✳ SELECTED WORK

Shipped, not shelved.

A small selection. Some clients we can name, some we can't — most of this is in production revenue, not a pitch deck.

01 2026

Dashen Bank

A retrieval-grounded copilot for 4,200 branch staff.

Compliance-aware search over 14 years of policy documents. Bilingual (Amharic/English), every answer cited, red-team evals run weekly against a growing adversarial suite. Branch staff resolve policy questions in seconds instead of escalating to head office.

RAGEVALSAMHARIC
[ copilot UI capture ]
4,200 BRANCH STAFF SERVED
02 2026

Confidential · Logistics

Invoice reconciliation agent, 8 languages.

An agent that matches, flags, and files invoices across 8 languages and 3 ERPs. Every action is reviewable, reversible, and logged — human-in-the-loop by default, autonomy earned per workflow.

AGENTSTOOLSHITL
[ agent audit trail ]
$2.1M ANALYST HOURS / YR RECOVERED
03 2025

Earendel Sites

A website generator for real businesses.

Our own flagship. 400+ restaurants, clinics and shops live in production. Research, copy, design, and deploy in 48 hours — then owners edit in a portal we built. Our playground for AI UX.

PRODUCTPLATFORMSMB
[ portal screenshot ]
400+ SITES IN PRODUCTION
04 2025

Zemen Insurance

Claims triage across 14,000 monthly cases.

First-response time down 68%. A tiny classifier doing the boring work, not the expensive one — with a clear escalation path for everything it is not sure about.

CLASSIFICATIONOPS
[ triage dashboard ]
−68% FIRST-RESPONSE TIME
05 2025

Confidential · Fintech

Eval harness & guardrails for a user-facing chat.

2,400 labeled conversations, 60 adversarial suites, a weekly regression dashboard the whole team reads. The chat ships weekly because the evals catch what reviewers miss.

EVALSSAFETY
[ eval dashboard ]
60 ADVERSARIAL SUITES
06 2024

Addis AI Lab

Amharic tokenizer & instruction-tuned release.

The tokenizer most Ethiopian AI companies are now quietly using. Apache 2.0, maintained, documented. Our research track pays rent in the open.

RESEARCHOPEN SOURCE
[ repo / benchmark chart ]
OSS APACHE 2.0

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