Write the problem hypothesis
For [user], the agent loses or retrieves [information] incorrectly across [scope], causing [wrong action or repeated work].
You can name one user, one situation and one measurable consequence without proposing a feature.This page is preserved so old links and saved research still work. Verify the original GitHub Issue before taking action, or choose a current signal from Opportunity Radar.
Browse current opportunities →Evidence observed in crewAIInc/crewAI, a Agent Infrastructure project.
Related friction appears in 2 independent repositories. This is stronger than one backlog item, but still requires direct user validation.
Project strength and demand confidence are measured separately.Reporter context: Feature Area Core functionality Is your feature request related to a an existing bug? Please link it here. NA - not related to an existing bug Describe the solution you'd like In multi-agent CrewAI crews, agents share memory (short-term, long-term, entity memory). A compromised or manipulated agent can poison shared…Excerpted from the public Issue. Read the complete thread before interpreting it.
Recruit: Recruit teams with live traces, tool calls or deployment constraints from a real agent workflow.
Guardrail: Test observable state transitions, permission boundaries and recovery from partial failure.
For [user], the agent loses or retrieves [information] incorrectly across [scope], causing [wrong action or repeated work].
You can name one user, one situation and one measurable consequence without proposing a feature.Test one constrained memory scope with a small real dataset and a written expected-recall benchmark.
The system retrieves the right evidence across repeated sessions without leaking or inventing context.Test observable state transitions, permission boundaries and recovery from partial failure.Information has value only when it changes action. This page turns one public signal into a bounded validation exercise. It is a research aid, not proof of demand, investment advice or a product recommendation.