Post-Hoc Recovery Evaluation: Measuring Agent Recovery After Unsafe Tool Execution
A research project that makes recovery a first-class evaluation object: injecting controlled, sandboxed unsafe-execution events into agent benchmarks and measuring...
A finance management tool designed specifically for freelancers — handling irregular income, quarterly taxes, and project-based budgeting.

Startup Idea · Beginner · JavaScript, Database
Freelancers face financial challenges traditional tools don’t address: irregular income, quarterly taxes, project-based expenses, and unpredictable cash flow. Tools like YNAB and Mint are designed for salaried employees.
Build a personal finance tracker designed for the freelancer workflow — irregular income management, tax reserves, project-based tracking, and cash flow forecasting.
Next.js web app with Plaid bank connection. Transaction import and categorization. Dashboard with income trends and tax reserve calculator.
Cash flow forecasting, invoice tracking, tax deadline notifications.
React Native mobile app, multi-currency support, receipt scanning.
YNAB is designed for regular income. Mint is shutting down. Neither handles project-based tracking, quarterly tax reserves, or cash flow forecasting for irregular income.
A research project that makes recovery a first-class evaluation object: injecting controlled, sandboxed unsafe-execution events into agent benchmarks and measuring...
A research project that answers the question every failed agent run raises: which step broke it? Building an attributed corpus...
A research project that audits the measurement instruments themselves: applying the ABC validity-checklist methodology to agent-security benchmarks to find task-validity...
Published on September 2, 2026
A team of developers, researchers, and innovators who review and publish practical ideas for builders and creators.
Published on September 2, 2026
A team of developers, researchers, and innovators who review and publish practical ideas for builders and creators.