THE LEARNING LAYER FOR AI-NATIVE TEAMS

Build with AI.
Learn what you built.

Cartara grows developer knowledge with ongoing assessment and long-term analysis — turning every AI coding session into explanations, quizzes, and a personal engineering knowledge map, grounded in your repo's actual diffs.

// local-first · evidence over agent self-report
Knowledge graphthis sprint
React Server Components — WorkingDB migrations & rollbacks — StrongRetry & backoff — DevelopingCaching strategy — WorkingAuth token rotation — ExposedDB indexing — StrongRSCMigrationsAuth
StrongWorkingDevelopingExposed
Updated from your last session review · grounded in 3 diffs
Evidence over agent self-report.Grounded in real diffs·Runs locally·A living knowledge graph
THE GAP

Your AI ships the code. When the model does the reasoning, engineers can ship for months without ever building the mental models the work depends on.

Velocity looks great on the dashboard. But agent self-reports don't tell you what your team actually understands — and that gap compounds silently.

HOW IT WORKS

Analyze. Check. Grow.

A continuous loop that turns everyday AI coding into measurable learning — without adding process.

01

Analyze your real changes

The collector runs locally on your actual diffs — the PRs, prompts, and fixes from each AI coding session — and turns them into plain-language explanations of what changed and why.

02

Take the three-minute check

At the end of each session review, a short quiz tests whether the concepts behind the code actually landed — tied to what they just built, not a generic curriculum, and impossible to game with agent self-report.

03

Watch the knowledge map grow

Every check updates mastery per concept — from exposed to developing to strong — so understanding compounds visibly over time, with gaps routed to the topics each engineer is missing.

FEATURES

Everything to turn shipping into learning

// reviews

Session reviews from real diffs

Each AI session becomes a clear explanation of what changed and why — grounded in your repository, not the agent's summary.

// checks

Three-minute checks

Fast, contextual quizzes tied to the code just shipped — assessment that respects an engineer's time.

// map

Personal knowledge map

Mastery tracked per concept across six states — a living picture of what each engineer really knows.

// library

Adaptive knowledge library

Weak spots route straight to explanations tuned to the exact topics an engineer is missing.

// analysis

Long-term analysis

Understanding tracked over months, not moments — watch knowledge compound instead of guessing at it.

// teams

Team-level insight

See where the team is strong, where it's fragile, and how each engineer is growing — no micromanaging.

PRIVACY, UP FRONT

Local-first by design

The collector runs on your machine and applies your privacy policy before anything is uploaded. Denied paths never leave your device, secrets are redacted, and every upload shows a preview first.

Denied paths like .env stay on your machine
Secrets redacted before upload
Choose metadata · sanitized · full per project
THE TEAM MAP

Every engineer's knowledge, on one map

Concepts cluster by domain — frontend, backend, infrastructure — and light up by mastery as your team ships. Spot fragile areas before they become incidents, and see where knowledge is concentrated in a single person.

StrongWorkingDevelopingExposed
Component architecture — StrongState management — WorkingAccessibility — WorkingRendering performance — DevelopingForms & validation — StrongAPI design — StrongQuery optimization — WorkingMessage queues — DevelopingAuth & sessions — ExposedCaching — WorkingData modeling — StrongCI/CD pipelines — WorkingContainers — StrongObservability — DevelopingSecrets management — ExposedInfra as code — WorkingFRONTENDBACKENDINFRA
FOR ENGINEERS

Understand the code you ship

Turn AI-assisted work into real fluency, with feedback that respects your time and a knowledge map that meets you exactly where your gaps are.

FOR LEADERS

See understanding compound

Move past velocity vanity metrics to a clear, longitudinal view of how your team's knowledge is actually growing — grounded in evidence, not self-report.

Make learning a first-class part of shipping.

Join the waitlist and be first to bring the learning layer to your team.

// early access rolling out · no credit card