ucanr.edu
AI Competition Radar: May 15–25, 2026
5 hackathons, 3 pitch competitions, 22 sources — top picks: Rootline Robotics ($50K FRC), Aliform pre-raise MedTech winner, Avertto stroke-AI implant; YC S2026 closes today.
This issue covers approximately 10 days (May 15–25) rather than the usual 7, due to a one-time scheduling adjustment. The next issue returns to the standard weekly cadence.
Scout signals this round
Three profiles stand out for immediate follow-up.
Rootline Robotics (Cornell University) took the $50,000 grand prize at the Farm Robotics Challenge — the event's largest single award. Their system delivers precision electrical pulses to weeds via an autonomous robot, targeting the vineyard and orchard market where chemical herbicides face growing regulatory friction. University affiliation is listed, no prior VC footprint visible in public sources: this is a pre-seed window.
Aliform (Texas Medical Center, Houston) won MedTech World North America with Celluleaf, a post-surgical tissue adhesion device. Five years of development, first 20 units already sold, and founder Victor Suturin is deliberately controlling the scale-up cadence — targeting 10–20 clinics for repeat orders before raising. That's a team that understands commercial validation sequencing. Contact while they're still pre-raise.
Avertto (Israel) placed second at the Peachscore + Dealum global pitch from 125+ applicants, with an AI-driven carotid pulse-wave implant for stroke prediction. Founded by Hilla Ben-Pazi. Medtech hardware at this stage typically runs 18–24 months to a Series A — the competition result gives scouts a timestamp.
The macro pattern this window: agri-robotics and medtech had a disproportionately strong showing relative to pure software/LLM plays. The Farm Robotics Challenge alone produced 13 award recipients across three tiers (university, community college, and high school), with international teams from Brazil and Egypt competing alongside US institutions.
Hackathons: results (May 15–25)
Farm Robotics Challenge 2026
Organizer: UC Agriculture & Natural Resources (UC ANR) | Ceremony date: May 21 | Location: Plug and Play, Silicon Valley (streamed live) | Award categories: 13 across Division I (4-year universities), Division II (2-year colleges), and Academy (grades 7–12) 1
The grand prize sponsor is Reservoir. Judges cited Olin College's HydroFleet as the highest engineering maturity project in the cohort.
| Award | Team | Affiliation | Project | Domain |
|---|---|---|---|---|
| Grand Prize — $50,000 | Rootline Robotics | Cornell University | Autonomous perception-driven weeder; delivers precision high-voltage electrical pulses to orchard/vineyard weeds | Agricultural robotics, computer vision |
| Amiga Innovation Award (Div. I) | The Fire Blighters | Carnegie Mellon University | Fire blight detection robot; 6-DOF arm + LiDAR localization | Plant disease detection, robotics |
| Amiga Innovation Award (Div. II) | Tiger Ag-Botics | Reedley College | Solar-assisted night sprayer; 200-gal tank, dual-canopy cameras, drone landing pad | Precision spraying, autonomous systems |
| Amiga Innovation Award (Academy) | MRC Farm Robotics | Mark Richardson CTE Center | Compact autonomous vegetable sprayer | Autonomous spraying, vocational education |
| Excellence in Specialty Crops (Div. I) | Aggie Aerial-Ground Robotics | UC Davis | BloomSense: bloom density estimation fusing drone mapping + ground-robot canopy images | Crop yield estimation, multi-robot systems |
| Excellence in Specialty Crops (Div. II) | Red Scout | Hartnell College | AI artichoke monitoring system; 120-day full growth cycle tracking | Crop monitoring, machine learning |
| Excellence in Specialty Crops (Academy) | CTEC Titans | CTE Charter High School | Pistachio pest/orchard diagnostics — sole team to win two awards this year | Pest detection, agricultural AI |
| Excellence in Drone Applications (Div. I) | Olin College Robotics Lab | Olin College | HydroFleet: autonomous drone swarm for soil moisture sensing | Drone swarms, soil analytics |
| Excellence in Drone Applications (Academy) | DM & HAS | Mission Oaks High School | Drone-based cattle herd health monitoring | Livestock monitoring, computer vision |
| Excellence in AI (Div. I) | UD Blue Hens | University of Delaware | Vision-guided watermelon harvester; YOLO object detection + compliant vacuum end-effector | Robotic harvesting, computer vision |
| Excellence in AI (Div. II) | VARD | Shunji Nishimura Institute of Technology (Brazil) | Dual-HD-camera AI cotton pest trap; judges noted "strong technical execution and investment potential" | Agricultural AI, pest management |
| Excellence in AI (Academy) | Almond Robotics | Modular Learning, Inc. | AI weeding robot with multispectral drone mapping | Agricultural robotics, multispectral imaging |
| Judges Choice (Div. I) | The Nexus | German International University (Egypt, Cairo) | AeroSense AgriBot: hexapod + quadrotor hybrid field robot; all-female international team | Multi-modal robotics, precision agriculture |
Scout callout: VARD (Brazil) and The Nexus (Egypt/Germany) are the two international teams worth tracking. VARD received an explicit "investment potential" signal from judges — rare for a hackathon. The Nexus's all-female team building in Cairo adds a sourcing angle that most US scouts aren't covering.
No public contact information was included in UC ANR's results announcement. LinkedIn searches on team member names is the most direct outreach path. Full winner details at: 1
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Leapfrog AI Ignite Hackathon 2026
Organizer: Leapfrog Technology | Results announced: May 16 | Location: Kathmandu, Nepal | Prize pool: Rs 2,00,000 total (~$2,400) | Infrastructure sponsor: AWS 2 3
| Place / Award | Project | Prize | What it does |
|---|---|---|---|
| Winner + People's Choice | Project Aegis | Rs 2,00,000 | AI-powered security incident management portal; dual-award win — judges and public vote both converged on it |
| Runner-up | ALICE (also known as bugAIcha) | Rs 75,000 | Agentic system that converts Jira tickets into ready-to-merge pull requests using multi-agent architecture on AWS |
| Open Innovation Award | Policy Pilots | — | AI-driven ETL pipeline processing Medicaid data |
Team background and founder names for all three projects were not available in publicly accessible sources — Leapfrog's social posts did not include this information. The Instagram source is the primary public record. 2
Scout note: ALICE's core capability (automated Jira-to-PR) sits in a space where several well-funded startups are competing (Sweep, Devin). The question for outreach is whether the team has tested this on real production codebases and what failure modes they encountered.
AlgoTrade Hackathon 2026
Organizer: AlgoTrade | Date: weekend of ~May 16–18 | Location: Croatia | Format: 24-hour coding sprint → 5-minute live presentations to judges | Participants: 300 (70 teams) | Sponsor: Hudson River Trading (guest lecture by Noah Klayman) 4 5
Task: write a trading bot that maximizes profit in a simulated global equities market. Top 10 teams presented; jury scoring determined final rankings.
| Place | Team | Members | Notes |
|---|---|---|---|
| 1st (implied) | Chainsaw Friendship | Maksim Shevkoplias, Ilia Kondakov, Yura Kabkov | Instagram post shows trophy emoji alongside team; precise prize not confirmed |
| 2nd (implied) | Bolfa | Robert Bogott | Listed alongside Chainsaw Friendship in winner announcement |
| 4th | University of Wrocław | Jan Zbrocki, Kuba Walęga, Olaf Surgut, Ewa Gospodarek | Ranked 3rd after the hack phase; moved to 4th post-presentation, missing the €2,000 prize |
Precise prize amounts and exact rank order for 1st/2nd were not confirmed in available public sources — Instagram post showed winner imagery without text breakdown.
Jan Zbrocki, the Wrocław team member, posted a candid debrief: "It was truly devastating to get ranked down by jury (and lose 2000 euros) from such a big point advantage we had after 24 hours of work and all because of a short presentation." 5 The post is worth reading if you're tracking quantitative trading talent from Eastern Europe — it names the full team and links their profiles.
Apart Research Secure Program Synthesis Hackathon
Organizers: Apart Research + Atlas Computing | Dates: May 22–24 | Format: 3-day hybrid (online + in-person hubs in Tel Aviv and Montréal) | Registered participants: 324 | Prize pool: $2,000 (1st: $1,000 / 2nd: $500 / 3rd: $300 / 4th–5th: $100 each) 6
Four tracks: Specification Elicitation, Specification Validation, Spec-Driven Development (Vericoding), and Adversarial Robustness for Interactive Theorem Provers. Speakers included Jason Gross and Rajashree Agrawal (co-founders of Theorem), Joe Kiniry (CEO, Sigil Logic / Galois), and Quinn Dougherty (Forall R&D).
Results had not been published as of May 25. Top teams will be invited to apply for the Secure Program Synthesis Fellowship — a 4-month mentor-led research program running June–October 2026. Check
apartresearch.com/sprints for results in the next few days.This event is worth monitoring even without results: 324 participants self-selected into a formal-methods + AI verification hackathon, which is a small but dense talent pool for AI safety and verified software tooling.
AI WEEK 2026 Hackathon
Date: May 21 7
| Place | Team | Members |
|---|---|---|
| Winner | Turbo Minds | Naman Jangid, Kajal Gupta, Kajal Hirani, Vidhi Kulshrestha |
| First Runner-Up | Autominds | Dileep Kumar Yadlapalli, Annu K., Chakshu (full name not disclosed) |
Project descriptions and prize details were not available in the source post. Limited signal for outreach without more context.
Pitch competitions and demo days (May 14–25)
Note: MedTech World North America's results were announced May 14 — one day before this issue's nominal start date — but are included here as they were not covered in the previous issue.
Peachscore + Dealum Global Startup Pitch Competition
Organizers: Peachscore and Dealum | Results announced: May 19 | Applicants: 125+ international | Sponsors / judges: HubSpot, Zendesk, moatly, Dealum 8
| Place | Company | Founder / CEO | What it does | Domain | Prize |
|---|---|---|---|---|---|
| 🥇 1st | Olli | Carrie Hartman | One-stop business insurance hub for self-employed individuals | Insurtech | $1,500 cash + 12 months Zendesk Premium (~$120K value) + moatly IP package (~$5K) |
| 🥈 2nd | Avertto | Hilla Ben-Pazi | AI-driven carotid pulse-wave implant for stroke early warning | MedTech, AI diagnostics | 7 months Zendesk Premium (~$70K) + moatly patent intelligence (~$3.5K) |
| 🥉 3rd | AgTechLogic | Tom Gauthier | AI precision agriculture platform (Agtellio + spray sensing) | AgTech | 7 months Zendesk Premium (~$70K) + IP Deep Dive (~$2K) |
| 4th | HEARD | Rachell Dumas | AI-assisted patient advocacy and healthcare navigation | HealthTech | Not disclosed |
| 5th | Qonscious Health | Jarik Conrad | AI behavioral operating system for Type 2 diabetes prevention/reversal | Digital health, AI | Not disclosed |
Scout note: Avertto and HEARD are the two with the clearest enterprise sales path. Avertto's stroke-detection implant sits at the intersection of AI diagnostics and medical devices — a long regulatory runway but a high-defensibility moat once cleared. HEARD addresses a genuine structural problem in US healthcare (patient navigation); AI-assisted advocacy platforms have been getting early traction in employer benefits channels.
Aliform — MedTech World North America 2026
Event: MedTech World North America 2026 Startup Pitch Competition | Date: May 14 | Sponsors: Ascend Clinical Research, Beacon Launch Partners, Blue Goat Cyber, FloodGate Medical, KARV, Malta Enterprise, Prolucid Technologies 9
Winner: Aliform — product: Celluleaf
| Field | Detail |
|---|---|
| Problem | Tissue tethering (fibrous adhesion) after liposuction, radiation therapy, and trauma surgery causes scarring and persistent deformity |
| Solution | Celluleaf: single-use blunt-dissection device that releases scar tension — founder describes it as "like weeding soil" for subcutaneous tissue |
| Clinical use | Approved and in use across 15 clinical applications in the US and Canada; post-liposuction, orange-peel skin, lymphedema, and reconstructive surgery |
| Traction | First 20 units sold; 10+ surgeons actively using the device |
| Team | 10 people; HQ at Texas Medical Center, Houston; production subsidiary in the Netherlands |
| R&D history | 5 years of development |
| Unit economics | $3,000–$6,000 per procedure; device cost ~$1,000 (single-use); addressable base: 15,000+ plastic surgery clinics in the US |
| Founder / CEO | Victor Suturin |
| Stage signal | Pre-scale: targeting 10–20 clinics with repeat orders before fundraising ("If we can do that, we prove commercial viability," per Suturin) 9 |
Grep-a-Palooza 2026 — lineup announced, event June 4
Organizer: GrepBeat + Launch Powered by KPMG accelerator | Lineup announced: May 19 | Event date: June 4, Durham Convention Center, NC | Prize: $5,000 cash (audience vote) | Selection: 15 startups from ~90 applicants, independent committee 10
Format: three separate sessions each produce one finalist; audience votes to select the $5K winner.
The 15 competing startups:
- ARtx — augmented reality tooling
- Beakpoint — cloud cost efficiency
- Beam Dynamics — entertainment venue management
- Fixxr — repair services marketplace
- Franzy — franchising democratization
- GreySun Technologies — wearable alcohol detection
- NavAlytix — AI maritime analytics
- PROTECT3D — sports injury protection
- Rozie Synopsis — (domain not confirmed in available sources)
- Shuttlebee — school bus routing technology
- Solvrays — (domain not confirmed)
- Swik AI — AI underwriting for small business loans
- Tesslate — no-code AI development platform
- Utilyst — (domain not confirmed)
- Voice Back — speech loss assistance technology
Worth attending: NavAlytix (AI maritime analytics) and Swik AI (small business loan underwriting) are the two with the most obvious institutional investor interest. The event is open to the public. GrepBeat typically publishes same-day results coverage.
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Scouts' calendar: May 25 – June 21
Closing this week — act now
| Event | Deadline | Details |
|---|---|---|
| YC Summer 2026 | Today — May 25, 8 PM PT | Batch runs July–September in San Francisco; $500K for 7% equity; this cycle includes an experimental $2M in OpenAI API tokens per accepted company 11 12; decisions expected by June 5 |
| Web Data UNLOCKED Hackathon | May 31 (demos and awards) | In progress now (May 25–31); Bright Data × lablab.ai; $5,000 cash + up to $20K in Bright Data credits; 1,557 registered; tracks: GTM Intelligence, Finance & Market Intelligence, Security & Compliance; in-person option at Bright Data's SF office (625 2nd St) 13 |
| Tata Steel AI Hackathon | May 31 (registration) | Online (HackerEarth), India-focused; open to final-year students, working professionals, freelancers; prizes include pre-placement interview (PPI) opportunities and up to 20 full-time offers from Tata Steel; free to enter 14 |
Upcoming competitions: June 4–21
| Event | Date | Format | Prize | Signal level | Source |
|---|---|---|---|---|---|
| Grep-a-Palooza 2026 | June 4 | In-person, Durham NC | $5,000 | Medium — 15 pre-screened Triangle-area startups; audience-vote format rewards pitching over product | 10 |
| BOPA AI Hackathon | June 5, 12–16 BST | In-person, London (1 Frith St) | Not disclosed | High for pharma/oncology AI scouts — domain-specific, British Oncology Pharmacy Association 15 | |
| Cardano Accelerator Program Fall 2026 | June 5 deadline (23:59 CET) | Accelerator — interviews July & August | Equity program | Low-medium for most AI scouts (blockchain focus); relevant if portfolio includes AI × blockchain teams 16 | |
| Microsoft Build AI Hackathon 2026 | June 7 submission deadline | Online | Not confirmed | Medium — official Devpost listing not located at research time; confirm before advising portfolio founders 17 | |
| Hack4Her | June 6–7 | In-person, Monterrey, Mexico | MLH standard | Diversity-focused (women); MLH 2026 season official event 18 | |
| Quackhacks 3 | May 30–31 | In-person, Eugene OR | MLH standard | Collegiate; MLH 2026 season 18 | |
| MPC Hacks | May 30–31 | In-person, Montréal | MLH standard | Collegiate; likely privacy/cryptography focus 18 | |
| Band of Agents Hackathon | June 12–19 | Online | TBA | Medium — multi-agent enterprise workflows; 3-agent minimum through Band platform; 69 registered as of late May 19 | |
| JAMHacks 10 | June 12–14 | In-person, Waterloo ON | MLH standard | High school focused; MLH 2026 season 18 | |
| HackPrix Season 3 | June 13–14 | In-person, Hyderabad | MLH standard | Collegiate; India; MLH 2026 season 18 | |
| USAII Global AI Hackathon 2026 | June 14–21 | Virtual, global (Devpost) | Not confirmed | Medium — student-focused, 3 academic tracks; Devpost details page not retrieved at research time 20 | |
| Global South AI Safety Hackathon | June 19–21 | Hybrid, 13 hubs (LatAm, Africa, Asia) | $6,000 total across regions | High for AI safety and impact investors — Apart Research × Schmidt Sciences; hubs include São Paulo, Cape Town, Bengaluru, Shanghai 21 | |
| CalHacks AI Hackathon 2026 | June 20–21 | In-person, UC Berkeley | $100,000 | High — 1,300+ expected, 300+ projects, 24 hours; largest in-person AI hackathon on the calendar; applications closed but waitlist registration may still be open 22 |
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All event results and team information are based on announcements published during May 14–25, 2026. Founder contact details are included only where publicly disclosed by the teams or organizing bodies. The Apart Research SPS Hackathon (concluded May 24) and AI WEEK 2026 had not published full results as of this publication.
참고 출처
- 1UC ANR: Student teams win Farm Robotics Challenge awards
- 2@lifeatleapfrog (Instagram): Behind the win with Project Aegis
- 3@lifeatleapfrog (Instagram): AI Hackathon wrap-up
- 4@algotrade_hackathon (Instagram): AlgoTrade 2026 Winners
- 5Jan Zbrocki (LinkedIn): AlgoTrade Hackathon 4th place
- 6Apart Research: Secure Program Synthesis Hackathon
- 7Instagram: AI WEEK 2026 Hackathon winners
- 8Peachscore: Announcing the Top 5 Winners
- 9MedTech World: Aliform wins MedTech World North America 2026
- 10GrepBeat: Meet the startups competing in Grep-a-Palooza 2026
- 11Y Combinator (X): S2026 extended deadline + OpenAI offer
- 12Y Combinator (LinkedIn): OpenAI $2M token grant
- 13lablab.ai: Web Data UNLOCKED Hackathon
- 14Tata Steel (Facebook): AI Hackathon 2026 announcement
- 15BOPA: AI Hackathon sign-up
- 16Cardano Foundation: CAP Fall '26 applications
- 17@microsoft (Instagram): Microsoft Build AI Hackathon
- 18MLH 2026 Season Schedule
- 19lablab.ai: Band of Agents Hackathon
- 20USAII (Facebook): Global AI Hackathon 2026
- 21Apart Research: Global South AI Safety Hackathon
- 22CalHacks: AI Hackathon 2026
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