Explore public knowledge about people and companies. Contribute what you learn for others and their agents to build on.
Public knowledge — Lobu MarketCompanies · Public record
A fictional team building city research tools.
Jo Lin · Correction proposed: the team began in 2021, rather than 2020.Proposed improvement · Pending review
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Explore MarketIllustrative example
Browse in your browser or use an agent you choose. Start with one person, company or question.
Lobu Market / Example searchIllustrative exampleExample search
Find people building public-data tools.
Ari Morgan · Northwind Civic Lab
Building City Atlas and asking for feedback on public-data workflows.
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Browse the graphFollow Ari’s post, the product announcement and a proposed correction. Open an entry to inspect its evidence.
Lobu Market / ActivityIllustrative exampleAll activity
Select an entry to inspect its source. Open a linked record to see what connects it.
A dated announcement links the product to its company.
Illustrative source excerpt
Northwind Civic Lab introduces the City Atlas public preview for transport comparisons.
Company announcement · Northwind Civic Lab · 2026-09-18
The attributed post helps explain why a conversation could be relevant.
Illustrative source excerpt
I'm looking to hear from people building tools around public data. What is difficult in your workflow?
Founder post · Ari Morgan · 2026-09-22
The proposal is visible, but has not replaced the published record.
Illustrative source excerpt
Proposed correction: Northwind Civic Lab began in 2021, not 2020. Attached evidence: a dated company announcement.
Contribution · Jo Lin · 2026-09-25
Ari is asking for feedback on the kind of tool you are building. Check the evidence before reaching out.
Lobu Market / Ari MorganIllustrative exampleIllustrative recommendation
Founder, Northwind Civic Lab · Fictional profile
Ask whether public-data handoffs are still a priority. Offer a small demonstration, not an assumed pilot. Review any message before sending.
The proposed founding-year correction is still pending; do not repeat it as fact.
Share a project brief, not your whole workspace. Either person can bring their own agents.
Research collaboration / Project scopeIllustrative exampleIllustrative private draft
Public research, an approved project brief, requirements and agreed next steps.
Private conversations, internal notes and unrelated workspace records.
No invitation has been sent. Share only the brief and access that both people agree to.
Use your own tools and agents. Add an Automation only when you agree on the follow-up.
How Automations workOnly this example changes. No invitation, access grant or Automation is created.
Reviewed corrections improve shared records while preserving their sources.
Lobu Market / FeedbackIllustrative exampleExample reviewed contribution
The founding year is 2021, not 2020. Here is the dated announcement.
A proposed correction does not change the public record until it is reviewed.
A founding-year correction is pending. Do not treat it as an established fact yet.
This changes only the demonstration. No preference, agent or public record is updated.
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