Risk suite library
Starter scenarios for injection, leakage, hallucination, grounding failures, and unsafe tool behavior.
Quainy Labs
Build real systems that create proof.
Quainy Labs are complete builder projects. Each lab turns a selected meaningful problem into architecture, implementation, evaluation, deployment, public proof, and earning potential.
Lab outcome
Working system
A real project people can inspect, run, test, and improve.
Proof artifact
A demo, case study, repo, and explanation that shows judgment.
Earning path
A route toward jobs, freelancing, consulting, products, or services.
Lab spotlight
Quainy Risk Replay
Open-source reliability for replaying AI workflow failures before release.
View GitHub productReadiness score78
Replay suite found risk in prompt injection, hallucination, and tool behavior.
6Risk suites
24Starter tests
78Release score
Prompt injection6 tests2 blocked
Hallucination5 tests1 failed
Data leakage4 testspass
Tool misuse5 testsreview
Bad grounding4 tests1 failed
Replay runner
Run the same workflow against failure cases and see pass, fail, review, and blocked outcomes.
Readiness report
A clear release score with failed categories, suggested fixes, and public proof for the builder.
Lab shelf
Lab products.
Each product here carries a clear problem, working surface, repo, and proof path. Hover or select a product to load its full spotlight above.