MyraIntelligence®

Myra is powered by machine-learning models that enable vision-based recognition, intelligent verification, and adaptive automation — reducing setup time and improving reliability in everyday laboratory workflows.

Using computer vision, sensor feedback, and model-driven interpretation of system data, MyraIntelligence® helps modulate pipetting movements in real time. It can recognize labware, respond to liquid behavior, and manage complex protocols — delivering accurate, repeatable, and scalable liquid handling across a wide range of applications.

The learning models used by MyraIntelligence® are trained and validated by Bio Molecular Systems to ensure robust, reproducible performance in laboratory environments.

It systematically checks each section of the deck, using trained pattern-recognition models to flag issues as plate or tube failures, complete with clear visual feedback. Compatible with most standard plate and tube types, MyraVision gives you confidence and clarity before every run.

Combined with model-informed system feedback, it intelligently adapts in real time — optimizing for mix types, liquid levels, and tube variations — while smart tube height probing prevents collisions and reduces calibration time. Automated run recovery keeps everything on track, ensuring consistent and reliable performance.

• MyraSim acts as your AI planning assistant, analyzing each step and optimizing protocols before execution.
• MyraVision uses trained vision models to interpret the deck layout, checking for missing consumables or improperly prepared labware, and flagging any errors before they impact the workflow.
• MyraSense provides real-time sensor data that informs system behaviour during execution. It delivers accuracy at the liquid level, sensing precise volumes, adjusting dynamically for tube and mix types, and helping prevent collisions through smart height detection and automatic recovery.

Together, these components form a model-driven, closed-loop system within Workbench 2.0, where planning, validation, and execution are continuously aligned. The result: faster setup, fewer errors, and greater confidence in every run.

Unlike traditional liquid handlers that rely on fixed rules and manual calibration, Myra combines precision robotics with machine-learning–based perception — allowing the system to understand its environment rather than simply execute instructions.

Discover the portable Myra Liquid Handling System — a compact solution designed to bring high-precision automation to any lab, anywhere.

It acts as the central environment where machine-learning models, simulation tools, and real-time system data come together to support intelligent workflow execution.

Key Features of Workbench 2.0:

Integrated AI Assistance

• Seamlessly integrates MyraIntelligence® for real-time guidance, model-driven insights, and workflow optimization.
• Allows users to ask questions, explain results, or debug experiments directly from the interface itself.

Unified Research Environment

• Brings MyraSim, MyraVision, and MyraSense together into a single interface, combining simulation, vision, and sensor data.
• Supports multi-modal data visualization, so users can compare sensor data, simulation outputs and microscopy images side by side.

End-to-End Workflow Automation

• Design, simulate, validate, and execute workflows in one place, with intelligent checks throughout.
• Triggers automated protocols based on data thresholds or experimental outcomes.

Data Management & Collaboration

• Version-controlled projects and experiment tracking.
• Shareable workspaces with collaborator and team access control. 
• Supports integration with electronic lab notebooks (ELNs) and laboratory information management systems (LIMS), enabling traceable, structured and shareable workflows.

How It Fits into the Ecosystem:

Workbench 2.0 is the user-facing layer of the Myra ecosystem:

• MyraSim, MyraVision, and MyraSense operate as intelligent engines powered by trained models.
• Workbench provides the interface to interpret outputs, validate setups, and orchestrate workflows.

This is where machine-learning–driven insight meets execution — turning data into reliable, real-world results.

Machine-learning models assist with complex tasks like simulation and image interpretation — reducing manual effort, minimizing human error, and improving consistency.
Prepare, set up, and execute automated liquid handling to the highest standard — with optimized protocols, fewer errors, and greater accuracy.

Integration

MyraIntelligence® unifies simulation, vision, and sensor data into a single, model-driven platform — eliminating silos and simplifying workflows.
They all coexist in harmony, so you never have to toggle between tools or platforms.

Reproduction

Whether it’s verifying results or collaborating between teams, AI-supported workflows ensure every step is traceable, repeatable, and consistent — supporting reproducibility and scientific confidence.

Intuitive Design Reduces Cognitive Load

Modern interfaces utilise clean layouts, graphical cues, and natural language inputs that make advanced tools easy to operate, even for inexperienced individuals. Researchers can focus on the experiment instead of mastering software use.

Streamlined Workflows

Unified dashboards bring together simulations, sensor data, and image analysis into a single platform — reducing tool-switching, manual data entry, and workflow friction.

Real-Time Feedback and Automation

Interactive interfaces paired with AI-driven insights enable users to adjust parameters, receive alerts, and interpret results in real time. This allows for immediate decision-making and incremental exploration without blocking bottlenecks.

Visual Analytics and Reporting

Modern systems turn raw data into touch graphs, highlighted images, and exportable reports. In some cases, pattern-recognition tools help highlight trends and anomalies, making insights easier to identify and communicate.

In short, today’s software interfaces create smarter, more connected lab environments — where insight is faster, workflows are smoother, and productivity is significantly improved.

Explore the Myra Liquid Handling System to see how intelligent automation and intuitive design come together for seamless sample preparation.