// 01

The Challenge

Problem
Binary Tests Fail Communities
Most point‑of‑use toxin tests return a simple positive/negative result. They don't tell a harvester, a regulator, or a tribal monitoring program how much to trust that result under field conditions. No confidence scoring. No uncertainty quantification. No immutable audit trail for regulatory decisions.
Solution
Certainty Engineering for Seafood Safety
CERTUS‑TOXIN Engine — four-dimensional epistemic scoring (Signal Confidence 35%, Corroboration 30%, Temporal Freshness 20%, Matrix Consistency 15%) with quantified Uncertainty Mass. Every test result cryptographically sealed via Sovereign Trace Protocol. Offline‑first PWA. UNDRIP Article 31 data sovereignty.
// 02

CERTUS‑TOXIN Engine

35%
Signal Confidence
AI analysis of test/control line intensity and image quality
30%
Corroboration
Agreement with nearby tests (same species, toxin, timeframe)
20%
Temporal Freshness
Decay based on time since harvest — not test time
15%
Matrix Consistency
Species‑specific toxin profile alignment
≥ 0.70
VALID
High confidence — regulatory decision support
0.40–0.69
DEGRADED
Monitor — verify with additional testing
< 0.40
SUSPENDED
Field verification required before any action
// 03

The 48‑Hour Pipeline

01
Scaffold
LOI draft · Repo init · NOAA NOFO compliance matrix
02
Engine
CERTUS‑TOXIN v1.1 · OpenRouter AI strip analysis
03
Red Team
Round 1 (11 findings, 3 P1) → Round 2 (9 findings, 0 critical)
04
Polish
NOAA canvas · Photo fix · Mobile menu · FORGE audit
05
Submit
LOI PDF · Video walkthrough · DOI · STP seal · NOAA submission
// 04

Three Core Modules

🧪
Test Shellfish
Community submission — works fully offline. Photo capture with EXIF stripping. AI‑assisted strip analysis. Confidence Score displayed immediately. Automatic STP seal (Template 17).
⚠️
Unsafe Harvest Alert
Emergency signal — one‑tap alert. Automatic GPS location. Works offline — queues for transmission. Critical urgency flag in all exports.
📊
Regulator Dashboard
Access‑code gated (NOAA2026). Confidence map. Live dashboard. Knowledge Base uploader. Active Calibration Panel. Audit Trail Verifier. One‑click export with integrity hash.
// 05

Evidence Package

🎥
Video Walkthrough
Silent Demo
YouTube Shorts · 2min
🌐
Live Simulation
veritas-shellfish
GitHub Pages · PWA
📦
Source Code
AionSystem/VERITAS‑SHELLFISH
GPL‑3.0 + Commercial
🔖
DOI
10.5281/zenodo.19520897
Zenodo · Permanent
🔐
STP Seal
Template 17 · 18 · 19
SHA‑256 · GitHub Ledger
📋
LOI Package
NOAA‑NOS‑NCCOS‑2026‑32955
Submitted 13 April 2026
// 06

Technical Stack

CERTUS‑TOXIN
Epistemic scoring engine v1.1
STP
19 template types · SHA‑256 seals
OpenRouter
GPT‑4o‑mini + Claude 3.5 Sonnet
PWA
Offline‑first · Service Worker
IndexedDB
Local persistence · Sync on reconnect
Leaflet.js
Harvest zone visualization
Supabase
Backend sync · Row‑level security
Vercel + GitHub Pages
Serverless API · Static frontend
What This Proves
The Grant StudioModel Works
A solo architect delivered a complete LOI + working simulation + video walkthrough + DOI + STP seal package in 48 hours — at a fraction of the cost and time of traditional grant writing consultancies. The CERTUS‑TOXIN Engine is live. The STP ledger is permanent. The NOAA submission is complete.