Write the problem hypothesis
For [team], moving data between [system A] and [system B] requires [manual work], causing [delay or errors].
You can name one user, one situation and one measurable consequence without proposing a feature.The batch method from ChatModels and all the Runnables does not really support the OpenAI batch API.
Evidence observed in langchain-ai/langchain, a Research project.
17 comments37 positive reactions660 days openProject Radar 95
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REPEATED ACROSS 8 PROJECTS
Related friction appears in 8 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: Checked other resources [X] I added a very descriptive title to this issue. [X] I searched the LangChain documentation with the integrated search. [X] I used the GitHub search to find a similar question and didn't find it. [X] I am sure that this is a bug in LangChain rather than my code. [X] The bug is not resolved…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 systems must exchange data?
- What triggers the handoff?
- Which fields or permissions block it?
- How is it handled today?
- Who owns failures between systems?
Run the smallest experiment
Manually operate or prototype one high-frequency connection for one team before building a general connector.
A user completes the real cross-system workflow twice and asks to keep the connection active.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.