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 mobile app that tracks daily habits, visualizes streaks, and provides behavioral analytics.
Project Idea · Beginner · React Native
Building habits is a common goal but most people fail due to lack of visibility into their patterns. Existing trackers are too simple (checkboxes) or too complex (gamified RPG systems).
A mobile habit tracker focused on behavioral analytics. It tracks contextual data — when, what day, co-occurring habits — and surfaces patterns. Instead of showing “what happened,” it reveals “why it happened” and “what to do about it.”
React Native app. Habit creation, check-off, streaks, calendar heatmap. Local SQLite storage.
Analytics engine: correlations, day-of-week, time-of-day, recovery. Insights dashboard. Smart reminders.
Widgets, data export, cloud sync, settings.
Habitica gamifies with RPG elements. Streaks focuses on streaks. This tool focuses on behavioral analytics — habit correlations, time-of-day tendencies, and recovery behavior.
The app records context (timestamp, day, co-occurring habits). After accumulating data, the engine runs correlation detection, frequency analysis, and trend analysis, presenting plain-language observations.
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.