A hero’s journey through hackathon dungeons
What I built. What broke. What I learned.
BUILDS: 17 · AWAITING VERDICT: 7
▼ scroll to enter the dungeon ▼
37 quest stops · ordered by submission deadline · dates in Malaysia time
Beginner's Paradise - FirstCommit
LovHack Season 3
ML Empowerment Build Challenge 3.0 - ($96,000 in prizes!)
11 Jul 2026
Registered on Devpost. No public submitted build recorded.
▶ QUEST DETAILSPublic profile lists registration only. Work, submission, and participation outcome are unverified.
21 Jul 2026
Registered on Devpost. No public submitted build recorded.
▶ QUEST DETAILSPublic profile lists registration only. Work, submission, and participation outcome are unverified.
22 Jul 2026
Registered on Devpost. No public submitted build recorded.
▶ QUEST DETAILSPublic profile lists registration only. Work, submission, and participation outcome are unverified.
ReCo — A privacy-first concussion recovery companion that keeps every byte of health data on the user's device.
A status metaphor, not a measurement of work completed.
ReCo — A privacy-first concussion recovery companion that keeps every byte of health data on the user's device.
A submitted build · verdict unconfirmed
Public submitted project; submission window ended; event lists Winners TBD.
Devpost credits: Georgefifth Yap
Project page created: 5 Sept 2026 (not a submission date).
10 Sept 2026
Registered on Devpost. No public submitted build recorded.
▶ QUEST DETAILSPublic profile lists registration only. Work, submission, and participation outcome are unverified.
Environmental Sound Awareness for Deaf & Hard-of-Hearing Users
A status metaphor, not a measurement of work completed.
Auris is a browser-based environmental sound awareness tool. Open the page on any device — phone, laptop, tablet — grant microphone permission, and it classifies sounds in real time using YAMNet (an on-device audio classification model). Priority-tiered alerts: Critical sounds (smoke alarm, siren, glass breaking) trigger a full-screen red overlay + vibration — impossible to miss. High-priority sounds (doorbell, phone, baby crying, alarm clock) show a prominent toast + short vibration. Normal sounds (knocking, dog barking) get a quiet toast. Personalized transfer learning: record your own doorbell or your name in 5 seconds. Auris extracts a…
Auris is a browser-based environmental sound awareness tool. Open the page on any device — phone, laptop, tablet — grant microphone permission, and it classifies sounds in real time using YAMNet (an on-device audio classification model). Priority-tiered alerts: Critical sounds (smoke alarm, siren, glass breaking) trigger a full-screen red overlay + vibration — impossible to miss. High-priority sounds (doorbell, phone, baby crying, alarm clock) show a prominent toast + short vibration. Normal sounds (knocking, dog barking) get a quiet toast. Personalized transfer learning: record your own doorbell or your name in 5 seconds. Auris extracts a 1024-dim audio embedding and learns to recognize your specific sound — not a generic one. Only the embedding vector is stored, never the audio. Calibrated decision layer: each sound class has its own confidence threshold (critical sounds use a low threshold so they're never missed), with multi-frame debouncing and cooldown to prevent flicker. When uncertain, it says so rather than guessing. Real-time spectrogram + top-5 readout for transparency — you can see what the model hears and what it's considering. Privacy-first: all inference runs on-device in the browser. No backend, no API keys, no audio upload. The app is a PWA that works offline after first load. Guided onboarding: a 5-step tutorial walks first-time users through the core features.
Mlh swags; CERTIFICATE TO ALL PARTICIPANTS
Devpost explicitly marks Auris as Winner: Mlh swags; CERTIFICATE TO ALL PARTICIPANTS. Participation certificate is not a ranked placement.
Devpost credits: Georgefifth Yap
Project page created: 10 Sept 2026 (not a submission date).
14 Sept 2026
Registered on Devpost. No public submitted build recorded.
▶ QUEST DETAILSPublic profile lists registration only. Work, submission, and participation outcome are unverified.
15 Sept 2026
Registered on Devpost. No public submitted build recorded.
▶ QUEST DETAILSPublic profile lists registration only. Work, submission, and participation outcome are unverified.
Real-time, private, explainable phishing protection — 100% in your browser.
A status metaphor, not a measurement of work completed.
PhishLens is a phishing-detection toolkit with two faces sharing one engine: A browser extension (Manifest V3, Chrome + Firefox): every page you visit gets a real-time risk score shown on the toolbar badge. Dangerous pages get an in-page warning banner listing exactly which signals fired — so the warning itself is a micro-lesson. A web analyzer (live link below): paste any URL, get an instant scored verdict with per-signal explanations. Same engine, zero install — judges can test it in 5 seconds. Detection layers, all local: Typosquat & homoglyph radar — Levenshtein distance + a confusable-character folding table (Cyrillic/Greek…
PhishLens is a phishing-detection toolkit with two faces sharing one engine: A browser extension (Manifest V3, Chrome + Firefox): every page you visit gets a real-time risk score shown on the toolbar badge. Dangerous pages get an in-page warning banner listing exactly which signals fired — so the warning itself is a micro-lesson. A web analyzer (live link below): paste any URL, get an instant scored verdict with per-signal explanations. Same engine, zero install — judges can test it in 5 seconds. Detection layers, all local: Typosquat & homoglyph radar — Levenshtein distance + a confusable-character folding table (Cyrillic/Greek lookalikes, rn → m , 1 → l ) catches paypa1 , g00gle , and punycode IDNs like xn--pple-43d.com URL forensics — user@host deception, raw-IP hosts, abused TLDs, URL shorteners, subdomain stuffing ( paypal.com.secure.evil.top ), credential-bait path keywords, domain entropy Page-content signals — password forms posting cross-site or over plaintext HTTP, fields fishing for CVV/SSN/OTP/seed phrases, hidden iframes, and urgency/scare language ("verify within 24 hours") Explainable 0–100 score — every flag carries a plain-language reason; detection plus education
Battle cleared · no award recorded on Devpost
Event lists Winners announced; no award recorded on the submitted project page.
Devpost credits: Georgefifth Yap
Project page created: 20 Sept 2026 (not a submission date).
Snap a photo of confusing paperwork — get plain words, real deadlines, and a plan.
A status metaphor, not a measurement of work completed.
Unfog is a paperwork decoder. Snap a photo (or drop a PDF, or paste text) and get: 📖 A plain-language summary + one-line ELI5 of what the document actually means 🔑 Key facts extracted — and visually grounded : hover any fact and it highlights where that text sits on your document ⏰ Deadlines with countdowns and one-tap calendar (.ics) export 🛡️ A legitimacy check — it flags scam patterns (gift-card demands, arrest threats, fake URLs) before you pay a fake ticket ✅ An actionable checklist where every step has a "how do I do this?" button ✍️ Ready-to-send drafts — dispute letters, phone scripts, questions to ask — pre-filled with the real…
Unfog is a paperwork decoder. Snap a photo (or drop a PDF, or paste text) and get: 📖 A plain-language summary + one-line ELI5 of what the document actually means 🔑 Key facts extracted — and visually grounded : hover any fact and it highlights where that text sits on your document ⏰ Deadlines with countdowns and one-tap calendar (.ics) export 🛡️ A legitimacy check — it flags scam patterns (gift-card demands, arrest threats, fake URLs) before you pay a fake ticket ✅ An actionable checklist where every step has a "how do I do this?" button ✍️ Ready-to-send drafts — dispute letters, phone scripts, questions to ask — pre-filled with the real account numbers and amounts from your document , with an iterative refine loop ("shorter", "firmer") 🎭 Call rehearsal : practice the scary phone call — by voice — against an AI playing the organization's rep 💬 Grounded Q&A that quotes your document instead of giving generic advice 🌍 12 output languages — read a Japanese hospital bill in English, or a US lease in Chinese History lives only in your browser's localStorage. Nothing sensitive is stored server-side.
A submitted build · verdict unconfirmed
Public submitted project; submission window ended; event lists Winners TBD.
Devpost credits: Georgefifth Yap
Project page created: 21 Sept 2026 (not a submission date).
Photograph your pill bottles — DoseWise reads every label, flags dangerous interactions, and builds a schedule you can actually follow.
A status metaphor, not a measurement of work completed.
Photograph your pill bottles — DoseWise reads every label, flags dangerous interactions, and builds a schedule you can actually follow.
Battle cleared · no award recorded on Devpost
Event lists Winners announced; no award recorded on the submitted project page.
Devpost credits: Georgefifth Yap
Project page created: 21 Sept 2026 (not a submission date).
Not the fastest way home — the safest one.
A status metaphor, not a measurement of work completed.
HerWay is a safety-aware walking route planner : Scored route alternatives — every walking option gets a 0–100 safety score built from four transparent factors: street lighting, foot traffic, businesses open late, and incident reports Time-aware model — slide the clock and watch scores shift: a plaza that's fine at noon can be a risk at 2 a.m. Safety heatmap — a per-block color overlay shows why each area scores the way it does Community reports — anyone can flag a dark stretch, harassment, or a spot that feels safe; every report instantly re-scores nearby streets Safe Walk companion — follows your trip with live ETA, quiet check-ins,…
HerWay is a safety-aware walking route planner : Scored route alternatives — every walking option gets a 0–100 safety score built from four transparent factors: street lighting, foot traffic, businesses open late, and incident reports Time-aware model — slide the clock and watch scores shift: a plaza that's fine at noon can be a risk at 2 a.m. Safety heatmap — a per-block color overlay shows why each area scores the way it does Community reports — anyone can flag a dark stretch, harassment, or a spot that feels safe; every report instantly re-scores nearby streets Safe Walk companion — follows your trip with live ETA, quiet check-ins, danger-zone warnings that point to the nearest safe haven, and a hold-for-SOS panel with your live street address Fake call — one tap and "Mom" calls, a graceful exit from uncomfortable situations Real map data — OpenStreetMap tiles, OSRM pedestrian routing, Overpass API for real safe havens (police, hospitals, pharmacies), Nominatim geocoding — plus geolocation to plan routes wherever you are
A submitted build · verdict unconfirmed
Public submitted project; submission window ended; event lists Winners TBD.
Devpost credits: Georgefifth Yap
Project page created: 21 Sept 2026 (not a submission date).
Your keys die with you. Your crypto doesn't have to — a non-custodial on-chain will for ETH, tokens, NFTs, and last words.
A status metaphor, not a measurement of work completed.
Ethernal is a dead man's switch implemented as a smart-contract vault: Seal — the owner deposits ETH/ERC-20s into a personal vault and registers heirs with exact percentage shares. Heirs can be sealed : only salted keccak256 commitments go on-chain, so nobody can see or target them. Each sealed heir gets a physical claim card — the only thing they need. Heartbeat — every owner action (deposit, withdraw, edit heirs, seal a letter) proves liveness. No ritual check-ins. Lapse → challenge — if the heartbeat lapses, an heir files a claim, opening a challenge window where the owner cancels with one action — and an optional guardian can veto. A…
Ethernal is a dead man's switch implemented as a smart-contract vault: Seal — the owner deposits ETH/ERC-20s into a personal vault and registers heirs with exact percentage shares. Heirs can be sealed : only salted keccak256 commitments go on-chain, so nobody can see or target them. Each sealed heir gets a physical claim card — the only thing they need. Heartbeat — every owner action (deposit, withdraw, edit heirs, seal a letter) proves liveness. No ritual check-ins. Lapse → challenge — if the heartbeat lapses, an heir files a claim, opening a challenge window where the owner cancels with one action — and an optional guardian can veto. A guardian can never touch funds; the contract forbids it. Claims are contestable, never instant — a long vacation can't drain your vault. Inherit — an uncontested claim finalizes; each heir pulls their share of ETH and every ERC-20, plus any specific NFT bequests ("my Azuki goes to Alice") and their sealed letter — an AES-256 message decrypted only with a passphrase whispered off-chain.
A submitted build · verdict unconfirmed
Public submitted project; submission window ended; event lists Winners TBD.
Devpost credits: Georgefifth Yap
Project page created: 22 Sept 2026 (not a submission date).
A private, browser-based pay ledger that helps Malaysian gig workers organize shifts, partial payments, and proof of what remains unpaid.
A status metaphor, not a measurement of work completed.
A private, browser-based pay ledger that helps Malaysian gig workers organize shifts, partial payments, and proof of what remains unpaid.
A submitted build · verdict unconfirmed
Public submitted project; submission window ended; event lists Winners TBD.
Devpost credits: Georgefifth Yap
Project page created: 27 Sept 2026 (not a submission date).
On-device speech restoration for people who can no longer speak clearly — stroke, ALS, cerebral palsy, Parkinson's. Runs on a $100 phone. Fully offline.
A status metaphor, not a measurement of work completed.
Svara is an on-device speech interpreter that turns unintelligible speech into clear voice: Listen — the user speaks into the phone as they can. A quantized Whisper model transcribes locally — audio never leaves the device. Understand — a personal phrasebook plus an adaptive fuzzy matcher (phonetic + edit-distance scoring) maps garbled transcripts to likely intents. Confirm — the top intents appear as large tap targets; one tap confirms (a caregiver can assist). Every confirmation teaches Svara that user's pronunciation — accuracy compounds with use. Speak — the confirmed intent is spoken aloud in a clear synthesized voice. It runs…
Svara is an on-device speech interpreter that turns unintelligible speech into clear voice: Listen — the user speaks into the phone as they can. A quantized Whisper model transcribes locally — audio never leaves the device. Understand — a personal phrasebook plus an adaptive fuzzy matcher (phonetic + edit-distance scoring) maps garbled transcripts to likely intents. Confirm — the top intents appear as large tap targets; one tap confirms (a caregiver can assist). Every confirmation teaches Svara that user's pronunciation — accuracy compounds with use. Speak — the confirmed intent is spoken aloud in a clear synthesized voice. It runs entirely in the browser — WebGPU where available, WASM everywhere else — works offline after first load, and installs as a PWA on a $100 Android phone.
A submitted build · verdict unconfirmed
Public submitted project; submission window ended; event lists Winners TBD.
Devpost credits: Georgefifth Yap
Project page created: 22 Sept 2026 (not a submission date).
A phishing-literacy card game built from 4,800 real phishing URLs
A status metaphor, not a measurement of work completed.
Don't Take the Bait is a print-and-play classroom card game. A 40-card deck of URLs — every card cut from a real pattern in the dataset (sanitized). Teams vote BAIT or SAFE , flip the card, and learn the tell: Homoglyph swaps ( paypa1 ), letter-doubling ( meetamassklogaiin ), transpositions ( bradecso ) Bait words in five languages — oferta , banque , atendimento , compte Machine-made domains: numeric ( 679336.xyz ), vowel-less ( jfvlqz.top ) Legitimate lookalikes that punish gut instinct — apples.com scores zero; it really is a fruit site A facilitator guide maps every card to the dataset statistic behind it — students learn the numbers,…
Don't Take the Bait is a print-and-play classroom card game. A 40-card deck of URLs — every card cut from a real pattern in the dataset (sanitized). Teams vote BAIT or SAFE , flip the card, and learn the tell: Homoglyph swaps ( paypa1 ), letter-doubling ( meetamassklogaiin ), transpositions ( bradecso ) Bait words in five languages — oferta , banque , atendimento , compte Machine-made domains: numeric ( 679336.xyz ), vowel-less ( jfvlqz.top ) Legitimate lookalikes that punish gut instinct — apples.com scores zero; it really is a fruit site A facilitator guide maps every card to the dataset statistic behind it — students learn the numbers, not folklore. One round takes 15 minutes, needs zero devices, and costs $0 to print.
A submitted build · verdict unconfirmed
Public submitted project; submission window ended; event lists Winners TBD.
Two public projects share this event; one quest, two builds.
Devpost credits: Georgefifth Yap
Project page created: 20 Sept 2026 (not a submission date).
Hear the Sounds You Can't
A status metaphor, not a measurement of work completed.
Auris turns any phone or laptop into an environmental sound awareness companion. Open the page, grant microphone permission, and it classifies sounds in real time — no install, no account, no cost. Priority-tiered alerts: critical sounds (smoke alarm, siren, glass breaking) trigger a full-screen red overlay + vibration — impossible to miss. High-priority sounds (doorbell, phone, baby crying) get a prominent toast + short vibration; normal sounds get a quiet toast. Personalized transfer learning: record your own doorbell — or your name — in 5 seconds. Auris learns to recognize your sound, not a generic one, via a 1024-dim audio embedding.…
Auris turns any phone or laptop into an environmental sound awareness companion. Open the page, grant microphone permission, and it classifies sounds in real time — no install, no account, no cost. Priority-tiered alerts: critical sounds (smoke alarm, siren, glass breaking) trigger a full-screen red overlay + vibration — impossible to miss. High-priority sounds (doorbell, phone, baby crying) get a prominent toast + short vibration; normal sounds get a quiet toast. Personalized transfer learning: record your own doorbell — or your name — in 5 seconds. Auris learns to recognize your sound, not a generic one, via a 1024-dim audio embedding. Only the vector is stored, never the audio. Calibrated decision layer: per-class confidence thresholds (critical sounds use a low threshold — better a false alarm than a missed smoke alarm), multi-frame debouncing, cooldown, and explicit "uncertain" labeling instead of guessing. Real-time transparency: live spectrogram + top-5 readout — you can see what the model hears. Privacy-first: all inference runs on-device. No backend, no API keys, no audio upload. Works fully offline after first load (PWA). Demo mode: built-in test sounds feed the real inference pipeline, so anyone can experience it reproducibly. Try it: https://georgefifth.github.io/auris/
A submitted build · verdict unconfirmed
Public submitted project; submission window ended; event lists Winners TBD.
Two public projects share this event; one quest, two builds.
Devpost credits: Georgefifth Yap
Project page created: 12 Sept 2026 (not a submission date).
1 Oct 2026
Registered on Devpost. No public submitted build recorded.
▶ QUEST DETAILSPublic profile lists registration only. Work, submission, and participation outcome are unverified.
2 Oct 2026
Registered on Devpost. No public submitted build recorded.
▶ QUEST DETAILSPublic profile lists registration only. Work, submission, and participation outcome are unverified.
2 Oct 2026
Registered on Devpost. No public submitted build recorded.
▶ QUEST DETAILSPublic profile lists registration only. Work, submission, and participation outcome are unverified.
Learn Git by playing it — a terminal adventure where real commands draw your commit graph alive.
A status metaphor, not a measurement of work completed.
GitQuest is a terminal-styled browser game that teaches Git by letting you play it. You type real git commands into a mock terminal — git add , git commit , git switch , git merge , git rebase , git push — and a live SVG commit graph draws itself beside you in real time. 11 levels : from git init through branching, merging, resolving a real merge conflict with markers, tagging, rebasing, reset --hard time travel, and pushing to a fake remote. Target graph per level — win when your repo's structure matches, not when you type the magic keystrokes. Any valid history wins. Safety nets for beginners : a undo meta-command that pops your last…
GitQuest is a terminal-styled browser game that teaches Git by letting you play it. You type real git commands into a mock terminal — git add , git commit , git switch , git merge , git rebase , git push — and a live SVG commit graph draws itself beside you in real time. 11 levels : from git init through branching, merging, resolving a real merge conflict with markers, tagging, rebasing, reset --hard time travel, and pushing to a fake remote. Target graph per level — win when your repo's structure matches, not when you type the magic keystrokes. Any valid history wins. Safety nets for beginners : a undo meta-command that pops your last commit (even the root), automatic unreachable-commit garbage collection, and a warning the moment your history can no longer grow into the target. Git-golf star ratings : finish under par for ★★★ — but peeking at solution caps you at ★, because understanding beats copying. Sandbox mode , tab-completion, command history, hints, WebAudio bleeps, scanlines — the whole phosphor-terminal fantasy.
A submitted build · verdict unconfirmed
Public project lists Submitted to this event.
Devpost credits: Georgefifth Yap
Project page created: 22 Sept 2026 (not a submission date).
5 Oct 2026
Registered on Devpost. No public submitted build recorded.
▶ QUEST DETAILSPublic profile lists registration only. Work, submission, and participation outcome are unverified.
10 Oct 2026
Registered on Devpost. No public submitted build recorded.
▶ QUEST DETAILSPublic profile lists registration only. Work, submission, and participation outcome are unverified.
11 Oct 2026
Registered on Devpost. No public submitted build recorded.
▶ QUEST DETAILSRegistered event; verified submission window has not opened. No public submitted build.
14 Oct 2026
Registered on Devpost. No public submitted build recorded.
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When your AI agent crashes, you don't ask what happened — you recover the tape. Forensic flight recorder: reasoning + screen + cost in one portable file. Scrub, diff, postmortem.
A status metaphor, not a measurement of work completed.
When your AI agent crashes, you don't ask what happened — you recover the tape. Forensic flight recorder: reasoning + screen + cost in one portable file. Scrub, diff, postmortem.
A submitted build · verdict unconfirmed
Public project lists Submitted to this event.
Devpost credits: Georgefifth Yap
Project page created: 23 Sept 2026 (not a submission date).
Plan a cooler day with the local forecast, nearby places to pause, and walking options in one clear view.
A status metaphor, not a measurement of work completed.
HeatCommons combines an hourly apparent-temperature forecast with mapped drinking-water points, green spaces, and indoor public places. People can explore Kuala Lumpur or Dehradun, filter nearby places, compare a footpath-preferring walk with the shortest mapped walk, and add a stop to a simple day plan. A place note can also be saved in the current browser for personal reference.
A submitted build · verdict unconfirmed
Public project lists Submitted to this event.
Devpost credits: Georgefifth Yap Zoe Chai
Project page created: 30 Sept 2026 (not a submission date).
A conversational shopping copilot — it asks the questions that matter, searches a real catalog, and shows receipts on every pick.
A status metaphor, not a measurement of work completed.
Beli is a shopping copilot you talk to like a person: Asks only what matters — at most two clarifying questions, and only when they'd change the answer. Grounded picks, never invented — every recommendation comes from a real product database, with price, rating, and the merchant's checkout link. Receipts on every card — green checks showing exactly which of your constraints each pick satisfied (or how far it bent them). Editable memory — everything the copilot learned is a chip on screen; remove one and the search re-runs instantly. One-tap "Say More" refinement — cheaper / more premium / more portable / more like this — deterministic…
Beli is a shopping copilot you talk to like a person: Asks only what matters — at most two clarifying questions, and only when they'd change the answer. Grounded picks, never invented — every recommendation comes from a real product database, with price, rating, and the merchant's checkout link. Receipts on every card — green checks showing exactly which of your constraints each pick satisfied (or how far it bent them). Editable memory — everything the copilot learned is a chip on screen; remove one and the search re-runs instantly. One-tap "Say More" refinement — cheaper / more premium / more portable / more like this — deterministic constraint rewrites, no re-prompting. Honest curation — a flagged top pick, plus a wildcard outside the filters, each with an explicit trade-off. Compare & checkout — side-by-side spec tables, then an affiliate handoff that shows its own commission. B2B mode — the same copilot embeds into a merchant's storefront as a subscription widget.
A submitted build · verdict unconfirmed
Public project lists Submitted to this event.
Devpost credits: Georgefifth Yap
Project page created: 22 Sept 2026 (not a submission date).
24 Oct 2026
Registered on Devpost. No public submitted build recorded.
▶ QUEST DETAILSPublic profile lists registration only. Work, submission, and participation outcome are unverified.
26 Oct 2026
Registered on Devpost. No public submitted build recorded.
▶ QUEST DETAILSRegistered event; verified submission window has not opened. No public submitted build.
16 Dec 2026
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▶ QUEST DETAILSRegistered event; verified submission window has not opened. No public submitted build.
21 Dec 2026
Registered on Devpost. No public submitted build recorded.
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3 Jan 2027
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14 Jan 2027
Registered on Devpost. No public submitted build recorded.
▶ QUEST DETAILSPublic profile lists registration only. Work, submission, and participation outcome are unverified.
5 Feb 2027
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▶ QUEST DETAILSRegistered event; verified submission window has not opened. No public submitted build.
The topic looks covered. The details are not.
A status metaphor, not a measurement of work completed.
The guild posted a bounty: build a tool for AI content creators. The lane was crowded — ContentPulse, CreatorLoop, ChannelIQ all camped the comment-analysis dungeon. I pivoted. Stop hunting 'topics nobody covered' and start hunting 'topics everyone covered but nobody answered well.' DemandRadar detects false saturation by comparing audience demand evidence against supply coverage at the detail level.
A submitted build · verdict unconfirmed
Public project lists Submitted to this event.
Event page returns HTTP 410 Gone. Dates and judging outcome are unknown; submission is verified on DemandRadar’s project page.
Devpost credits: Georgefifth Yap
Project page created: 8 Sept 2026 (not a submission date).
The final boss. Not yet encountered. The journey continues...