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updated formatting
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kanungle
@@ -13,7 +13,7 @@ tags:
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- blog
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---
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# *Thinking Outside the Bot* with 2025 Hackathon Winners
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@@ -23,7 +23,7 @@ Winners were announced live in Berlin on Friday, September 26, 2025 at [Vector S
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With numerous submissions from around the world, hackathon judges used criteria of Creativity, Technical Depth, and Qdrant Usage to evaluate each submission and determine the top projects. There was $10,000 in prizes from Qdrant as well as many additional bonus prizes for using partner tech:
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Let’s dive into the top projects and what we liked about each of them.
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@@ -34,11 +34,9 @@ Let’s dive into the top projects and what we liked about each of them.
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### 🥇 1st Place: Vector Vintage (Benedict Counsell)
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**Bonus Prize: Best use of Neo4j**
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**Total Prize: $5000 USD \+ $1000 Neo4j Credits**
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**Total Prize: $5000 USD + $1000 Neo4j Credits**
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```html
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<iframe width="560" height="315" src="https://www.youtube.com/embed/ZyAM6TPmmKM&si=tqZsVjJYjzRRdJI2&rel=0" title="YouTube video player" frameborder="0" allow="accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture; web-share" referrerpolicy="strict-origin-when-cross-origin" allowfullscreen></iframe>
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```
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**What it is:** A 3D product exploration experience that turns e-commerce discovery into an explorable world. Categories become mountains; subcategories become hills; terrain height reflects result counts; and an LLM “guide” (Q-Bert) leads a curated tour.
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@@ -52,9 +50,7 @@ Repo: [Vector Vintage](https://github.com/kanungle/vector-vintage-public)
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**Total Prize: $3000 USD**
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```html
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<iframe width="560" height="315" src="https://www.youtube.com/embed/lELdPxdO10Y&si=AbvbJf1xauB5WYgG&rel=0" title="YouTube video player" frameborder="0" allow="accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture; web-share" referrerpolicy="strict-origin-when-cross-origin" allowfullscreen></iframe>
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```
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**What it is:** An AI trajectory memory and reflex suggestion system for robots. It “banks” short sensor-action sequences as vectors, labels them by safety, and retrieves the safest neighbor to suggest the next move. Demoed in a 2D simulator, designed for real robotics.
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@@ -68,9 +64,7 @@ Repo: [Vector Vintage](https://github.com/kanungle/vector-vintage-public)
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**Total Prize: $2000 USD**
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```html
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<iframe width="560" height="315" src="https://www.youtube.com/embed/Wj7fuBs1HS0&si=IqE4NPuWc-x1KZtn&rel=0" title="YouTube video player" frameborder="0" allow="accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture; web-share" referrerpolicy="strict-origin-when-cross-origin" allowfullscreen></iframe>
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```
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**What it is:** Non-Playable Characters (NPCs) that *remember* places, events, and interactions using spatio-temporal memory, so behavior evolves naturally instead of being scripted.
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@@ -94,9 +88,7 @@ Repo: [Vector Vintage](https://github.com/kanungle/vector-vintage-public)
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**Total Prize: 1 Year of CrewAI Enterprise**
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```html
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<iframe width="560" height="315" src="https://www.youtube.com/embed/LR4ojcDxOXo&si=XiyUDkuctw60oAqE&rel=0" title="YouTube video player" frameborder="0" allow="accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture; web-share" referrerpolicy="strict-origin-when-cross-origin" allowfullscreen></iframe>
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```
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A **route-aware event discovery** platform. Enter a route \+ time window, and ReMap finds relevant events using **hybrid semantic search** plus **geospatial/temporal filters**, visualized on OpenStreetMap. Synthetic data today, real ingestion planned.
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@@ -108,9 +100,7 @@ A **route-aware event discovery** platform. Enter a route \+ time window, and Re
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**Total Prize: $3000 of Mistral AI Credits**
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```html
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<iframe width="560" height="315" src="https://www.youtube.com/embed/MLXmNpJ4MF0&si=VMUoGgdG2G4mtwtN&rel=0" title="YouTube video player" frameborder="0" allow="accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture; web-share" referrerpolicy="strict-origin-when-cross-origin" allowfullscreen></iframe>
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```
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A playful **personality-driven social platform**: take a quiz, get matched to a “home planet,” and find **cosmic twinmates** via vector similarity. Built with Qdrant \+ Mistral AI \+ React Three Fiber, with global and per-planet chat.
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@@ -122,9 +112,7 @@ A playful **personality-driven social platform**: take a quiz, get matched to a
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**Total Prize: $1000 USD**
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```html
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<iframe width="560" height="315" src="https://www.youtube.com/embed/rPdeiVc8maE&si=J3zdgbTnkm0kX5fm&rel=0" title="YouTube video player" frameborder="0" allow="accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture; web-share" referrerpolicy="strict-origin-when-cross-origin" allowfullscreen></iframe>
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```
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(Note: Music is removed from above video due to copyright reasons — use your imagination a bit\!)
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@@ -138,9 +126,7 @@ An **AI choreographer** that generates personalized Bachata sequences by matchin
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**Total Prize: $1000 in TwelveLabs Credits**
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```html
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<iframe width="560" height="315" src="https://www.youtube.com/embed/v-EywTyyU50&si=JZJ9PQnsJteBd8nU&rel=0" title="YouTube video player" frameborder="0" allow="accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture; web-share" referrerpolicy="strict-origin-when-cross-origin" allowfullscreen></iframe>
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```
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A **multi-modal classroom assistant** that captures **speech, video, slides, images, and documents** together into a searchable knowledge memory. Uses TwelveLabs embeddings \+ Qdrant retrieval for linked, contextual recall.
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@@ -150,9 +136,7 @@ A **multi-modal classroom assistant** that captures **speech, video, slides, ima
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## 🙌 Honorable Mentions
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```html
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<iframe width="560" height="315" src="https://www.youtube.com/embed/REEx1Jd_Qe4&si=K-SDe9WyLK1NSTY8&rel=0" title="YouTube video player" frameborder="0" allow="accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture; web-share" referrerpolicy="strict-origin-when-cross-origin" allowfullscreen></iframe>
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```
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* **Quant Memory Palace** (*The Mondays*)
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A **3D knowledge universe** for documents. Semantic clusters you can fly through with real-time previews and search.
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