KymiraCertified BI

The 22 skills · Craft skill · Core Pack and Everything

AGENT SKILL

adversarial-review: what it makes your agent do, and what it refuses.

adversarial-review is the audit loop, written as a practice you can run. A maker cannot grade its own work, because it reads the intent rather than the bytes. Tuning a separate critic to be harsh is tractable, tuning a maker to be self critical is not, so this skill splits the roles and gives the critic its own eyes.

The job adversarial-review does

The loop has three roles that stay apart. Finders each attack from one angle and produce a reproduction rather than an opinion. Skeptics reproduce a finding from scratch before it is confirmed, because an unreproduced finding is a rumour. Sabotage breaks every fix and watches the guard fail, then restores it and watches it pass. Around those, four moves keep the rounds productive: refute by default so every check has a case that fails and a case that passes, weight each round toward the previous round's diff, recompute from the raw bytes rather than trusting the path under audit, and pivot to a restart when patching a broken approach costs more than replacing it. The exit condition is written down before the loop starts.

What adversarial-review refuses

A skill is worth what it stops as much as what it produces. These are the refusals written into adversarial-review, taken from the rules and limits in its own file.

10 lines from the adversarial-review skill file, verbatim

From skills/adversarial-review/SKILL.md, unedited. Kymira skills are plain text you can read in full before you install them, which is the point of shipping a method rather than a binary.

Every check needs two cases: the one that FAILS on bad input and the one that
PASSES on good input. A gate that cannot pass is as broken as one that cannot
fail — it just fails safe, so nobody notices it protects nothing. Write both, or
you have a green light wired to no sensor.

### 2. Sabotage, or it isn't a test

Adding the failing case is not enough — prove it fails for the reason you think.
Revert the fix, run the case, watch it go red; restore, watch it go green. Two
things this catches that nothing else does:

The failure modes adversarial-review addresses

These entries in the catalogue of 51 observed failure modes name this skill as what addresses them. Every one was seen in a real build or in our own audits, and none was invented.

Fire-test theaterThe verification is theaterThe gate that certified the leakThe verification is theaterThe fix that landed on the letterThe verification is theaterThe check that proves a coincidenceThe verification is theater

The tier adversarial-review ships in

TierPriceWhat the tier holdsadversarial-review
Free$0honest-dataviz and the eleven doctrine principles, published in fullNot in this tier
Core Pack$199the thirteen craft skills, one-time purchase, lifetime updatesIncluded
Everything$349all 22 skills, both libraries, the template bank, one-time purchase, lifetime updatesIncluded

Both paid tiers are a one-time purchase with lifetime updates, and all sales are final: the files are plain text you keep the moment they arrive, so judge the quality on the free skill and the published doctrine first. The pricing section states exactly what each tier contains.

Installing adversarial-review

A skill is a folder with a SKILL.md file in it. Installing one is copying that folder where your agent looks for skills, with no build step and no dependencies.

mkdir -p ~/.claude/skills
cp -R Kymira/skills/adversarial-review ~/.claude/skills/

Or open the unzipped pack in Claude Code and say install Kymira, which installs every skill in your tier, or double-click the installer for your system. Cursor reads the same skill as a rule file: copy adversarial-review.mdc into .cursor/rules/. Skills are read at startup, so start a new session and ask your agent which skills it has available.

Not for

Rounds are not correctness. The defect rate falls and does not reach zero, and after ten rounds an eleventh still confirmed fresh findings. Coverage is bounded by the lenses someone thought to write, a reproduction confirms one defect rather than its whole class, and a passing sabotage proves one guard rather than the system.

Last updated 2026-08-09 · Dylan, founder · one of 22 packaged skills, each one a method written down, not a product tour.

See the tiers → All 22 skills The doctrine The failure catalogue