Projects

Start with the research records below. Maintained tools receive correctness and compatibility fixes. Research prototypes and archived experiments preserve their methods and limitations without a product roadmap.

Featured work

Tools and preserved experiments

ProjectStatusWhat it demonstrates
Exposure checker / fix cardsMaintainedBounded metadata probing, SSRF defenses, and actionable findings.
aicheck-scan and CI actionsMaintainedCLI scanning and a local credential-artifact gate.
Local inventoryMaintenance onlyOffline target inventory and change tracking.
BotWatch / product signalsMeasurementCaptured requests with limited sensor coverage.
Exposure censusDated snapshotsPublic-index observations with provenance and dates.
Request dataset / releasesPreserved dataA bounded observation others can inspect and cite.
Agent evidence format / sampleResearch prototypeA separate recorder/verifier experiment, with explicit trust limits.
Canary experimentResearch prototypeA request sensor; a hit does not identify an AI agent.
Exposure simulationArchived demoA synthetic explanation of exposure and remediation.

Private hunt records and restricted research stay outside this public index. A project's presence here does not imply unrestricted disclosure of every finding.

Usage documentation / Research method and contribution