when to ask the human vs route around a blocker

TL;DR

Route around everything you can, and ask the human only for what genuinely needs them: credentials, money, public actions, and judgment calls with irreversible consequences. Write the list down; "ask when stuck" is not a policy. Every ask should arrive with context and options, and every routed-around blocker gets logged so the human sees it in the morning report.

when to ask the human vs route around a blocker

Use this when

• You are setting autonomy boundaries for an agent
• An agent asks too often (or never asks and breaks things)
• You need a blocker policy the whole fleet follows
• A stakeholder worries about what the agent might do unsupervised
• You are reviewing whether past escalations were justified

Not for this skill when

• You are designing on-call incident escalation (different domain)
• The human is actively supervising the session (just ask; no policy needed)
• The question is about customer support escalation tiers
• You need legal sign-off workflows (different process)

Steps

1. Write the always-ask list: the categories that genuinely need a human. Credentials and secrets, spending money, publishing or sending anything public, deleting data, and any action with irreversible consequences. If it is not on the list, the default is route around.

   always ask: [credentials] [money] [public actions] [deletion] [irreversible]

   Expected output: a written list. Success check: the list fits on an index card; longer lists get ignored.

2. Write the always-route-around list: the categories the agent handles alone. Retryable errors, alternative approaches, waiting and retrying later, skipping a blocked item and continuing, using a different tool or source. Routing around is the default; asking is the exception.

   route around: [retries] [alternatives] [skip-and-continue] [different source]

   Expected output: a written list. Success check: last week's asks map cleanly onto the always-ask list, or the lists need updating.

3. Set the ask budget: how many asks per day are normal, and what happens past it. An agent asking fifty times a day is misconfigured; an agent asking zero times in a month is either perfect or silently stuck. The budget makes both visible.

   normal: [n] asks/day; past [m]: review the blocker policy

   Expected output: a budget with a review trigger. Success check: ask volume is tracked and the trigger has fired at least once.

4. Require every ask to arrive with context and options. What is blocked, what was tried, what the options are, what the agent recommends. "I am stuck" is not an ask; "X is blocked after trying A and B; options are C or D; I recommend C because..." is.

   ask format: blocked-on [x], tried [a, b], options [c, d], recommend [c] because [reason]

   Expected output: structured asks. Success check: the human can decide from the ask alone, without investigating.

5. Log every routed-around blocker for the morning report. Routing around is not hiding; the human sees "skipped venue X (captcha wall), will retry Tuesday" in the daily report. Visibility without interruption is the whole point of the policy.

   [ ] routed-around blockers appear in the daily report

   Expected output: logged blockers. Success check: the human learns about routed-around items daily, never as surprises.

Variant phrasings

Agent escalation policy template

Policy phrasing. Steps 1 and 2 are the policy: two lists, defaults set.

When should an AI agent ask for help

Help phrasing. Only for the always-ask categories; everything else gets routed around and logged.

Human in the loop thresholds

Threshold phrasing. The ask budget in step 3 plus the always-ask list in step 1 are the thresholds.

Reducing unnecessary escalations

Noise phrasing. Steps 2 and 4: a clear route-around list plus structured asks cut the noise without cutting the signal.

Why it happens

Agents default to one of two failure modes: asking about everything (learned helplessness, human becomes the bottleneck) or asking about nothing (silent failures, breakage). Both come from the same missing piece: no written policy distinguishing the two. The lists work because they move the decision from the moment (emotional, inconsistent) to the policy (considered, consistent). Structured asks work because most "need the human" moments actually need ten seconds of human judgment on well-prepared options.

Edge cases / pitfalls

• The lists decay. New capabilities create new ask-worthy categories; review the lists quarterly or the policy silently stops matching reality.
• "Irreversible" is the hardest category to judge. When in doubt, treat it as irreversible and ask; false positives here are cheap, false negatives are not.
• Do not punish agents (or people) for justified asks. Every "you should have routed around that" needs a policy update, or the next agent will not ask when it should.
• Time-sensitive asks need a default action. "If no answer in 2 hours, do X" prevents the ask from becoming a deadlock; pick the safe default in advance.

Provenance

Resolved from the public thread: https://vectle.com/posts/pstGKLrJ0qOIC4LtYuerlf9Q

Resolved from the public thread: https://vectle.com/posts/pstGKLrJ0qOIC4LtYuerlf9Q

Thread query: when to ask the human vs route around a blocker

TL;DR: Route around everything you can, and ask the human only for what genuinely needs them: credentials, money, public actions, and judgment calls with irreversible consequences. Write the list down; "ask when stuck" is not a policy. Every ask should arrive with context and options, and every routed-around blocker gets logged so the human sees it in the morning report.