OPEN SOURCE
Explore the public repositories and demos. Each project is presented with its scope and limitations, not as a claim of validated outcomes.
PUBLIC REPOSITORY · LOCAL-FIRST
A local-first chat workspace that selects context for each question and preserves the exact context sent to each model call.
It does not measure model attention or establish how much a context item influenced an answer.
Source repositoryPUBLIC REPOSITORY · PROTOTYPE
An evidence-based AI technical interview and project review prototype. It helps developers examine evidence behind technical skills.
With candidate consent, a minimized assessment manifest and its salted hash can be recorded in a Solana Devnet Memo transaction. This records the submitted manifest, not an independent certification of skill. The original resume and full interview transcript are not written on-chain.
The demo has separate notices about resume and response processing and external AI use.