Article 15 in the AgentKit v3 onboarding series. About a 6 minute read.
AI is now trained to produce more stable output, so it writes tests in huge quantities. Great, until you have a few thousand tests and the CI bill is jumping around, yet the app still breaks when it breaks. In that pile there are "obvious tests" (tautological tests, like true == true): tests that vouch for what they just wrote, rather than proving the app won't break. Worse are tests that exist only to turn CI green: rewriting the test to be trivially true, or commenting out the failing test with "unrelated, will deal with later". Later is when exactly? 😂
The ak-test skill was built to deal with exactly these tricks.
1/ What does it do?
Writes tests with a reason. Before creating a test, the agent must answer 5 questions: what behavior actually changed, what could break, which existing tests already prove this, what is the lowest trustworthy layer to verify at, and do we really need another test.
Investigates failing tests first. It does not weaken assertions to get past them, does not comment tests out before the cause is explained, and does not skip unless you allow it.
Cleans up box-ticking tests. Meaningless, obvious, duplicated ones get removed.
Runs by blast radius. Tests are split into lanes, and each push only runs the lanes the change affects. The full suite is saved for stable release builds.
The result I measured on AK itself: CI time went from about 35 minutes to about 9 minutes after auditing and optimizing. That is one project's number (AK), not a promise for your repo.
2/ When to use it
You just finished implementing and need verification.
The suite has ballooned and CI is slow and expensive.
You do not trust the existing test suite (suspect skipped tests, box-ticking tests).
Bootstrapping tests for a repo that has none.
Testing the UI of a web page (
ui [url]).
Don't use it when you just want "CI green". This skill exists to block exactly that.
3/ The modes
Per the SKILL.md of ak-test (v1.3.0) in the kit, the syntax is [context] OR ui [url] OR create|optimize|audit [scope] [--advice] [--ultra] [--interview]:
| Command | What it does |
|---|---|
/ak-test + context |
Runs unit/integration/e2e for that scope |
/ak-test ui <url> |
Tests the UI on a website |
/ak-test create <scope> |
Scouts the project and codebase, builds a coverage matrix, creates tests tied to real behavior |
/ak-test audit <scope> |
Finds weak, duplicated, outdated, skipped or suspicious tests; ranked report, does not fix anything on its own |
/ak-test optimize <scope> |
Makes CI faster and cheaper based on real measurements, not gut feeling |
Note: my original post wrote /ak:test; in v3 the skill name is ak-test, so you type /ak-test. Called with no arguments, the skill asks you to pick an operation.
Extra flags:
--advice: runs under the supervision ofkongming(the advisor agent).--ultra: the analysis/design step runs as best-of-5, then a verifier picks the strongest direction (the mechanism is described in theak-brainstormdocs).--interview: lists every change it plans to make and waits for your approval before applying. Without this flag,createandoptimizeapply directly and then report the list of changes, whileauditonly reports.
For repo-managed manifests, SKILL.md also mentions ak test optimize to pick tests in a deterministic ranked order. This command really exists in ak 3.0.0; the example in the help text is ak test optimize --base origin/dev --json. I have not tried the other flags, see ak test optimize --help.
4/ Using it, step by step
Run
auditfirst to see where the suite is sick:
/ak-test audit packages/apiRead the report. Audit does not fix anything, you decide which ones to fix.
To cut CI time, run
optimize, ideally with--interviewthe first time so you can approve each change:
/ak-test optimize .github/workflows --interviewIf coverage is missing in an important place,
create:
/ak-test create modules/billingIf you want more directions weighed, add
--ultra.
The principle I keep: we are the ones paying the bill, not the agent. Be as strict as you like.
5/ Status
| Feature | Label |
|---|---|
Running tests, create, audit, optimize, ui |
✅ in ak-test v1.3.0 of the kit |
--advice, --ultra, --interview |
✅ declared in SKILL.md |
| Blast-radius lanes for your repo | 🧪 depends on the skill designing lanes that fit your repo; measure before and after |
| The 35 minutes down to 9 figure | A measurement on the AK repo, not automatically applicable to other repos |
Wrap-up
1/ Tests in the right places matter more than lots of tests.
2/ A failing test means finding the cause: don't weaken it, don't comment it out, don't skip without permission.
3/ audit to see the disease, optimize to cut the bill, create to patch coverage holes.
4/ Measure before and after. CI time and money are the real evidence.
Sources
Introducing the /ak:test skill: fewer box-ticking tests, tests in the right places (09/10/2026)
SKILL.mdof theak-testv1.3.0 skill in theak 3.0.0kit