A public repository gives the next person somewhere to start asking questions. At Ground Truth: The Live Agents Hackathon, scheduled for November 14, 2026, in New York, teams will have to submit code for agents built around current web information. The requirement makes the afternoon deadline interesting well beyond the demo.
You.com, localhost:nyc and The Builder Series are bringing the event to New York, with a 9 AM start listed on the co-organizer's calendar. The program centers on live-information agents, with opportunities for engineers, founders, designers and researchers to work on a question that changes as new information arrives.
For a product leader, the useful prospect is seeing how a team connects an answer to the evidence underneath it. A repository can expose implementation choices for inspection; the user still needs an experience that makes the relevant evidence understandable. That distance between the code and the person making a decision gives this hackathon its commercial substance.
The competition rules require teams of 1-4 people to build during the sprint, with You.com's API central to the product. Research beforehand is permitted, but pre-built projects are excluded. Hacking starts at 10:30 AM ET and submissions close at 4 PM ET, when each entry needs a public GitHub repository.
That window forces a useful choice about ambition. A team could spend its available hours adding another feature, or it could make one workflow easier for a person to inspect. Consider a hypothetical agent tracking changes to a company's public pricing: the important design work might be explaining which page changed, when it was checked and why the change deserves attention.
A narrow problem also helps collaborators divide responsibility. An engineer can work on retrieval while a domain specialist decides what would count as a meaningful change. A designer can then ask how the user should see the evidence. Those contributions meet inside the same product, where a decision about presentation can reveal a gap in the retrieval work that looked finished an hour earlier.
The submission requirement gives that discussion an artifact to continue around. Other people can examine a public implementation after the pitch, subject to whatever documentation the team provides. A prospective collaborator gains a more concrete starting point than a memory of a convincing screen.
You.com's API documentation describes distinct capabilities for web search, page extraction, cited answers and multi-step research. Each addresses a different part of moving from a question to a usable response. An application still has to decide what to request, what to retain and how to present the result to someone with a task to complete.
The event's tracks put those decisions into recognizable settings: Live Wire concerns changing information, The Analyst concerns research, and Receipts concerns verification. The same source might serve very different purposes in those settings. A newly published company announcement could trigger a monitoring alert while remaining insufficient evidence for a broader conclusion about demand.
That distinction matters when a founder starts explaining the product to a buyer. The buyer may want an early warning, a research starting point or a checked answer they can share with a colleague. Those requests imply different expectations about completeness, freshness and review, even when they begin with an identical search.
A citation gives a reader a route back to material; it also creates an obligation to make that route useful. A team can ask whether the cited passage supports the precise statement, whether newer information changes the answer and whether a disagreement should remain visible. These are practical questions for the sprint, rather than claims that an API can settle every conflict automatically.
Somya Gupta, Dylan Oriundo and Olivia Iarmak appear among the hosts on the official event listing. The advertised format includes provider mentoring and team matching, which gives a solo builder a way to begin without a finished team. Participation and the eventual mix of people remain subject to the organizer's registration process.
For a researcher or analyst, the contribution can start before anyone chooses an interface. Describe a task that currently demands repeated checking, then explain which omission would make an answer unusable. An engineer can build a technically functioning retrieval loop while missing that detail entirely, particularly when the question belongs to a profession with its own standards of evidence.
A founder can use the same exchange to discover how precisely a user defines the job. Does the person need a change detected, a set of documents compared or a claim checked before circulation? Listening to that distinction can change what the team decides to demonstrate and which pieces of work it deliberately leaves for later.
DevCuration's coverage of enterprise AI data ownership follows a related responsibility inside organizations. Its Brooklyn physical AI meetup coverage examines other translation problems between data and usable systems. These are separate gatherings, offering additional context without implying shared participants or organizers.
The event is in person, and Luma requires host approval for registration. The exact street address is withheld until registration, and the public calendars disagree about the neighborhood. The Builder Series lists Downtown Brooklyn, while localhost:nyc's calendar shows Chelsea for the same event. Confirm the location and schedule through the registration page before traveling.
The published materials also deserve a careful read before choosing a project. Ground Truth's rules establish the build and submission requirements, while other official listings contain differing descriptions of duration and later demo timing. The public judge lists differ as well, so an advertised name should not become a promise of access to a particular investor or executive.
For the team preparing this week, the productive work is choosing a question that will still matter when the source changes. By Saturday afternoon, the repository will contain the choices the builders made about retrieving information and exposing evidence. The next useful conversation can begin when another person opens it and follows one of those choices back to the answer on the screen.
Choose a narrowly scoped question that depends on changing information and decide what evidence would make its answer useful. The competition rules allow advance research, while project work must be built during the sprint.
The competition requires a public GitHub repository with the project's code. That gives other people an opportunity to inspect implementation choices, although the usefulness of that inspection depends on the code and documentation a team provides.
A citation gives a reader a path back to a source. Someone still needs to check whether the material supports the specific claim, whether it is current and how conflicting sources affect the answer.
Luma requires host approval and withholds the exact street address until registration. The Builder Series lists a 9 AM start on November 14, 2026. Its Downtown Brooklyn listing differs from Chelsea on localhost:nyc's calendar, so confirm the location through registration before traveling.
The official rules put hacking at 10:30 AM ET and the submission deadline at 4 PM ET. Other official materials differ on duration, later demo timing and the judge roster, so check the latest organizer guidance instead of treating an advertised name or timing as a guaranteed appearance.