For candidates
Turn real projects into private feedback first, then share selected evidence when it helps you.

Private beta for AI-native builders
A private builder coach and evidence passport for young people learning to build useful software with AI.
Not a CV scraper
AI makes polished project outputs easier to create. FirstRung focuses on the harder signal: framing, verification, iteration, responsible agent oversight, and the trajectory shown across real project work.
Candidates get private coaching first. Sharing is selective, evidence-backed, and designed around skill episodes rather than raw telemetry dumps.
Turn real projects into private feedback first, then share selected evidence when it helps you.
Help cohorts build stronger AI-native habits without turning student work into surveillance.
See concise evidence cards for judgement, verification, shipping, and improvement over time.
Phase 0 focus
FirstRung starts with a privacy-first local collector, a candidate-facing coaching layer, and a shareable evidence profile that a candidate controls.
Public core repositoryTrust boundary
Raw code, prompts, diffs, logs, and private project material stay local by default.
The open trust layer keeps collection, schemas, redaction, and basic rules inspectable.
The hosted passport only receives candidate-approved derived evidence and selected profile content.
Early partners