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 →session memory management
Evidence observed in agentscope-ai/ReMe, a Research project.
2 comments0 positive reactions79 days openProject Radar 88
Browse current opportunitiesArchived brief · verify the original Issue
REPEATED ACROSS 3 PROJECTS
Related friction appears in 3 independent repositories. This is stronger than one backlog item, but still requires direct user validation.
Project strength and demand confidence are measured separately.SOURCE EVIDENCE
Read original GitHub Issue ↗Start with what users actually said
Reporter context: The current memory manages session memory by day. It is recommended to support managing session memory by project directory, with session memory isolated between engineering projects.Excerpted from the public Issue. Read the complete thread before interpreting it.
Recruit: Recruit people who can bring a recent literature, evidence-review or source-tracing task.
Guardrail: Measure citation accuracy, coverage and review time; never reward speed at the expense of source fidelity.
Interview five researchers, analysts or librarians
- Which information must persist?
- For how long and within what scope?
- Show the last wrong or missing recall.
- What data must never cross boundaries?
- How do you correct memory today?
Run the smallest experiment
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.Measure citation accuracy, coverage and review time; never reward speed at the expense of source fidelity.Make a build decision
- Build: repeated pain and active commitment
- Narrow: pain is real but the audience or job differs
- Stop: weak frequency or no behavioral proof
Why this brief exists
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.