Genomics Research

Project Darwin

Gene regulation workflows, evidence integration, and release-facing validation.

Darwin is CAIRN's public genomics track: a research environment built around regulatory evidence, cross-species reasoning, and experiment-facing workflows. The current release sits on top of the GRN Atlas data layer and is framed for technically serious public use, not just internal demos.

The project now spans 8 species, 100 documented research skills, and a release history that includes product framing, sequence-to-network methods, and biological plus agent-driven validation.

8species in the current release surface
100documented research skills
501atlas-backed edges in the latest sequence-to-network benchmark
Darwin summary graphic
Release Detail

The detailed Darwin public surface.

The project details removed from the homepage now live here, where they are more useful in context: current scale, workflow coverage, and validation depth.

Species Coverage

Darwin currently spans 8 species, giving the release enough breadth to support cross-species regulatory reasoning rather than a single-organism demo.

Research Skill Layer

The public release documents 100 research skills across search, regulatory interpretation, expression analysis, perturbation, enrichment, and RNAi-oriented workflows.

Sequence-to-Network Benchmark

The latest methods work reports 501 atlas-backed regulatory edges in the current sequence-to-network benchmark surface.

Validation Surfaces

Darwin now exposes biological benchmarking plus deterministic and agent-driven validation, so readers can assess more than a narrative release claim.

Current Public Release

Where Darwin is strongest right now.

The public Darwin release is strongest where regulatory evidence, workflow composition, and clear release documentation all meet. That includes network search, motif and promoter context, expression and enrichment workflows, perturbation analysis, cross-species transfer, and RNAi-oriented support.

Darwin validation matrix
Validation surface

Darwin now publishes not only workflows and methods, but the validation surfaces that make those releases easier to assess.

Evidence integration

Darwin keeps curated and inferred evidence distinct while allowing them to be interpreted in one working environment.

Workflow-first design

The skill layer and release materials are structured around actual research tasks rather than passive browsing.

Validation-aware public release

Methods posts, release posts, and validation posts all contribute to a stronger public surface.

Darwin Product Page

The broader public-facing product framing for Darwin, including workflow positioning and project narrative.

Visit the Darwin landing page

Release Update

The August release update covers expanded species coverage, stronger workflow coverage, and the 100-skill research surface.

Read the release update

Repository

The public codebase, documentation, and structured skill layer that support the current Darwin release materials.

Open the GRN Atlas repository

Methods and Validation

Recent Darwin public outputs.

The current Darwin public archive is no longer just release notes. It now includes methods work on sequence-to-network inference and a much more explicit validation story around biological benchmarking and external model-driven workflow checks.

Sequence-to-Network Inference

A methods-focused Darwin-adjacent post on sequence-to-target mapping, regulator ranking, and layered benchmark improvements across 501 atlas-backed regulatory edges.

Read the methods update

Validation Update

The validation post covers biological benchmarking, expanded data surfaces, and deterministic plus agent-driven validation across the current release.

Read the validation update

Initial Release

The original public Darwin release post introducing the system, workflows, and the first externally visible project framing.

Read the initial release post