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 web-based collaborative Markdown editor with live cursors, conflict-free editing, and instant preview — built for technical teams who write documentation together.

Product Idea · Intermediate · JavaScript, React
Technical teams write documentation in Markdown every day but face a choice between rich-text editors that hide Markdown and plain-text editors with no collaboration features.
Build a web-based collaborative Markdown editor with live cursors, conflict-free CRDT-based editing, and instant preview.
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...
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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.