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As agents take on more and output gets cheaper to produce, verification becomes the real constraint.🧵 hubs.la/Q04B_fqL0

Some things are cheap to verify: did the run complete, does the schema validate, do the checksums match.✅ Others are only checkable against history: is this runtime normal, do the QC metrics sit where the last 200 runs sat.

Seqera

@seqera.io

❌And some are hard to verify at all: is this signal or a batch effect, is this parameter choice defensible. Nothing exists to measure it against, and a wrong answer can look like a right one.

Seqera

@seqera.io

Whether the work is done by a person, an agent, or a deterministic pipeline, the needs stay the same: ✅ Rules to govern it → compute environments, permissions, regulatory guardrails ✅ Context to work from → sample metadata, LIMS events, run history

22/10/26, 9:30 am0 reposts0 likes

Seqera

@seqera.io

📚 Read the blog post on building a bioinformatics factory you can trust with Seqera Co-Scientist: hubs.la/Q04B_fqL0

hubs.laBuilding a Bioinformatics Factory You Can Trust with Seqera Co-ScientistThe blog post is a write up of our September 2026 webinar: “Building for Bioinformatics in 2030 with Seqera Co-Scientist”. Watch now to discover how Co-Scientist is putting organizations at the forefr...

Seqera

@seqera.io

💻 Attend the Nov 4 webinar on how Seqera Co-Scientist is enabling contextual agent help across @nextflow.io pipelines and interactive analysis: hubs.la/Q04B_fKD0

hubs.laSeqera Co-Scientist: Contextual Agent Help Across Pipelines and Interactive AnalysisSeqera is the intelligent engine for life sciences, trusted by 150+ pharma and biotech organizations worldwide. In this webinar, we'll explore how Seqera Co-Scientist turns scientific intent into acti...