At polyqolor, AI for Materials is the core engine of a self-driving "Design — Make — Measure — Learn" loop that pushes electronic materials R&D into a new era of long-horizon, efficient, high-throughput iteration.
AI Harness is the orchestration brain that stitches together computational design, automated synthesis, high-throughput measurement, and machine learning into an iteration loop that never sleeps—every cycle makes the next one smarter.
Generative models and physics simulation work together to search millions of molecular and formulation candidates in a directed way.
Automated formulation, coating, and curing platforms execute the recipes with every parameter digitally traceable.
Parallel testing pipelines feed structured performance data back into the system the same day.
Models update their understanding, then autonomously plan the next highest-value experiments—the loop keeps turning, day and night.
Six capability pillars that accelerate the full journey from molecular design to pilot-scale validation.
Automated liquid handling, coating, and curing platforms prepare batches in parallel with fully digitized process records.
AUTOMATED SYNTHESISThermal, electrical, mechanical, and reliability test lines run in parallel, automatically structuring data into the central knowledge base.
MEASUREMENTNeural networks and generative models learn the structure–property map and design materials backward from target specs.
MATERIALS INFORMATICSPilot coating and lamination harnesses translate lab formulations into production-ready process windows.
SCALE-UPSystematic humidity, thermal shock, and long-term aging tests feed data back into the models to close the improvement loop.
RELIABILITYEvery experiment becomes a reusable data asset; models compound their advantage as the dataset grows.
MATTER MODEL TRAININGPhotosensitive dry film, BDF build-up dielectric film, prepreg, copper clad laminate, UV release tape, and low-peel-voltage protective film—covering the critical material nodes of PCB and advanced packaging.
Core photoresist material for PCB pattern transfer: high resolution, strong adhesion, high sensitivity, compatible with LDI direct imaging and mSAP/SAP fine lines.
CORE / 02Build-up dielectric film for packaging substrates: low CTE, low-roughness copper interface, laser-via compatible, lead-free reflow resistant—aimed at FCBGA and other advanced packages.
LAM / 03Multilayer lamination prepreg with precisely controlled resin flow, gel time, and cure window; covering standard epoxy and low-Dk/Df high-speed systems.
LAM / 04Rigid copper clad laminates from standard FR-4 to high-speed/low-loss grades.
TAPE / 05High tack during application, sharp peel-force drop after UV exposure, clean release with no residue—temporary protection for wafer grinding/dicing and packaging processes.
TAPE / 06Low electrostatic peel design prevents ESD damage to sensitive devices during removal; protects optical, display, and precision electronic components.
AI training supernodes and inference servers: BDF build-up dielectrics, high-speed laminates, and the full dry film / PP / CCL chain.
02Base stations and network equipment: low-Dk/Df prepreg and CCL for high-frequency links.
03Memory module packaging: BDF build-up dielectric paired with process protection films.
04Smartphone and wearable HDI boards: photosensitive dry film for fine-line mass production.
05Smart terminals and edge devices: consistent board-level material sets.
06Industrial control, power, and instrumentation: temperature- and humidity-resistant PP/CCL plus process protection.
07Automotive and avionics: vehicle-grade reliability in board-level materials.
08Drones, UGVs, and robotics: lightweight without compromising reliability.
09Space-rated low-loss substrates for integrated terrestrial–non-terrestrial 6G networks.
10Wafer grinding/dicing and optical-component processes: UV release tape and low-peel-voltage protective film.
Turning materials R&D from the art of trial and error
into computation-driven engineering