How AI systems can plan, use tools, recover from failure and complete useful work without losing human control.
Research direction · Work in progress. Datanito publishes claims as results only when the evidence supports them.
Which traces make multi-step work understandable enough to debug and trust?
How can tools be scoped so useful autonomy does not become unrestricted access?
We study agent behavior through task suites, tool-use traces, failure analysis and product evaluations that measure completion quality—not just conversational quality.