DEV Community: DoraHacks

DoraHacks Hackathon Newsletter, June, 2026 I

DoraHacks — Sun, 07 Jun 2026 08:07:52 +0000

Your go-to source for latest Hackathons on DoraHacks.io, plus insightful articles designed for both hackers and hackathon organizers.

‣ Dora Blog

Three Futures of Effective Altruism

4 Jun 2026 · Harvey Tian, Eric Zhang

The philosophical stress-test of infinite ethics is not merely an esoteric academic exercise; it carries profound implications for the real-world trajectory of Effective Altruism (EA) and the broader philanthropic culture and governance of frontier technologies. This exponential trajectory compels us to ask: Can We Escape The Infinite? Read more >>

The Post-Quantum Security Analysis of Dora Vota and Anonymous MACI

29 May 2026 · VegeBun

Dora Vota and Anonymous MACI were designed under the classical cryptographic model. This report examines how quantum-capable attacks could challenge core assumptions behind validator security, anonymous voting, encrypted coordination, and zk-proof systems. Read more >>

‣ Ongoing Hackathons

AWS Prompt the Planet Challenge

Amazon Web Services | Mar.10 — Jun.10, 2026

Submit BUIDL >

The Turing Test Hackathon 2026

Mantle Network · Tecent Cloud · Animoca Brands · Z.AI · Nansen | May.1 — Jun.15, 2026

Submit BUIDL >

Skill-to-Agent Dual Cascade Hackathon

Pharos · OpenAI | Jun.8–15, 2026

Register now >

Casper Agentic Buildathon 2026 — Qualification Round

Casper Network · x402 · AI | Jun.1–30, 2026

Submit BUIDL >

QVAC Hackathon I — Unleash Edge AI

QVAC · WDK · Holepunch · Tether | Jun.1–22, 2026

Register now >

AWS Activate Program for Web3 Startups

AWS · Blockchain | Feb.27 — Jul.1, 2026

Submit BUIDL >

BNB Hack: AI Trading Agent Edition ⚡️ CoinMarketCap × Trust Wallet

BNB Chain · Trust Wallet · AI · CoinMarketCap | Jun.3–21, 2026

Submit BUIDL >

CROO Agent Hackathon

OpenAI · Blockchain | Jun.9 — Jul.11, 2026

Register now >

BLI Legal Tech Hackathon 2

Bitcoin · Ethereum

Register now >

Anna AI-Native App Hackathon

Anna · OpenAI · React · JavaScript · LLM | Jun.15–22, 2026

Register now >

‣ IRL/Hybrid Hackathons

SuperAI NEXT Hackathon

Singapore | Jun.9–11, 2026

Register Now >

MunichTech Innovation Hackathon 2026 — Build Applied solutions for Industry

Munich, Germany | Sep.21, 2026

Register Now >

Explore More Hackathons >>

About DoraHacks

DoraHacks is the leading global hackathon community and open source developer incentive platform. DoraHacks provides toolkits for anyone to organize hackathons and fund early-stage ecosystem startups.

DoraHacks creates a global hacker movement in Web3, AI, Quantum Computing and Space Tech. So far, more than 30,000 startup teams from the DoraHacks community have received over $92M in funding, and a large number of open source communities, companies and tech ecosystems are actively using DoraHacks together with its BUIDL AI capabilities for organizing hackathons and funding open source initiatives.

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DoraHacks Hackathon Newsletter, May, 2026 V

DoraHacks — Sun, 31 May 2026 06:21:31 +0000

Your go-to source for latest Hackathons on DoraHacks.io, plus insightful articles designed for both hackers and hackathon organizers.

‣ Dora Blog

The Post-Quantum Security Analysis of Dora Vota and Anonymous MACI

Dora Vota and Anonymous MACI Implementation are currently not post-quantum secure, a detailed report.
View Blog >

‣ Ongoing Hackathons

QVAC Hackathon I – Unleash Edge AI

QVAC · WDK · Holepunch · Tether | Jun.1 - 22, 2026

Register now >

AWS Prompt the Planet Challenge

Amazon Web Services | Mar.10 - Jun.10, 2026

Submit BUIDL >

The Turing Test Hackathon 2026

Mantle Network · Tecent Cloud · Animoca Brands · Z.AI · Nansen | May.1 — Jun.15, 2026

Submit BUIDL >

AWS Activate Program for Web3 Startups

AWS · Blockchain | Feb.27 — Jul.1, 2026

Submit BUIDL >

CROO Agent Hackathon

OpenAI · Blockchain | Jun.9 — Jul.11, 2026

Register now >

PvP Agent Trading Competition — BID Protocol: “Beat the House”

Node.js · ethers.js · Python | May.26 — Jun.1, 2026

Submit BUIDL >

AlgoBharat Regional Hackathons

Algorand | Mar.20 — Dec.31, 2026

Submit BUIDL >

BLI Legal Tech Hackathon 2

Bitcoin · Ethereum

Register now >

Terminal3 Agent Dev Kit Bounty Challenge (beta)

Rust · wasm · json · ethereum | Jun.4–7, 2026

Register now >

Hack on vibe

Codex · Claude code · Antigravity | Jun.5–7, 2026

Register now >

Crop Damage Data Collection Hackathon

AI · Machine Learning | May.25 - Jun.24, 2026

Register now >

‣ IRL/Hybrid Hackathons

Ethereum Mexico 2026 — AI x Blockchain | w/ Bitso

Hybrid Online + IRL Activities | May.4 — Jun. 16, 2026

Submit BUIDL >

MunichTech Innovation Hackathon 2026 — Build Applied solutions for Industry

Munich, Germany | Sep.21, 2026

Register Now >

Explore More Hackathons >>

About DoraHacks

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DoraHacks Hackathon Newsletter, May, 2026 IV

DoraHacks — Sun, 24 May 2026 06:24:50 +0000

Your go-to source for latest Hackathons on DoraHacks.io, plus insightful articles designed for both hackers and hackathon organizers.

‣ Ongoing Hackathons

QVAC Hackathon I – Unleash Edge AI

QVAC · WDK · Holepunch · Tether | Jun.1 - 22, 2026

Register now >

The Turing Test Hackathon 2026

Mantle Network · Tecent Cloud · Animoca Brands · Z.AI · Nansen | May.1 — Jun.15, 2026

Submit BUIDL >

AWS Prompt the Planet Challenge

Amazon Web Services | Mar.10 - Jun.10, 2026

Submit BUIDL >

AWS Activate Program for Web3 Startups

AWS · Blockchain | Feb.27 — Jul.1, 2026

Submit BUIDL >

Portaldot Online Mini Hackathon S1

Portaldot | May.4–30, 2026

Register now >

AlgoBharat Regional Hackathons

Algorand | Mar.20 — Dec.31, 2026

Submit BUIDL >

Crop Damage Data Collection Hackathon

AI · Machine Learning | May.25 - Jun.24, 2026

Register now >

BLI Legal Tech Hackathon 2

Bitcoin · Ethereum

Register now >

NBA Playoffs Prediction Market Hackathon

Polygon | May.4–31, 2026

Register now >

‣ IRL/Hybrid Hackathons

Ethereum Mexico 2026 — AI x Blockchain | w/ Bitso

Hybrid Online + IRL Activities | May.4 — Jun. 16, 2026

Submit BUIDL >

MunichTech Innovation Hackathon 2026 — Build Applied solutions for Industry

Munich, Germany | Sep.21, 2026

Register Now >

Explore More Hackathons >>

About DoraHacks

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DoraHacks Hackathon Newsletter, May, 2026 III

DoraHacks — Sun, 17 May 2026 09:49:42 +0000

Your go-to source for latest Hackathons on DoraHacks.io, plus insightful articles designed for both hackers and hackathon organizers.

‣ Ongoing Hackathons

The Turing Test Hackathon 2026

Mantle Network · Tecent Cloud · Animoca Brands · Z.AI · Nansen | May.1 — Jun.15, 2026

Submit BUIDL >

QVAC Hackathon I – Unleash Edge AI

QVAC · WDK · Holepunch · Tether | Jun.1 - 21, 2026

Register now >

AWS Prompt the Planet Challenge

Amazon Web Services | Feb.28 — May.31, 2026

Submit BUIDL >

AWS Activate Program for Web3 Startups

AWS · Blockchain | Feb.27 — Jul.1, 2026

Submit BUIDL >

Portaldot Online Mini Hackathon S1

Portaldot | May.4–30, 2026

Register now >

AlgoBharat Regional Hackathons

Algorand | Mar.20 — Dec.31, 2026

Submit BUIDL >

BLI Legal Tech Hackathon 2

Bitcoin · Ethereum

Register now >

NBA Playoffs Prediction Market Hackathon

Polygon | May.4–31, 2026

Register now >

From Prompt to Product: The Syntra Hackathon

Syntra | Mar.23 — May.24, 2026

Submit BUIDL >

‣ IRL/Hybrid Hackathons

Eth Ankara 2026

Ankara, Turkey | May.23, 2026

Register Now >

Ethereum Mexico 2026 — AI x Blockchain | w/ Bitso

Hybrid Online + IRL Activities | May.4 — Jun. 16, 2026

Submit BUIDL >

MunichTech Innovation Hackathon 2026 — Build Applied solutions for Industry

Munich, Germany | Sep.21, 2026

Register Now >

Explore More Hackathons >>

About DoraHacks

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DoraHacks Hackathon Newsletter, May, 2026 II

DoraHacks — Sun, 10 May 2026 05:51:41 +0000

Your go-to source for latest Hackathons on DoraHacks.io, plus insightful articles designed for both hackers and hackathon organizers.

‣ Ongoing Hackathons

The Turing Test Hackathon 2026

Mantle Network · Tecent Cloud · Animoca Brands · Z.AI · Nansen | May.1 — Jun.15, 2026

Submit BUIDL >

The Bags Hackathon

Solana | Apr.3 — Jun.1, 2026

Submit BUIDL >

AWS Prompt the Planet Challenge

Amazon Web Services | Feb.28 — May.31, 2026

Submit BUIDL >

AWS Activate Program for Web3 Startups

AWS · Blockchain | Feb.27 — Jul.1, 2026

Submit BUIDL >

Portaldot Online Mini Hackathon S1

Portaldot | May.4–30, 2026

Register now >

AlgoBharat Regional Hackathons

Algorand | Mar.20 — Dec.31, 2026

Submit BUIDL >

BLI Legal Tech Hackathon 2

Bitcoin · Ethereum

Register now >

NBA Playoffs Prediction Market Hackathon

Polygon | May.4–31, 2026

Register now >

From Prompt to Product: The Syntra Hackathon

Syntra | Mar.23 — May.24, 2026

Submit BUIDL >

‣ IRL/Hybrid Hackathons

ETH Quantum Hackathon 2026

Zurich, Switzerland | May.8–10, 2026 [Invite-only]

Register Now >

Ethereum Mexico 2026 — AI x Blockchain | w/ Bitso

Hybrid Online + IRL Activities | May.4 — Jun. 16, 2026

Submit BUIDL >

MunichTech Innovation Hackathon 2026 — Build Applied solutions for Industry

Munich, Germany | Sep.21, 2026

Register Now >

Explore More Hackathons >>

About DoraHacks

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DoraHacks Hackathon Newsletter, May, 2026 I

DoraHacks — Sun, 03 May 2026 07:14:44 +0000

Your go-to source for latest Hackathons on DoraHacks.io, plus insightful articles designed for both hackers and hackathon organizers.

‣ Dora Blog

Dora Research on Quantum Computing and Blockchain

View Blogs >

‣ Ongoing Hackathons

The Turing Test Hackathon 2026

Mantle Network · Tecent Cloud · Animoca Brands · Z.AI · Nansen | May.1 — Jun.15, 2026

Submit BUIDL >

The Bags Hackathon

Solana | Apr.3 — Jun.1, 2026

Submit BUIDL >

AWS Prompt the Planet Challenge

Amazon Web Services | Feb.28 — May.31, 2026

Submit BUIDL >

AWS Activate Program for Web3 Startups

AWS · Blockchain | Feb.27 — Jul.1, 2026

Submit BUIDL >

Portaldot Online Mini Hackathon S1

Portaldot | May.4–30, 2026

Register now >

AlgoBharat Regional Hackathons

Algorand | Mar.20 — Dec.31, 2026

Submit BUIDL >

NBA Playoffs Prediction Market Hackathon

Polygon | May.4–31, 2026

Register now >

From Prompt to Product: The Syntra Hackathon

Syntra | Mar.23 — May.24, 2026

Submit BUIDL >

‣ IRL/Hybrid Hackathons

ETH Quantum Hackathon 2026

Zurich, Switzerland | May.8–10, 2026 [Invite-only]

Register Now >

MunichTech Innovation Hackathon 2026 — Build Applied solutions for Industry

Munich, Germany | Sep.21, 2026

Register Now >

Explore More Hackathons >>

About DoraHacks

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DoraHacks Hackathon Newsletter, April, 2026 IV

DoraHacks — Sun, 26 Apr 2026 04:54:27 +0000

Your go-to source for latest Hackathons on DoraHacks.io, plus insightful articles designed for both hackers and hackathon organizers.

‣ Ongoing Hackathons

The Bags Hackathon

Solana | Apr.3 — Jun.1, 2026

Submit BUIDL >

AWS Prompt the Planet Challenge

Amazon Web Services | Feb.28 — May.31, 2026

Submit BUIDL >

AWS Activate Program for Web3 Startups

AWS · Blockchain | Feb.27 — Jul.1, 2026

Submit BUIDL >

Portaldot Online Mini Hackathon S1

Portaldot | May.4 - 30, 2026

Register now >

AlgoBharat Regional Hackathons

Algorand | Mar.20 — Dec.31, 2026

Submit BUIDL >

Four.Meme AI Sprint

BNB Chain | Apr.1–30, 2026

Submit BUIDL >

iExec Vibe Coding Challenge

Arbitrum | Apr.6 — May.1, 2026

Submit BUIDL >

From Prompt to Product: The Syntra Hackathon

Syntra | Mar.23 — May.24, 2026

Submit BUIDL >

OBoring AI

AI-assisted coding | Apr.4 — May.3, 2026

Submit BUIDL >

‣ IRL/Hybrid Hackathons

Infinity Codewave

Nepal | Apr.25–26, 2026 [Invite-only]

Register Now >

MunichTech Innovation Hackathon 2026 — Build Applied solutions for Industry

Munich, Germany | Sep.21, 2026

Register Now >

Explore More Hackathons >>

About DoraHacks

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DoraHacks Hackathon Newsletter, April, 2026 III

DoraHacks — Sun, 19 Apr 2026 06:43:16 +0000

Your go-to source for latest Hackathons on DoraHacks.io, plus insightful articles designed for both hackers and hackathon organizers.

‣ Last Chance!

INITIATE: The Initia Hackathon

Initia | Mar.16 — Apr.15, 2026

Submit BUIDL >

‣ Ongoing Hackathons

The Bags Hackathon

Solana | Apr.3 — Jun.1, 2026

Submit BUIDL >

AWS Prompt the Planet Challenge

Amazon Web Services | Feb.28 — May.31, 2026

Submit BUIDL >

AWS Activate Program for Web3 Startups

AWS · Blockchain | Feb.27 — Jul.1, 2026

Submit BUIDL >

AlgoBharat Regional Hackathons

Algorand | Mar.20 — Dec.31, 2026

Submit BUIDL >

Four.Meme AI Sprint

BNB Chain | Apr.1–30, 2026

Submit BUIDL >

iExec Vibe Coding Challenge

Arbitrum | Apr.6 — May.1, 2026

Submit BUIDL >

From Prompt to Product: The Syntra Hackathon

Syntra | Mar.23 — May.24, 2026

Submit BUIDL >

OBoring AI

AI-assisted coding | Apr.4 — May.3, 2026

Submit BUIDL >

‣ IRL/Hybrid Hackathons

Infinity Codewave

Nepal | Apr.25–26, 2026 [Invite-only]

Register Now >

MunichTech Innovation Hackathon 2026 — Build Applied solutions for Industry

Munich, Germany | Sep.21, 2026

Register Now >

Explore More Hackathons >>

About DoraHacks

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DoraHacks Hackathon Newsletter, April, 2026 II

DoraHacks — Sun, 12 Apr 2026 03:39:53 +0000

Your go-to source for latest Hackathons on DoraHacks.io, plus insightful articles designed for both hackers and hackathon organizers.

‣ Last Chance!

HashKey Chain Horizon Hackathon

HashKey Chain | Mar.10 — Apr.23, 2026

Submit BUIDL >

INITIATE: The Initia Hackathon

Initia | Mar.16 — Apr.15, 2026

Submit BUIDL >

‣ New Hackathons

The Bags Hackathon

Solana | Apr.3 — Jun.1, 2026

Submit BUIDL >

‣ Ongoing Hackathons

AWS Prompt the Planet Challenge

Amazon Web Services | Feb.28 — May.31, 2026

Submit BUIDL >

AWS Activate Program for Web3 Startups

AWS · Blockchain | Feb.27 — Jul.1, 2026

Submit BUIDL >

BNB Hack: US College Edition

Defi · AI · BNB Chain | Mar.27 — Apr.19, 2026

Submit BUIDL >

Stellar Hacks: Agents

Stellar · Agents | Mar.30 — Apr.13, 2026

Submit BUIDL >

Actian VectorAI DB Build Challenge

Actian VectorAI DB | Apr.13–18, 2026

Submit BUIDL >

Four.Meme AI Sprint

BNB Chain | Apr.1–30, 2026

Submit BUIDL >

iExec Vibe Coding Challenge

Arbitrum | Apr.6 — May.1, 2026

Submit BUIDL >

From Prompt to Product: The Syntra Hackathon

Syntra | Mar.23 — May.24, 2026

Submit BUIDL >

OBoring AI

AI-assisted coding | Apr.4 — May.3, 2026

Submit BUIDL >

‣ IRL/Hybrid Hackathons

HackOWASP 8.0

Patiala, Punjab, India | Apr.18–19, 2026

Register Now >

🦞 OpenClaw Hack Toronto Students: AI Agents & Payments

Toronto, Ontario, Canada | March 2026

Register Now >

MunichTech Innovation Hackathon 2026 — Build Applied solutions for Industry

Munich, Germany | Sep.21, 2026

Register Now >

Explore More Hackathons >>

About DoraHacks

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DoraHacks Hackathon Newsletter 2026 April

DoraHacks — Sun, 05 Apr 2026 10:19:40 +0000

Your go-to source for latest Hackathons on DoraHacks.io, plus insightful articles designed for both hackers and hackathon organizers.

‣ Dora Blog

The Rules of Hackathon Rule-Making

Successful Hackathons Start With Effective Rules

View Blog >

The Best GTM Strategy in AI Isn’t a Launch Event. It’s a Hackathon.

By Steve Ngok, Chief Strategy Officer at DoraHacks

View Blog >

‣ New Hackathons

The Bags Hackathon

Solana | Apr.3 — Jun.1, 2026

Submit BUIDL >

HashKey Chain Horizon Hackathon

HashKey Chain | Mar.10 — Apr.23, 2026

Submit BUIDL >

INITIATE: The Initia Hackathon

Initia | Mar.16 — Apr.15, 2026

Submit BUIDL >

‣ Ongoing Hackathons

AWS Prompt the Planet Challenge

Amazon Web Services | Feb.28 — May.31, 2026

Submit BUIDL >

AWS Activate Program for Web3 Startups

AWS · Blockchain | Feb.27 — Jul.1, 2026

Submit BUIDL >

BNB Hack: US College Edition

Defi · AI · BNB Chain | Mar.27 — Apr.19, 2026

Submit BUIDL >

Stellar Hacks: Agents

Stellar · Agents | Mar.30 — Apr.13, 2026

Submit BUIDL >

Four.Meme AI Sprint

BNB Chain | Apr.1–30, 2026

Submit BUIDL >

iExec Vibe Coding Challenge

Arbitrum | Apr.6 — May.1, 2026

Register now >

From Prompt to Product: The Syntra Hackathon

Syntra | Mar.23 — May.24, 2026

Submit BUIDL >

OxBuild — Build AI tools with Oxlo.ai

AI Tools | Apr.1–5, 2026

Submit BUIDL >

Boring AI

AI-assisted coding | Apr.4–13, 2026

Submit BUIDL >

‣ IRL/Hybrid Hackathons

HackOWASP 8.0

Patiala, Punjab, India | Apr.18–19, 2026

Register Now >

🦞 OpenClaw Hack Toronto Students: AI Agents & Payments

Toronto, Ontario, Canada | March 2026

Register Now >

MunichTech Innovation Hackathon 2026 — Build Applied solutions for Industry

Munich, Germany | Sep.21, 2026

Register Now >

Explore More Hackathons >>

About DoraHacks

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The Rules of Hackathon Rule-Making

DoraHacks — Sat, 04 Apr 2026 15:38:35 +0000

Successful Hackathons Start With Effective Rules

Clear rules are the backbone of a successful hackathon. Without a solid framework, that creative chaos in a hackathon can quickly turn into a logistical nightmare.

The best rules aren’t a cage for innovation but the guardrails that ensure fairness and focus, as well as submissions as you expected. To run a high-quality hackathon, you don’t need more rules; you need the right ones.

Here is how to craft a rulebook that empowers your hackers and keeps the event on track, drawing upon DoraHacks’ extensive experience managing thousands of hackathons.

The Essential Do-s and Don’t-s of Rule-Making

1. Minimalist Requirements: Focus on the “Must-Haves”

Do: Identify the bare minimum needed for a valid submission. At the initial stage, focus on the project itself, like a GitHub repo or a demo link. You can always collect KYC forms or prize delivery details from the winners later.
Don’t: Overload the submission phase with a massive checklist. If a rule acts as a “blocker” rather than a guide, you’ll lose the best hackers before they even hit “Submit.”

This is an example of the Rules from the Polkadot Solidity Hackathon 2026

2. Set the Stage Early

Do: State all requirements clearly from day one. If a pivot is absolutely unavoidable, communicate the change across every channel (Social media, email, main page) immediately.

Don’t: Change the rules halfway through the event. Adding extra rules or “secret” requirements mid-hackathon is the fastest way to lose the trust of your community.

3. If You Can’t Prove It, Don’t Rule It

Do: Ask for specific, verifiable formats. If you want to see the code, require a public repo link. If you want to see it working, require a video walkthrough or a functional demo website.
Don’t: Create rules based on unverifiable factors. For example, in an online hackathon, strictly limiting team size is nearly impossible to verify and usually results in unnecessary friction for both you and the participants.

4. The “Fresh Code” Rule

Do: If needed, require that projects be built specifically for the hackathon, or that significant, documented improvements be made during the event. Encourage participants to provide a GitHub repo where commit history serves as proof of progress throughout the hacking period.
Don’t: Accept “recycled” projects that were used to apply for hundreds of irrelevant hackathons, which are usually typical prize farmers rather than serious builders.

5. Clarity Over Silence

Do: Explicitly list your rules in a prominent “Hackathon Details” page. Even if your track is “Open Ended” and accepts everything, say so clearly.
Don’t: Assume that “no rules” means “anything goes.” Without a written framework, hackers feel like they are operating in a vacuum, which leads to a constant stream of the same support tickets.

6. The Rule Maker is the Rule Follower

Do: Stick to your judging rubric religiously. Choose winners based on how they performed against the established criteria to ensure a transparent result.
Don’t: Let a “cool” project win if it violates the core rules. Even if a project is technically brilliant, rewarding it over a rule-abiding entry creates a “wild west” reputation for your future events.

More About Organizing A Hackathon

DoraHacks has supported tons of hackathons across all sorts of industries and schools. Based on all that experience, we put together this hackathon organizer’s toolkit to make organizing and running your event super easy.

Thinking about hosting your hackathon on DoraHacks and want our input? Don’t hesitate to shoot us an email at hi@dorahacks.com or ping @dorahacksofficial on Telegram!

About DoraHacks

DoraHacks creates a global hacker movement in Web3, AI, Quantum Computing and Space Tech. A large number of open source communities, companies and tech ecosystems are actively using DoraHacks together with its BUIDL AI capabilities for organizing hackathons and funding open source initiatives.

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The Best GTM Strategy in AI Isn’t a Launch Event. It’s a Hackathon.

DoraHacks — Sun, 29 Mar 2026 12:31:44 +0000

By Steve Ngok, Chief Strategy Officer at DoraHacks

I shook Jensen’s hand at GTC 2026 last week. That was cool. But it’s not why I’m writing this.

What stayed with me happened in the margins. At booths, over conference coffee, in those fifteen-minute hallway conversations that quietly reshape how you think about an entire industry. My colleague Jonathan Breton and I spent four days at GTC not just watching demos, but talking to the people who built them. And the same confession kept surfacing, sometimes word for word:

I built something incredible. Now how do I get it in front of the right people?

Not just “people.” The right people.

Here’s a specific example. Schneider Larbi, Senior Manager at Google Cloud, showed us an LLM-powered tool for drug discovery and antimicrobial resistance testing — built on NVIDIA Blackwell and Google’s models. It was genuinely impressive, the kind of thing that could compress months of pharmaceutical research into weeks. But showing it at GTC, to 300,000 attendees? How many of them are big pharma researchers? How many are bioengineering grad students who’d actually use this daily? How many are clinical engineers evaluating new tooling for their pipeline?

A fraction. A tiny fraction.

And that’s the gap nobody talks about. We’ve become extraordinarily good at building AI products — and remained stubbornly bad at distributing them. The default playbook is still “blast it on Twitter, write a blog post, maybe sponsor a booth.” Spray and pray. It worked when software was simple. It doesn’t work when your product requires domain expertise just to understand why it matters.

This is why I’ve become convinced that hackathons are the single most effective go-to-market motion for AI products in 2026.

Not hackathons as you remember them — pizza-fueled weekend sprints for college kids.

I mean something fundamentally different: what I call the “Show and Try” model — structured campaigns that route a product to a curated, high-intent audience who will actually become power users.

Schneider’s drug discovery tool shouldn’t just be demoed at GTC. It should be the centerpiece of a targeted hackathon reaching pharmaceutical researchers, biotech engineers, and computational biology students — people who won’t just try it, but integrate it into their work. That’s not a launch event. That’s a distribution engine.

I saw this pattern everywhere at the conference.

Prem Pradeep Motgi, Senior AI Infrastructure Architect at Google, built a reinforcement learning-based inference efficiency system. Brilliant work. The audience that needs it most? ML infrastructure teams at companies burning millions on GPU compute — not a GTC expo hall.

Jeff Adie, Distinguished Engineer at NVIDIA, leads Earth-2 — a real-time weather and climate prediction model capable of generating extreme weather alerts. The builders who should be extending it? Climate scientists, disaster response teams, insurance risk modelers.

Francesco Ciannella at NVIDIA built voice applications on Nemotron, including — and I loved this — a real-time Chinese cooking instructor. Patrick Bayne, Senior Solutions Architect at Databricks, vibe-coded a nationwide flight monitoring dashboard on Lakebase in what felt like no time.

Every single one of these builders shares the same challenge: the product works. The audience hasn’t been found yet.

The Real Problem: What Happens After

But finding the right people is only half the equation. The other half — the half that most organizations completely fumble — is what happens next.

You run a great event. Five hundred developers show up. Fifty build something remarkable. And then… nothing. Everyone goes home. The Slack channel goes quiet. The momentum evaporates. All that signal — who engaged, who built, who came back — is lost.

At DoraHacks, we’ve been building what we call a dynamic ontology to solve exactly this: a system that connects hackathon engagement to startup program enrollment to enterprise sales pipeline. The conversion path has to be deliberate, not accidental.

I’ve been talking to teams at Datadog, Microsoft, and ElevenLabs who all run developer and startup programs — and they keep hitting the same wall. They can’t see who went from “hackathon participant” to “active builder” to “enterprise customer.” They have acquisition. They don’t have pipelines. That’s not a marketing problem. That’s an infrastructure problem.

One More Observation

This surprised me, so I want to share it. I had a long conversation with Cesar Guzman, engineering lead at Liverpool Mexico — one of the country’s largest retail chains. His team needs cheap, high-quality image generation for product SKUs at massive scale. Thousands upon thousands of product images.

I recommended he evaluate MiniMax, Kimi, and BytePlus. These Chinese AI models are winning internationally right now on a combination of price and quality that most Western providers aren’t matching. That’s not a controversial opinion — it’s just math. If you need volume and your budget is real, these models deserve serious consideration.

What GTC Reminded Me

GTC reminded me why I love this work. Not the keynotes. Not the handshakes. What stuck was simpler than that: every builder I met is sitting on something genuinely useful, and the distance between “built” and “adopted” is where the most interesting, most valuable problems live right now.

Shrinking that distance — deliberately, measurably, at scale — is what gets me out of bed.

If you’re building an AI product and your go-to-market plan still looks like “launch it and hope,” I’d welcome the conversation. Not to sell you something, but because I spent three days surrounded by proof that there’s a better way — and I think the companies that figure this out first will define the next era of AI adoption.

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