Over the past ~6 months, I applied to Y Combinator a few times, but didn t get in.
We re still early (pre-seed), but the process actually helped me think much deeper about what we re building.
Right now, I m working on VertoX, a real-time voice translation that lets you speak any language on calls while keeping your tone, emotions, and your own voice.
( Http://www.app.propilotAI.org ) ProPilotAI is the operating system for modern property management. Automate leasing, maintenance, and financial operations with AI all in one platform. Built from real industry experience, ProPilotAI replaces outdated software with intelligent automation that saves time, reduces costs, and increases revenue per unit. From small portfolios to enterprise scale, ProPilotAI helps you run smarter, faster, and more efficiently. App.ProPilotAI.org
Every API testing eval we found either required source code access, relied on rich documentation, or measured output format rather than whether a test would catch a real failure.
So we built APIEval-20. Twenty scenarios across e-commerce, payments, auth, scheduling, and user management. Each scenario gives a model exactly two things: a JSON schema and a sample payload. No implementation details, no docs, no further context. The model has to generate a test suite from that alone.
The bugs are planted in live reference implementations. A bug is only caught if a generated test produces a response that deviates from correct behavior when run against the implementation. Submit through the hosted eval harness and get a score back.
Scoring weights bug detection at 70%, API surface coverage at 20%, and test efficiency at 10%.
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We re building Vaultio. An AI-powered hiring workspace that helps companies hire, test, and pay global talent in one place. Remote hiring today is broken: Too many applications Manual CV screening Separate tools for testing candidates Slow interviews across platforms Difficult cross-border payments Vaultio fixes this with one system: AI matching that scores candidates instantly Automated skill tests based on job roles All-in-one hiring workflow (apply test interview hire) Team collaboration workspace for remote work Built-in global payments (escrow coming soon) We built Vaultio for startups and remote teams who want to move fast without juggling 5 6 tools. We re still early but already seeing real usage and feedback from our first users. If you re hiring or building remotely, I d love your feedback. We re shaping Vaultio around real users, not assumptions. Would love thoughts, criticism, or ideas. Vaultio Team