Write the problem hypothesis
For [specific user], completing [job] is difficult because [missing capability], causing [measurable consequence].
You can name one user, one situation and one measurable consequence without proposing a feature.Companion <dataset>-agent_sessions dataset (option)
Evidence observed in topoteretes/cognee, a Research project.
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Start free validation sprint4 guided steps · private notes · cloud sync
REPEATED ACROSS 6 PROJECTS
Related friction appears in 6 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: 📦 cognee-integrations task — code & PRs live in [link] (paths below are in that repo). Difficulty: intermediate · 2d · · · roadmap WS5 When an existing user dataset is active, route conversation Q&A/traces to a companion (auto-created) so the user's docs dataset stays clean; recall across both. Opt-in flag, default…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
- When did you last need this?
- What outcome were you trying to reach?
- What did you use instead?
- How often does this occur?
- What commitment would prove it matters?
Run the smallest experiment
Deliver the outcome manually or with a narrow prototype before building a reusable feature.
A user completes the real workflow and commits time, data, distribution or budget to repeat it.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.