BeakerloopOS: reasoning and execution, separated by design
An agentic operating system that dynamically constructs and runs R&D pipelines — from a research question to an auditable finding, and on to executable wet lab protocols.
A mesh of specialized agents, working in parallel
The Scout Mesh decomposes a research question into specialized sub-agents that run analyses simultaneously, then converge on a single, auditable finding.
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Docking Scout
Runs structure-based docking across ligand libraries and ranks binding poses.
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ADMET Scout
Predicts absorption, distribution, metabolism, excretion, and toxicity profiles.
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Literature Scout
Synthesizes prior art and evidence with citations traced to source.
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Assay Design Scout
Proposes and validates assay parameters ready for wet lab execution.
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Synthesis Scout
Plans viable synthesis routes and flags reagent availability and cost.
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Triage Scout
Scores and filters candidate results so only the strongest evidence advances.
Five layers that separate reasoning from execution
Every action is deterministic and verifiable — by design, not by convention.
| Layer | Component | What it does |
|---|---|---|
| 01 | Audit & Compliance | A cryptographically secure audit trail records every decision and action for regulatory review. |
| 02 | Orchestration | Dynamically constructs and runs R&D pipelines, decomposing questions into parallel work. |
| 03 | Agent Fabric | The Scout Mesh of specialized autonomous agents that reason, plan, and converge on findings. |
| 04 | Tool & Data Integration | Connects to cheminformatics, dry lab pipelines, and your existing scientific data sources. |
| 05 | Wet Lab Interface | Translates experimental designs into executable protocols for automation instruments. |
Plugs into your existing scientific stack
An Embed SDK connects Beakerloop directly into the tools your team already lives in — like Benchling and Jupyter — so scouts can pull data and hand back results without any manual glue code.
| Category | Supported tools |
|---|---|
| Cheminformatics |
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| Dry Lab Pipelines |
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| Wet Lab Automation |
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| Data & Notebooks |
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Built for regulated industries
Enterprise-grade controls so you can adopt autonomous R&D with confidence.
21 CFR Part 11 Ready
Cryptographically secure, tamper-evident audit trail for every action.
SOC 2 In Progress
Controls and monitoring aligned to SOC 2 Type II standards.
HIPAA Aligned
Safeguards for handling protected and sensitive research data.
On-Premise Deployment
Deploy fully within your own private cloud or on-premise environment — your data never leaves your control.
Bring autonomy to your R&D pipeline
Join the teams moving from hypothesis to discovery in hours. Request access and we'll build a deployment plan for your lab.