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Afterglyph
Concept project

Oko Labs

Turning a research archive into a question you can ask.

Industry
Biotech research
Services
AI & Automation, Web Development
Year
2025
Status
Studio concept

01Introduction

Oko Labs is a concept research assistant for a lab with twenty years of papers, protocols and lab notes.

02The challenge

The challenge

Knowledge was scattered across PDFs, wikis and inboxes. New researchers spent weeks finding protocols that already existed.

03Creative direction

The idea in one move.

Answers appear as a constellation of sources rather than a single confident paragraph. Every claim links back to the document it came from.

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Aa Display Unbounded 800
Text Instrument Sans 400
Data JetBrains Mono 500

04Design exploration

Studies before decisions.

We compared chat, search and map interfaces. A hybrid won: ask in plain language, then explore the source network around the answer.

Study 01
Study 02
Study 03
Study 04

05Development and implementation

Built to the same standard as it looks.

Retrieval pipeline over the archive, an evaluation set written with the scientists, and an interface that shows confidence and provenance on every answer.

06Visual gallery

Drag through the details.

07Results and outcomes

What thedirection delivers.

Concept project: outcomes describe the intended design result, not measured client metrics.

  1. 01

    Answers that always cite their sources

  2. 02

    An evaluation set written by the researchers

  3. 03

    Provider-agnostic architecture

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