The craft · verification

A number is trustworthy when it ties to the file, not to a guess.

The difference between a certified report and a confident wrong answer is a method. Kymira teaches your agent to find what a file asserts about itself, reconcile every figure to that anchor, and publish only what it can prove.

For operators who own their numbers, no data team required.

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What it does

Find the anchor, reconcile to it

Every computed figure is checked against a total the source file states about itself, not against a recomputation of it. When a file asserts no total to tie to, that is raised, not quietly skipped.

Skills · Anchor discovery

Read every value two ways

Each figure is found two ways that share no logic: once by where it sits, once by the label beside it. Both must agree within a written tolerance, or the agent investigates instead of averaging the difference away.

Skills · Verification practice

Prove the check can fail

Every guard gets a test that feeds it known-bad input and confirms it blocks. A check that cannot fail is a comment with a runtime cost; the test is what makes it a check.

Skills · Adversarial review

The scope

What certified means.

Certified means every figure on the page ties to the source file's own totals, through checks written as plain code you can read and re-run. Anything the file cannot prove is named on the page or held back, never shipped as fact.

The claim is about the report and its source: the numbers are faithful to the file. Whether the vendor's export is complete, or a decision is the right one, is a separate question. For a wrong figure to reach your reader, it would have to pass every check in the net.

Fail closed and stale, never silent and wrong.

A failed check blocks the update. The last known-good version stays live, marked so a reader knows a newer cut is under review, and a person is told. The reconciliation panel in the demo shows this status for every source and report.

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