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Engineering Lab · Tooling, Infrastructure & Models

Software built to solve our own pipeline bottlenecks.

Everything here started as an internal tool built to automate real customer engagements. Codaris is in private pilot with bioinformatics teams, core facilities and research institutes. The models it runs on are published in X-Labs.

In development · Internal alpha
Built for PrimeOmicX's own pipeline work and used there; not yet packaged for release.

Codaris

Deterministic pipeline engineering for Nextflow.

Codaris is a development environment for Nextflow DSL2 and nf-core pipelines. You describe the analysis; deterministic code scaffolds the project, resolves modules and containers, wires channels, lints against nf-core rules and runs a local test profile. The language model handles only small, validator-gated tasks, so hallucinated container tags and broken channel wiring are caught before anything reaches your cluster.

Engineered Capabilities

nf-pilot decision engine

nf-pilot makes the split-second choices: which of the 2,153 nf-core modules a step needs, where a request should go, and why a task died. It runs on the CPU in 175 ms, so the generative model is only called once the choice is already narrowed.

Deterministic build

A fixed sequence (extract, scaffold, install modules, stitch, lint, test, report) owns module names, include paths and configuration; the model drafts only subworkflow bodies, and each draft must pass validation.

nf-core scaffolding

Projects are created with the nf-core tooling and ship with a generated test profile, pinned container config and a fixture samplesheet, so a test run works from the first commit.

Container resolution

A local registry of container recipes and pinned composite images resolves single and piped multi-tool processes into a container config automatically.

Runtime Stack

PythonFastAPILangGraphnf-pilotSQLiteNext.jsTypeScriptNextflow DSL2nf-coreDocker

Designed For

  • ›Bioinformaticians building nf-core pipelines
  • ›Teams migrating DSL1, Snakemake or WDL workflows
  • ›Core facilities maintaining many pipelines

Products

Run it on your own pipelines.

Codaris is in private pilot with teams maintaining complex nf-core workflows.

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