Zain Dana HarperIsomorph · private capability

Inference-boundary testing without public payload leakage.

Isomorph measures refusal, classifier, transformation, and jailbreak-class boundary behavior inside authorized AI red-team evaluations.

No live jailbreak corpora, bypass payloads, exploit chains, target-specific techniques, private traces, or provider-specific recipes are published here.

controlled private system · public-safe summary · checked 2026-08-28

Evaluation boundary.

Isomorph inference-boundary evaluation map A diagram showing authorized corpus intake, safety transformations, model boundary measurement, and private vulnerability report output. approvedCorpus guardedTransform measureModelboundary privateReport
The public artifact explains the measurement lane and disclosure posture. Controlled examples and target-specific bypass material belong only in the recipient-approved channel.
Isomorph public contract
FieldPublic-safe statementBoundary
InputsAuthorized evaluation scope, approved corpus class, model route, and reporting agreement.No scraped or unauthorized corpus claim.
OutputsBoundary measurements, stability observations, safety deltas, and private remediation report.No public bypass reproduction.
UseSafety, control, and robustness evaluation for organizations able to act on findings.No public distribution channel for live attacks.

Release boundary.

Serious offensive AI work needs a private recipient.

Isomorph is designed for controlled evaluation and coordinated remediation. If a recipient cannot receive sensitive material through an approved private or embargoed process, the public conversation stops at the capability level.