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Blog/hack ncstate 2026#468

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rlunar wants to merge 2 commits intovalkey-io:mainfrom
rlunar:blog/hack-ncstate-2026
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Blog/hack ncstate 2026#468
rlunar wants to merge 2 commits intovalkey-io:mainfrom
rlunar:blog/hack-ncstate-2026

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@rlunar
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@rlunar rlunar commented Mar 1, 2026

Description

Add blog post: Valkey at Hack NC State 2026

Documents the Hack NC State 2026 hackathon where 15 teams built projects using Valkey's API challenge. Highlights winning projects (Catphish, Privasee, GuardRock AI) and technical implementations leveraging Valkey's data structures for AI-generated content detection, financial security, and privacy tools.

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  • Commits are signed per the DCO using --signoff

By submitting this pull request, I confirm that my contribution is made under the terms of the BSD-3-Clause License.

Signed-off-by: Roberto Luna-Rojas <roberto.luna.rojas@gmail.com>
- Expand meta description with detailed summary of Hack NC State 2026 event, including winning projects and technical implementations
- Fix comma splice in opening sentence by replacing dash with comma
- Update hero image (optimized version)

Signed-off-by: Roberto Luna-Rojas <roberto.luna.rojas@gmail.com>
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Can we add the blog post tag and add this to the blog project board?

@rlunar rlunar self-assigned this Mar 3, 2026
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@madolson madolson left a comment

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Mostly looked OK.

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title= "Valkey at Hack NC State 2026: 15 Innovative Projects Built in 24 Hours"
description = "At Hack NC State 2026, 15 teams participated in Valkey's API challenge during a 24-hour hackathon, building projects across AI-generated content detection, financial security, and privacy tools. The winning project, Catphish, built a voice verification system achieving sub-5ms operations, while runner-ups Privasee and GuardRock AI tackled privacy analysis and video manipulation detection. Teams leveraged Valkey's data structures such as hashes, sorted sets, streams, and vector embeddings to achieve sub-millisecond latencies and sophisticated caching, demonstrating how Valkey enables rapid development of scalable, socially impactful applications addressing AI voice cloning, financial fraud, deepfakes, and privacy protection."
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This is probably too long of a description. It will take a up a lot of space on the /blog


![Valkey-Team-Judging](images/valkey-at-hack-nc-state-2026-04.jpg)

## **Technical Patterns & Performance**
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This section isn't wrong, but sort of comes out of left field since it doesn't tie into the previous sections. You haven't talked about atomic operations or TTLs before. You mention flexible data types, and then also mention rate limiting and streams.

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I agree - the abruptness of the transition threw me.


## **Explore the Projects**

All project repositories and detailed technical documentation are available:
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You said 15, but then list 11?


We want to thank all participants who chose Valkey for their projects. The event was organized by NC students who made this free event possible for all participants.

## **Explore the Projects**
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Seems redundant since it's covered earlier, but seems OK.

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I really like the blog post. I would like it to be bit more concise, but it's a really unique story for Valkey.


Hackathons are a stress test, not just for the people participating, but for the tools they choose. When a team has 24 hours to go from a blank repo to a working demo, every technology choice gets pressure-tested in ways that months of careful planning never quite replicate. You find out fast what's intuitive, what breaks, and what delivers when it matters.

On February 14-15, 2026, Valkey participated in [Hack NC State 2026](https://hackncstate.org/), North Carolina State University's premier hackathon. The event brought together 371 attendees organized into 96 teams for an intense 24-hour coding competition at the Talley Student Union on NC State's main campus.
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I think this is overly long. I don't know if the bits about it being a premier hackathon is needed (who says it's premier anyway...) as well as the location are needed.


### **Challenge Winners**

**Winner: Catphish** - Multi-Layer Voice Verification
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Weird that this a 'winner' when it's under heading 'challenge winners'. Maybe change the heading to finalist?


![Valkey-API-Challenge](images/valkey-at-hack-nc-state-2026-02.jpg)

### **Challenge Winners**
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no need to bold any headings. Please remove the bolds on the headings.


![Valkey-Team-Judging](images/valkey-at-hack-nc-state-2026-04.jpg)

## **Technical Patterns & Performance**
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I agree - the abruptness of the transition threw me.


- **Rate limiting**: Sliding window implementations with sorted sets

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It took me a while to understand why there was a table here. Maybe it needs a sentence before it to introduce what you're presenting?


## **Technical Patterns & Performance**

Across all projects, several common patterns emerged that showcase Valkey's strengths:
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This bullet list lacks punctuation.


All project repositories and detailed technical documentation are available:

- [Catphish](https://github.com/AhmedOHassan/catphish) - [Documentation](https://catphish.vercel.app/documentation)
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We don't need a separate list here - just have these links up where you described the project


Visit [hackncstate.org](https://hackncstate.org/) to learn more about the event.

_Interested in using Valkey for your next project? Check out our_ [_documentation_](https://valkey.io/docs/) _and join our_ [_community_](https://valkey.io/community/)_._ No newline at end of file
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Can we have a more specific call to action?

github: mtuteja-git
---

Manvika Tuteja (Maani) is a TPM at AWS supporting Valkey. She previously worked as a BIE at Amazon, leading data-driven initiatives across large-scale distributed systems and operational infrastructure. In addition to her work in cloud and data systems, she has helped scale flagship AI and Tech summits. Maani is passionate about open source, vendor-neutral governance, and building scalable, community-driven technology. No newline at end of file
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What's a TPM? BIE?

authors= ["mtuteja", "rlunar"]

[extra]
featured = false
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why featured false?

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@rlunar do we close this due to #491?

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Closing in lieu of #491

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