AI Competition Radar: October 4–11, 2026
This week's scout radar: Gloo's $100,000 foster-care agent, RankWit AI's Supernova win in Abu Dhabi, three Indian edge-AI track champions, the three SF Hacks campus tools and Bangladesh's AI Dev Fest podium, plus the result rosters still unpublished and the dates to watch.
This edition covers results published between 4 and 11 October 2026, Pacific time. Five competitions named their winners in that stretch, and the IEEE Edge AI Hackathon — flagged here last week as a date to watch — delivered its three track results on 6 October.
This week at a glance
| Event | Organizer and place | Result date | Top result | Source |
|---|---|---|---|---|
| Gloo AI Hackathon 2026 | Gloo; Boulder, Colorado | 9 Oct | Fosterly wins the $100,000 grand prize | Gloo release |
| Supernova Challenge | AI Everything Abu Dhabi; ADNEC Centre, Abu Dhabi | 7 Oct | RankWit AI takes first place and $10,000 | Organizer announcement |
| IEEE Edge AI Hackathon 2026 | IEEE EDS PMEC Student Branch Chapter; Berhampur, Odisha | 6 Oct | Three track winners in FPGA, Raspberry Pi and ESP32 | Official results |
| SF Hacks X GDG AI Hackathon | San Francisco State University with Google Developer Groups | Published 5 Oct | GatorPlate wins the SFSU track | SFSU AI |
| AI Dev Fest 2026 AI Hackathon | AI Dev Fest; Bangladesh | 7 Oct | TwinLogic wins champion, ৳50,000 | Official results |
Gloo AI Hackathon: agents pointed at foster care and missionaries
Gloo ran its 2026 hackathon on the theme "Building Together: Humans, Agents and the Future of Flourishing." A 30-day virtual build opened on 8 September, and a 48-hour in-person build closed at the Limelight Hotel in Boulder from 6 to 8 October. Gloo announced the winners on 9 October and paid out $200,000 in cash 1. More than 1,000 builders on more than 115 teams took part.
Fosterly, from a team at Austin Christian University, took the $100,000 grand prize. Fosterly is an AI agent that connects young people aging out of Texas foster care to the services and people they need. The team's leader, Jack Malouff, missed the final build after a medical emergency, and the team ran it under the slogan "Fight Like Jack."
Three challenge tracks paid $20,000 each. Unify, also from Austin Christian University, won the Best of Agents track with agents that build software for nonprofits, replacing what Gloo calls a stack of up to 20 disconnected tools. OnBoard, from Frontier Commons, won the Ministry Resourcing track with an AI interface that collects ministry updates as they happen so donor communication stays current. Envoy Mission won the Bible track, powered by YouVersion, with an offline, private Bible delivered through multilingual AI conversations, built for readers who could be imprisoned for holding one.
The remaining $40,000 went across best-in categories. The judges were Gloo co-founder and CEO Scott Beck, HelloBible CEO Eric Célérier, Gloo executive chair Pat Gelsinger and RightNowMedia software vice president Scott Mosley.
Evidence status: the descriptions are Gloo's, and no revenue, customer or funding figure was published for any winner. First diligence question: which Texas foster-care agencies has Fosterly integrated with, and what does a placement officer do with it on day one?
Supernova Challenge: an AI-visibility tool for travel
AI Everything Abu Dhabi ran at the ADNEC Centre on 6 and 7 October, and its Supernova pitch competition put AI-first startups in front of the event's investors. The challenge lists a single winner and a $10,000 cash prize 2. The organizer named RankWit AI, an Italy-based company, as first place on 7 October 3.
RankWit tracks what ChatGPT, Perplexity, Claude and Gemini say about a hotel or a destination, and works to move a brand into those answers — the discipline now called generative engine optimization 4.
Evidence status: the product description is RankWit's and the organizer's, and no customer count, revenue or funding figure was published. First diligence question: when a model changes its answer from one week to the next, what does RankWit control, and does a customer stay once the first ranking gain flattens out?
IEEE Edge AI Hackathon: three hardware tracks, three campus teams
The IEEE EDS PMEC Student Branch Chapter ran a national-level hardware hackathon at Parala Maharaja Engineering College in Berhampur, Odisha, from 4 to 6 October. Forty-two teams reached the final round — 37 selected first, five added after a second-round evaluation — and the three track winners split a ₹45,000 pool 5. AMD was the principal sponsor, with Renesas and Microchip as technical sponsors.
Team Systolic Squad, from PSG Institute of Technology and Applied Research in Coimbatore, won the FPGA Acceleration track and ₹20,000. Team S.py, from the National Institute of Technology Raipur, won the Raspberry Pi and Renesas track and ₹15,000. Team EdgeNova, from B V Raju Institute of Technology in Narsapur, won the ESP32 and Arduino TinyML track and ₹10,000. Each winning team also received a Renesas QuickConnect Beginners Kit.
Evidence status: the results page names a team leader and an institution for every final-round team, and publishes no project descriptions, so the three winning builds are names rather than products. First diligence question: what does the FPGA build do that a small GPU or a system-on-chip cannot, and is anyone continuing it past the course it was built for?
SF Hacks X GDG AI Hackathon: three campus tools
San Francisco State University ran the SF Hacks X GDG AI Hackathon on 2 October and published the SFSU track winners on 5 October 6.
GatorPlate, built by Patrick Funke Rapp and Minyoung Park, took first place. It is a native iOS app that lets student leaders photograph leftover food after an event, and has AI write the post and place it on a map. PlanEd, by Josiah Jardine, Diego Rosen and Shehryar Hassan, took second: it turns the SFSU bulletin into an interactive degree plan, with Google Gemini drafting the plan and a rules engine checking every course against official policy. Throughline, by Shokhabbos Mukhammatov, took third with a tool that tests what a student already knows in eight questions and plans the review a course assumes they have done.
Evidence status: the descriptions are the university's, drawn from the teams' own pitches, and no prize money is published. First diligence question: for GatorPlate, will the campus food-rescue program let students post into its alert channel, and who carries food-safety liability once they do?
AI Dev Fest: a Bangladesh student podium
AI Dev Fest 2026 held the offline final of its flagship AI Hackathon on 7 October for the first 100 registered teams, and published final rankings with a ৳130,000 pool across six places 7.
TwinLogic (Md Yak Safu and Fowzia Fariha Shaj) took first place and ৳50,000. JU_MergeConflict (Anindya Saha, Twaha Rahman and MD. Muktadirul Haque Maruf) took second and ৳30,000. Neural Nexus (Sachin Sarker, Tammam Ibn Aman and Deep Mitra) took third and ৳20,000. Fourth to sixth places went to Trio HYKT, 3AM Runtime and Ora 3 Jon.
Evidence status: the results page publishes team names, members and scores, and no project descriptions or demo links, so the podium is names without products. First diligence question: does any of these teams have a repository with commits after 7 October?
Result announced, roster not yet published
- DevNetwork [API + Cloud + AI] Hackathon 2026 (Santa Clara and online, 17 August–3 September) announced its overall and sponsor winners on the API World main stage on 3 September. Five weeks later, the organizer's pages still list prize categories rather than winning teams 8.
- AI Infra Summit Hackathon (Kisaco Research with lablab.ai, closed 16 September) still reads "judging in progress" on the platform's live dashboard, which lists community-vote leaders only 9.
- Hack-Nation's 7th Global AI Hackathon ran across 15-plus hubs and online on 3 and 4 October, then held its final pitches online on 10 October. The organizers describe six winning teams and have published no names 10.
- The AI Conference 2026 Startup Showdown (San Francisco, 29 September–1 October) put eight early-stage AI startups on the main stage, and its page still carries no 2026 winner list 11.
- 2026 Global Agent Competition (Chengdu, hosted by Mingtu Technology) closed on 10 October with nine first-prize teams drawn from more than 1,000 entries and over 180 universities across eight regions, including a New Zealand group. The coverage names no team 12.
Dates to watch
- 13 October — submissions close for Monad's Metropolis global hackathon, a $250,000 pool with an AI and agents track; judging runs to 27 October and winners are due 3 November 13.
- 13–15 October — TechCrunch Disrupt 2026 fills Moscone West in San Francisco and closes with the Startup Battlefield final 14.
- 14–16 October — Taipei's AI+ Startup Pitch Contest brings six selected teams to a Demo Day and matchmaking sessions. The city picked Ailytics, ASKaFOX, Autonomique, IMBdx, LAgentBot and Tilda from 76 entries across 17 countries 15.
- 12 November — the PayPal AI Hackathon, run with Postman, Zapier and Elastic, closes with more than $60,000 in prizes 16.
Five teams to look at first
- Fosterly (Gloo AI Hackathon, $100,000 grand prize). Ask which Texas foster-care agencies have integrated it, and what a placement officer does with it on day one.
- RankWit AI (Supernova Challenge, first place). Ask what the product controls when a model's answer changes, and what retention looks like after the first ranking gain.
- Team Systolic Squad (IEEE Edge AI Hackathon, FPGA track). Ask what the FPGA build does that a small GPU or system-on-chip cannot, and whether anyone is continuing it.
- GatorPlate (SF Hacks X GDG AI Hackathon, first place). Ask whether the campus food-rescue program will let students post into its alert channel, and who owns food-safety liability.
- TwinLogic (AI Dev Fest AI Hackathon, champion). Ask whether the team is still committing to a repository, and what the product does beyond the competition brief.
This radar runs weekly, on the results each window produces. The next issue covers 11 to 18 October 2026.
References
- 1
- 2Supernova Challenge
aieverythingabudhabi.com
- 3And the Supernova crown goes to RankWit AI
facebook.com
- 4RankWit
rankwit.ai
- 5Edge AI Hackathon 2026
edspmec.github.io
- 6
- 7AI Hackathon — Final
aidevfest.top
- 8DevNetwork hackathon
apiworld.co
- 9
- 10
- 11Startup Showdown 2026
aiconference.com
- 12
- 13Metropolis
monad.xyz
- 14TechCrunch Disrupt 2026
techcrunch.com
- 152026 AI+ Startup Pitch Contest
english.gov.taipei
- 16The PayPal AI Hackathon
developer.paypal.com
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