Infographic titled 'Simulations Are Not Enough' illustrating four key issues in micro-robotics: 1. The Context: Training currently occurs in simplified media like hydrogels. 2. The Gap: These lack real tissue heterogeneity. 3. The Failure Point: Agents pass in simulation but fail in real tissue. 4. The Missing Link: The industry lacks a standardized system for programmable tagging and scoring.
Infographic titled 'Ground Truth in a Biological Environment' detailing the system's validation process: 1. What it is: A standardized Ex Vivo Swarm Training Kit featuring tagged organoids that emit measurable signals. 2. Core Function: Converting ambiguous biological behavior into a deterministic, binary event boundary. 3. The Result: A reliable reference standard for optimizing micro-agent navigation in biologically relevant environments.
Platform architecture diagram titled 'Engineered for Validation' detailing the four-layer system: 1. Biological Substrate (a 3D organoid environment introducing real physical constraints). 2. Recognition Layer (predefined peptide tags or ligands that define 'success'). 3. Signal Generation (dual-channel optical fluorescence triggered by validated interactions). 4. Output Abstraction (conversion of raw signals into structured data for logging and analysis).
Technical workflow diagram titled 'From Interaction to Data': 1. The Target (biological constructs with surface, embedded, or gradient tags). 2. The Event (system validation of micro-agent engagement). 3. The Signal (generation of optical output at Excitation 488nm and Emission 517nm). 4. The Readout (visual confirmation via standard fluorescence microscopy without proprietary hardware).
Infographic titled 'Accelerating Micro-Robotic Development' illustrating three key applications: 1. Reinforcement Learning (providing ground-truth reward signals for AI-guided microswimmers in complex tissues). 2. Benchmarking (enabling comparative testing of varied agent designs, such as magnetic vs. autonomous, on identical targets). 3. Optimization (refining docking and penetration behaviors using trajectory mapping and efficiency metrics).
Product specification infographic titled 'Standardized, Assay-Ready Kits' detailing four key features: 1. SKU (Type-1 Target Kit, Industrial Evaluation Edition). 2. Format (cryopreserved, single-use biological units stored at -80°C). 3. Compatibility (works with magnetic, acoustic, or autonomous agents in physiological media). 4. Integration (standalone validation reference requiring no proprietary hardware).
Operational infographic titled 'Designed for the Lab' detailing four usage parameters: 1. Environment (compatible with standard ex vivo conditions like pH 7.4). 2. Workflow (streamlined 'Thaw and Execute' protocol). 3. Multi-Session Capability (supports iterative training with adaptive difficulty). 4. Safety & Regulatory (classified as Research Use Only/RUO; not for clinical applications).
Infographic titled 'Deterministic Validation' highlighting three Near Zero advantages: 1. Zero Ambiguity (distinguishes incidental contact from valid interaction). 2. Zero Integration Overhead (relies on standard optical readout with no electrical interfaces). 3. Zero 'Sim-to-Real' Surprises (reduces uncertainty when transitioning agents from synthetic chambers to real biological contexts).