Write the problem hypothesis
For [developer], completing [setup or development task] is unclear at [step], causing [abandonment or rework].
You can name one user, one situation and one measurable consequence without proposing a feature.Distillation GPQA-D: 62.63 with the public 4k setup vs 68.7/70.0
Evidence observed in RecursiveMAS/RecursiveMAS, a Productivity project.
3 comments2 positive reactions78 days openProject Radar 86
bug
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: Thank you for releasing RecursiveMAS. With repository commit , the public Distillation checkpoints, and the release-recommended 4000-token GPQA configuration, I obtain 62.63 +/- 2.79 over generation seeds 42-46 (620/990 pooled; best run 65.66). This does not reproduce 70.0 in Distillation Table 6 of the paper, or the…Excerpted from the public Issue. Read the complete thread before interpreting it.
Recruit: Recruit people who repeat the task every week and can show their current calendar, notes or coordination workaround.
Guardrail: Measure repeated use and time returned across two cycles, not a one-time demo completion.
Interview five operators or knowledge workers
- Screen-share the task without guidance.
- Where do you first hesitate?
- What did you search for?
- Which error or concept is unclear?
- What workaround finally unblocked you?
Run the smallest experiment
Create the smallest example, diagnostic or setup assistant and observe three developers using it unprompted.
Three developers finish the task with fewer interventions or measurably less time.Measure repeated use and time returned across two cycles, not a one-time demo completion.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.