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What kind of projects usually win local weekend hackathons, and where can I find current examples of winning submissions from student competitions held this year?

ChatGPTgpt-64 queries11/1/2026
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Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
What kind of projects usually win local weekend hackathons, and where can I find current examples of winning submissions from student competitions held this year?
4 real searches · 1 real-search pass
2026 student hackathon winners winning projects submissions university hackathon 2026 TreeHacks HackIllinois PennAppsGoogle ↗
OBSERVEDReason
2026 student competition hackathon winning projects Devpost 2026 university studentsGoogle ↗
OBSERVEDReason
2026 student hackathon winners winning projects submissions Devpost university hackathonGoogle ↗
OBSERVEDConsequence
2026 high school college hackathon winning projects winners project showcase GitHubGoogle ↗
OBSERVEDConsequence

Badge and edge weight = share of passes that produced the query. Hover a query for its intent and routing format.

Query classes

Google's semantic query class for every sub-query: what kind of answer each search is after, simulated vs real.

ChatGPT real searches (4)
Short factOther / navigationalComparisonConsequence50%Reason50%DefinitionInstructionYes / no

Classes come from the query-classifier (a local Laya model). 4 of 4 calls are low-confidence (under 50%) — hover a query in the table to see its confidence.

Searches and sources

ChatGPT4 real searches · gpt-6
2026 student hackathon winners winning projects submissions university hackathon 2026 TreeHacks HackIllinois PennApps Google ↗
2026 student competition hackathon winning projects Devpost 2026 university students Google ↗
2026 student hackathon winners winning projects submissions Devpost university hackathon Google ↗
2026 high school college hackathon winning projects winners project showcase GitHub Google ↗

Queries

4 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
2026 student hackathon winners winning projects submissions university hackathon 2026 TreeHacks HackIllinois PennApps
OBSERVED
Google ↗
AI Mode ↗
—Reason——1x
of 1
2026 student competition hackathon winning projects Devpost 2026 university students
OBSERVED
Google ↗
AI Mode ↗
—Reason——1x
of 1
2026 student hackathon winners winning projects submissions Devpost university hackathon
OBSERVED
Google ↗
AI Mode ↗
—Consequence——1x
of 1
2026 high school college hackathon winning projects winners project showcase GitHub
OBSERVED
Google ↗
AI Mode ↗
—Consequence——1x
of 1