Introducing ReefIQ™

The living data context layer for AI drug discovery

A Bio-Native context layer that turns fragmented data into a dynamic knowledge system that AI can reason over.

ReefIQ™ connects discovery data, evidence, and program knowledge to biological relationships, allowing context to compound across programs and reveal a deeper understanding of connected biology.

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The challenge

AI systems are reasoning over biological data without fully connected context

Even the most capable AI models are limited by the biological context they can access. In drug discovery, that context is often scattered across files, formats, systems, teams and workflows. Without a governed layer that connects data, evidence, provenance and systems-biology relationships, AI workflows can miss the deeper structure of discovery: how biology actually works together.

ReefIQ™:
One data substrate. Two essential functions.

Data orchestration

Knowledge harmonization

A flexible architecture that harmonizes biological data across systems, sources, workflows, and program-history. ReefIQ is designed to preserve provenance, support continuity across programs, and keep knowledge connected and traceable.

Bio-Native contextual layer

Biological meaning

ReefIQ gives AI what discovery has been missing: access to biology as a connected system. Powered by HYFT® technology, ReefIQ links customer data to biological patterns and relationships across sequences, structures, mechanisms, pathways, functions, and literature, forming a living biologic substrate to reason across.

Where ReefIQ sits

ReefIQ is the biological context layer underneath LensAI and client-selected AI models.

ReefIQ serves as a bridge between customer discovery data and AI reasoning workflows. It harmonizes data, links it to HYFT’s biological representation, and turns it into structured, traceable context that LensAI or client-selected AI models can retrieve from, reason over, and build on.

LensAI™ uses ReefIQ to support drug discovery, target discovery, design and engineering workflows, hypothesis generation, and portfolio decisions.

Why it matters

Build reusable discovery context from the start

Whether teams are building a new knowledge foundation or preserving years of prior work, drug discovery depends on the ability to connect scientific context. ReefIQ helps preserve that context as governed, queryable knowledge. As new insights are added, historical data can become easier to reuse, compare, and interpret across future programs.

Connect context and evidence across biology
Link customer data to sequence, structure, function, mechanism, pathway, and literature context.

Preserve program memory
Retain what each program learned, including abandoned or inconclusive work.

Support model-ready workflows
Give LensAI or client-selected AI workflows context for retrieval, analysis, and hypothesis generation.

Powered by HYFT® Technology

Built on MindWalk’s biological pattern technology

ReefIQ is powered by HYFT® technology, MindWalk’s biological pattern technology and knowledge representation foundation. HYFT enables ReefIQ to organize customer data as connected biological context rather than isolated files. HYFT technology connects 660M biological patterns and 25B relationships across sequence, structure, mechanism, pathway, function, and literature.

Built for governed life-sciences AI workflows

ReefIQ is designed to support traceable AI-enabled discovery workflows through:

Provenance-aware context
Preserve links between data, evidence, and source context.

Governance-ready workflows
Support customer-defined data-use, access, and deployment boundaries.

Model-flexible architecture
Provides context to LensAI and customer-selected models.

Portfolio-aware knowledge
Keep program context reusable across targets, assets, and discovery work.

 

Inspired by a living ecosystem

ReefIQ draws inspiration from Darwin’s view of natural systems as dynamic, interdependent, and constantly evolving. It reflects how many distinct parts function as one living whole, continuously exchanging information and responding to change. As a data substrate, ReefIQ provides the foundation for context, intelligence, memory, and action to move through the system.

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