// 01HuskyHack 2026
Anchor
Scam and account-takeover defense for credit unions
Built with Yohannes Kassa for Sound Credit Union and UW Tacoma's hackathon. Pause & Reflect holds payments that break a member's own pattern, asks questions that expose the scam script, returns an explainable risk score and can alert a trusted family member, while the member keeps the final say. Takeover Lockdown cuts digital access off from money movement, re-verifies identity outside the fraudster's reach and moves funds to a new account.
// 02In design
Natural World in Numbers
Measure anything with a camera · working name Lik (ልክ)
Point a camera, or type a name, and get length, height, volume, surface area and estimated weight. Every number carries an error bar and a tag: measured, estimated or referenced. One engine ships three ways: an iOS app, a metered API and a drone edge SDK. First market: tree and vegetation measurement.
// 03Deployed
LimeGate
Multi-provider LLM inference gateway
Routes LLM traffic to AWS Bedrock with Azure fallback behind a reliability layer: Lua-based token-bucket rate limiting, circuit breakers, PII redaction and cost attribution. Ships with SLOs and burn-rate alerts, runbooks, Argo canary deploys, a typed SDK, k6 load tests and Grafana dashboards.
// 04Deployed
LabelCheck
AI label compliance verification
A vision model reads an alcohol label into structured fields, and a deterministic rules engine decides Pass, Needs review or Fail. It matches brand names leniently, cross-checks ABV against proof, normalizes volumes across units and checks the federal health warning word for word. Handles single labels or CSV and ZIP batches, backed by 26 tests.
// 05v1 built
Farm AI
Multi-tenant drone analytics SaaS
Turns drone flights into field intelligence: NDVI, GNDVI and SAVI vegetation maps, YOLOv8 object detection, and weather and soil data from OpenWeatherMap, SoilGrids and NASA POWER. Postgres row-level security isolates each tenant, and a plugin architecture adds new industries without schema changes. Version 1 covers agriculture and energy.
// 06Flagship
EthioData Hub
Market intelligence for Ethiopia
Built around the forces reshaping Ethiopia's economy: the birr float, the IMF credit facility, the new Ethiopian Securities Exchange and the opening of the banking sector. A RAG research assistant is next.