Zain Dana HarperIsomorph · private capability

Inference-boundary testing without public payload leakage.

Isomorph evaluates classifier and refusal behavior at authorized AI inference boundaries through controlled reformulation trials, provider-specific result records, and control-stability analysis.

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

Implemented public contract.

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.