve — when the agent is stuck, it stops and asks, cleanly, in a shape the human can act on.

Trigger — escalate when any of these are true

  • Ambiguous spec. PROMPT.md admits two implementations and the choice changes user-visible behavior.
  • Missing credential. A required env var, API key, or config file is absent, and there is no sanctioned way for the agent to create one.
  • Destructive action needing approval. Dropping a table, force-pushing, deleting user data, spending money, sending mail to real recipients.
  • 3+ consecutive /verify failures on the same task. The loop is thrashing. Stop and get a human eye before the fourth attempt.
  • External dependency down. A third-party service the feature needs is unreachable and no offline path exists.

If none of the above hold, do not escalate. Guessing is bad; escalating on a solvable problem is also bad (it trains humans to ignore the channel).

Primary action — call the human via the configured channel

Read LOOPKIT_HITL_CHANNEL. Supported values:

ValueShape
telegramPOST to https://api.telegram.org/bot$LOOPKIT_HITL_TELEGRAM_TOKEN/sendMessage with chat_id=$LOOPKIT_HITL_TELEGRAM_CHAT, text=<question + repo + short context>.
slackPOST JSON {"text": "..."} to $LOOPKIT_HITL_SLACK_WEBHOOK (incoming-webhook URL).
dialRun $LOOPKIT_HITL_DIAL_CMD with the message on stdin. Whatever the operator wired up — SMS gateway, ntfy, phone call, pager.
none (or unset)Skip the primary action. Go straight to fallback.

Message body — always these five lines, in this order:

[loopkit] blocked in <repo-name> on <ISO timestamp>
Q: <one-line question>
Context: <one-line what you were doing>
Attempted: <one-line what you tried>
Choices: <A | B | C>

Non-2xx from the channel is a soft failure. Log it, then fall through to the fallback so the loop still exits cleanly.

Fallback — write BLOCKED.md and exit

Whether the primary succeeds or fails, always write ./BLOCKED.md at the repo root with exactly four sections:

# Blocked

## Question:
<one sentence, answerable with a short reply>

## Context:
<what feature, which file, which commit, why now — 3-6 lines>

## Attempted:
<bulleted list of what you tried and why each fell short>

## Choices:
- A) <option> — <consequence>
- B) <option> — <consequence>
- C) <option> — <consequence>

Then exit 2. The loop runner (run.sh) checks for BLOCKED.md at the head of each iteration and exits with code 2 if it exists — that stops the loop until a human clears it.

Human unblocks

The human reads BLOCKED.md, edits PROMPT.md / drops the credential / approves the destructive step, then rm BLOCKED.md and restarts run.sh. The deleted BLOCKED.md is the unblock signal.

Anti-patterns — do not do these

  • Do not fabricate an answer. "I'll assume the user meant X" is how divergence starts. Assume nothing under ambiguity — escalate.
  • Do not loop endlessly. After the third consecutive /verify failure on the same task, escalate. The fourth attempt is not going to succeed by the same reasoning that failed thrice.
  • Do not silently swallow the missing credential. Do not commit a placeholder, do not disable the feature, do not "TODO" the auth. Ask.
  • Do not escalate for questions the repo already answers. Read AGENTS.md, PROMPT.md, and the last three commits first. Escalation is expensive human attention — spend it on real ambiguity.
  • Do not skip writing BLOCKED.md because the primary channel succeeded. The file is the loop's exit contract. Without it, run.sh keeps spinning.

Pairs with

  • adversarial-verify — the source of the 3-verify-failure trigger.
  • shift-notes — after escalating, note the block in IMPLEMENTATION_PLAN.md so the next session (post-unblock) has full context.
  • spec-first — an ambiguous PROMPT.md is a spec-first failure; the human's unblock should tighten the spec, not just answer the one-off.

Signals

GitHub stars
754
Forks
126
Last commit
Jul 2026
Advanced
Catalog kind
skill
Gateway key
hitl-escalate
Source
github.com/archive228/loopkit