Imagine what's nextHackYeah 2026 finalist

Celia.ai

Double Oreo · x2oreo/Celia.ai

Council score

Median of 3 models, weighted by the task's official criteria
80.0 / 100

An unusually deep, honest and reproducible native HarmonyOS entry with a strong deterministic safety core and real platform breadth, held back by a missing deck, an unverifiable demo video and headline features that are built but never shown working on real hardware.

Criteria · line = median, dots = each member
Originality20%
8.0

The inversion where deterministic curated data decides and the LLM only explains is non-obvious, and the HarmonyOS-native combination of barcode checks, watch vitals, emergency card and intents is not a port of an existing app. C's 7 fairly notes that medicine-check apps exist, but the evidence supports the members who found the device-level design fresh.

Demonstrated usefulness20%
8.0

The use case maps to concrete patient moments: barcode checks against about 68k Polish packs, a 13-language emergency card, an SOS chain and an offline safety core. C's 6 overweights the narrow condition scope, which this human-centric brief explicitly rewards, so the median 8 stands.

Members disagree here: scores range by 2.0 points.
Technical execution20%
8.0

Measured facts corroborate the claims: 594 test cases across phone, watch and backend, 388 in-event commits by 3 authors, real error handling and honest status labelling. C's 7 rests on tests fixed during the event and count discrepancies, but the measured count is 594 and in-event fixes are normal iteration.

Platform capabilities20%
9.0

About 20 OHOS kits in real use beyond a webview, including Intents Kit, Form Kit, Live View, Scan and Vision, NFC and a standalone wearable app that would not run unchanged on another OS. A's 8 penalises unverified headline features, but that is a verification gap counted under demo quality, not a missing capability, so B and C's 9 is better supported.

Demo quality10%
6.0

No demo check was verified, the linked video is absent from the repo file tree, and a Remotion project in the repo can produce the footage programmatically, so real emulator recording cannot be confirmed. The described screenshots do appear to be real app captures, which supports 6 over A's more skeptical 5.

Reproducibility & transparency10%
8.0

Pinned tool versions, env and test scripts, a prebuilt unsigned .hap with SHA-256 checksums, a per-feature verification table and the required AI disclosure docs. The gaps are macOS-first bash scripts, the Supabase dependency and no signed install on a real device, which justify the middle of A's 9 and C's 7.

Members disagree here: scores range by 2.0 points.
Source lines67,964
Tests594 cases
Claims built8.0 / 10
Task fitYes

Strengths

  • Genuinely native ArkTS/ArkUI codebase of about 47k ArkTS lines within 68k measured source LOC, with a separate wearable app and roughly 20 platform kits in real use
  • Deterministic safety architecture: verdicts come from curated data, the LLM only explains, and every model output is validated with typed offline fallbacks
  • 594 test cases across phone, watch and backend, a strict build, and no committed secrets thanks to a pre-commit hook that rejects signing material
  • Strong reproducibility and transparency: pinned versions, run and emulator scripts, a prebuilt .hap with checksums, a per-feature verification table and disclosed AI workflow docs

Weaknesses

  • No presentation deck was submitted, a missed deliverable confirmed by the measured pack, and the submission form's problem and status fields were left essentially empty
  • The demo video linked in the README is not in the repo, no demo check was verified, and a Remotion pipeline in the repo means part of the video could be programmatic animation rather than emulator footage
  • Several headline features (Celia intent routing, NFC write, Push Kit, Live View, Wear Engine) are built but unverified, no signed build was installed on a real device, and emulator heart data is simulated
  • The phone-watch link is a bespoke Supabase cloud relay rather than a distributed HarmonyOS capability, and the build and launch scripts assume macOS bash

Red flags

  • The demo video cannot be verified as a real emulator recording and the repo contains a Remotion project able to generate it; screeners should confirm before treating it as live footage
  • One of the 389 commits landed after the 4 October deadline; minor and likely docs-only
Built during the event: yes: 389 commits by 3 authors, 2026-10-03 09:48 to 2026-10-04 09:00 UTC
Live demo: none found in the form or README
Council v9
Aclaude:glm-5.3-flash79.090% agree
Bdots-studio/dots-3-note-preview:free80.0100% agree
Cinclusionai/ling-3.0-flash-sante:free71.060% agree
Jclaude:glm-5.3–judge
A HackYeah 2026 finalist, queued automatically for a council review; the council wasn't told how it placed. The council read an evidence pack built from the repo, its decks and docs; it didn't run the code or see the pitch.
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