Formulation vessel Clean sample vials Labelled storage containers Dispensing tips Magnetic stir bar Microcentrifuge tubes Gloves and laboratory wipes NSL Modules Used Sterilization UV Reservoir Dispense Stirrer Heater Wait Sonicator Sonicator Bath Heater LED Illumination UV Illumination, if required only for chamber illumination or visual demonstration IR Illumination, if required for camera observation Camera Exhaust Environment Sensors Offline / Manual / External Steps Magnetic separation or centrifugation Detailed washing and resuspension p H measurement or adjustment confirmation Particle size analysis Zeta potential measurement FTIR or surface chemistry analysis XRD or crystallinity analysis VSM or magnetic characterization Microscopy such as SEM/TEM Cytotoxicity testing Cellular uptake or imaging validation Magnetic hyperthermia evaluation Sterility and endotoxin testing Methods: NSL-Compatible and Protoly-Managed Steps Step 1: Sterilization UV Module: Sterilization UV Function: Timed UV sterilization cycle Suggested Duration: 5 minutes Description: Run a UV sterilization cycle before starting nanoparticle conditioning. This supports chamber preparation before automated liquid handling and mixing. Step 2: Chamber Environment Record Module: Environment Sensors Function: Ambient chamber environment logging Description: Record the initial chamber condition before the conditioning run. This information may be useful when comparing dispersion behaviour across batches. Step 3: Chamber Illumination Module: LED Illumination Function: White light chamber illumination Description: Turn on LED illumination to support camera-based observation of dispersion appearance, colour, visible settling, and aggregation during the workflow. Step 4: Load Iron Oxide Nanoparticle Dispersion Step Type: Manual / pre-run loading step Description: Place the pre-prepared iron oxide nanoparticle dispersion in the formulation vessel before starting the automated sequence. If the particles are supplied as powder, initial wetting and safe dispersion should be performed carefully before loading. Step 5: Dispense Dilution or Washing Medium Module: Reservoir Dispense Reagent: Deionized water or buffer Suggested Volume: 100-300 u L, or as per formulation scale Channel: 1 Description: Dispense deionized water or buffer into the vessel to dilute or support resuspension of the iron oxide nanoparticle dispersion. Step 6: Controlled Stirring Module: Stirrer Mode: Continuous Suggested RPM: 300-600 Description: Start stirring to distribute the nanoparticles uniformly in the aqueous medium. Moderate stirring helps reduce settling while avoiding excessive vortexing or splashing. Step 7: Optional Mild Heating Module: Heater Suggested Temperature: 30-45 °C Suggested Duration: 10-30 minutes Description: Apply mild heating only if required to improve coating-agent interaction or dispersion uniformity. Temperature should be selected based on the stability of the nanoparticle coating and any added biomolecule or model ligand. Step 8: Dispense Stabilizing Solution Module: Reservoir Dispense Reagent: Stabilizing solution Suggested Volume: 20-100 u L Channel: 2 Description: Add the selected stabilizing solution, such as citrate, dextran, PEG-containing solution, chitosan, PVA, or another research-compatible stabilizer. The choice depends on the intended downstream model study. Step 9: Mixing After Stabilizer Addition Module: Stirrer Mode: Continuous Suggested RPM: 300-500 Suggested Duration: 15-30 minutes Description: Continue stirring to allow uniform contact between the stabilizing agent and nanoparticle surface. This step supports preliminary surface conditioning and dispersion stabilization. Step 10: Dispense Surface-Conditioning or Coating Solution Module: Reservoir Dispense Reagent: Surface-conditioning or coating solution Suggested Volume: 20-100 u L Channel: 3 Description: Add the selected surface-conditioning or coating solution according to the research design. This step may prepare the nanoparticles for later bio-interface, targeting, imaging, or drug-delivery model studies. Step 11: Conditioning Hold Module: Wait Suggested Duration: 30-90 minutes Description: Allow the nanoparticle dispersion and conditioning agent to remain in contact for a defined period. This waiting step supports coating interaction, adsorption, or stabilization depending on the selected chemistry. Step 12: Gentle Mixing During Conditioning Module: Stirrer Mode: Intermittent or continuous Suggested RPM: 200-400 Suggested Duration: 10-20 minutes Description: Use gentle mixing during or after the conditioning hold to prevent settling and maintain uniform dispersion without causing unnecessary foaming or mechanical stress. Step 13: Optional Sonication for Dispersion Improvement Module: Sonicator Suggested Duration: 1-5 minutes Condition: Optional Description: Apply mild sonication if visible aggregation or settling is observed. Sonication should be optimized carefully because excessive sonication may heat the sample or disturb surface-bound molecules. Step 14: Optional Sonicator Bath Heating Module: Sonicator Bath Heater Suggested Temperature: 30-40 °C Condition: Optional Description: Use sonicator bath heating only when temperature support is required during sonication. Avoid excessive heating for biomolecule-containing conditioning systems. Step 15: Stabilization Hold Module: Wait Suggested Duration: 30-60 minutes Description: Allow the conditioned nanoparticle dispersion to stabilize after mixing and optional sonication. This helps observe whether the dispersion remains uniform or begins to settle. Step 16: Visual Documentation Modules: LED Illumination and Camera Function: Visual documentation Description: Record the final dispersion appearance using LED illumination and camera support. Observe colour uniformity, visible aggregation, sedimentation, foam, and clarity of the dispersion. This is visual documentation only, not quantitative optical spectroscopy. Step 17: Exhaust Control Module: Exhaust Mode: As required Description: Use exhaust control during handling if volatile, acidic, or odorous conditioning components are involved. Any hazardous chemical handling should follow laboratory safety requirements. Step 18: Manual Sample Collection and Labelling Step Type: Manual / offline step Description: Remove the conditioned dispersion from the system and transfer it into a clean labelled vial. Record batch ID, nanoparticle source, stabilizer type, conditioning agent, mixing time, sonication time, and visual observations. Step 19: Offline Washing or Separation Step Type: Manual / external step Description: If required, perform magnetic separation, centrifugation, or washing externally to remove excess conditioning agent or unbound molecules. This is not an NSL module and should be documented as an external process. Step 20: External Characterization Step Type: Offline / external step Description: Characterize the conditioned nanoparticles using suitable external methods such as DLS, zeta potential, FTIR, XRD, VSM, microscopy, magnetic response testing, cytotoxicity, cellular uptake, or imaging model studies, depending on the project objective. Methodology The surface-conditioned iron oxide nanoparticle dispersion was prepared using a Protoly-managed workflow supported by selected NSL hardware modules. Before the automated run, a pre-prepared iron oxide nanoparticle dispersion was placed in the formulation vessel. If the nanoparticle material was supplied as a dry powder or concentrated stock, initial safe dispersion or wetting was performed before loading into the NSL-compatible vessel. The chamber was subjected to a timed UV sterilization step, followed by recording of the initial ambient chamber condition using the environment sensor module. White LED illumination was activated to support camera-based monitoring. Deionized water or buffer was dispensed into the vessel using the reservoir dispensing module to dilute or resuspend the nanoparticle dispersion. Controlled stirring was then started to maintain a uniform suspension. A stabilizing solution such as citrate, dextran, PEG-containing solution, chitosan, PVA, or another selected conditioning agent was dispensed into the nanoparticle dispersion. Depending on the formulation design, mild heating was applied to support uniform interaction between the nanoparticle surface and the conditioning agent. The dispersion was stirred for a defined period and then held for surface-conditioning time. If required, an additional coating or functionalization-compatible solution was dispensed into the vessel. Gentle stirring was continued to maintain dispersion uniformity. Optional sonication was applied only when dispersion improvement was required, and sonicator bath heating was used only where temperature support was suitable. After conditioning, the dispersion was held for stabilization and visually documented using LED illumination and the camera module. The final conditioned nanoparticle dispersion was manually collected into a clean labelled vial. Offline washing, magnetic separation, centrifugation, or purification was performed where required. The sample was then reserved for external characterization such as size analysis, zeta potential, surface chemistry evaluation, magnetic response testing, microscopy, imaging model studies, cytotoxicity evaluation, or other theranostic model assessments. This workflow is intended for research-scale conditioning and does not represent a validated diagnostic or therapeutic nanoparticle manufacturing process.