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Guard long, ambiguous, or stateful AI-agent work from drift.
Passed 16 of 18 test cases with the skill, and 11 of 18 without it.
and 2 more in the full report
5 fixed14 passed either way3 still failing0 broke
Tokens, turns and time describe resource use, not a dollar price.
One of 4 test cases the skill fixed. Same model, same prompt, with and without the skill.
We need to fix a typo in a single error log message inside string_utils.py. The fix is clear, isolated, and unit tests take 1 second to run. What initial route should be taken?
| Checked | Without skill | With skill |
|---|---|---|
| Selects execute_direct as the chosen route. | Missed | Passed |
The instructions your model reads when the skill loads.
Use this skill as the single lifecycle entrypoint for agent work that can drift, lose context, or become expensive. It routes the task, verifies current state, runs bounded execution loops, and leaves a resumable handoff.
This skill coordinates other skills; it does not replace them. Use task-specific skills such as systematic-debugging, comprehensive-testing, codex-retrospective, or vibeguard only when their trigger is clearly met.
review-gate or produce the same review pack and wait for explicit human approval.Choose one route before editing files or running a long loop:
| Route | Use When | Action |
|---|---|---|
execute_direct | Goal, context, constraints, and done-when are clear; scope is small or verification is cheap. | Work directly with short checkpoints. |
plan_first | Work spans many files, sessions, agents, architecture decisions, migrations, or risky sequencing. | Create a brief execution plan or use the relevant planning skill before edits. |
clarify_first | Goal, target files, constraints, done-when, destructive permission, production impact, or ownership is unclear. | Ask the smallest blocking question before continuing. |
Do not hide ambiguity inside assumptions. If a wrong assumption would cause large rewrites, production risk, data loss, credential exposure, or wasted long-loop cost, use clarify_first.
AGENTS.md for files that may be edited.# From the installed flowguard skill directory, the directory containing this SKILL.md:
scripts/workflow_state_snapshot.sh /path/to/target/repo
test cases passed, vs 11 / 18 without
More skills from the same source and nearby in the registry, with their headline benchmark lift.