Applied intelligence archive / 001
Applied intelligence for the physical world — safe, fast, and local.
Gemino AI builds applied AI and automation systems where biological processes, large industrial plants, and mathematically safe control meet — deployable as a platform, a perception stack, or an applied R&D partnership.
[01] What we offer
One company, three product surfaces — pick the entry point that matches where you need verified control, perception, or research.
PLATFORM / 01Verified autonomous control for aquatic biomass and large industrial plants — one closed loop, mathematically safe.
Explore OptiVX
PERCEPTION / 02A unified optical sensor stack for mobility, smart cities, energy, and robotics — perception, fusion, and safe control.
Open optical dossier
R&D / 03University-anchored research and co-development for high-risk industrial use cases — from thesis labs to pilot deployments.
See the research network
LAB / GEMINO_HQ[02] Why Gemino
Gemino AI is an applied research and development company with deep expertise in optical recognition, industrial automation, remote sensor management, and energy systems.
From its University of Potsdam network, Gemino AI connects university research with deployable industrial systems. Its work is supported through SAB, go-Inno, BAFA Africa, and the German Research Allowance program.
FLOOR / EDGE_ROBOTICS[03] Platform
Autonomous control for aquatic biomass and large industrial systems.
A single closed-loop architecture — sensor fusion, edge compute, and mathematically verified Safe Reinforcement Learning — applied wherever a biological or industrial process must be optimized without breaching its operating envelope.
USE_CASE / AQUATIC_BIOMASSField deploymentFully autonomous monitoring and control combining multispectral imaging, acoustic and chemical sensor fusion, machine learning, and robotic automation. Safe Reinforcement Learning optimizes growth in real time while mathematically enforcing operating constraints.
USE_CASE / INDUSTRIAL_GASIFICATIONParis, FranceOptiVX supervises a large-scale waste-to-synthesis-gas plant: thermal load forecasting, feedstock-blend optimization, and verified safety envelopes for high-temperature reactors. The same closed loop — sensors, edge compute, Safe RL — governs an industrial process instead of a biological one.
[06] Field gallery
Representative deployments of the OptiVX autonomous control architecture — across aquatic biomass halls and large industrial facilities — at production scale.
Decentralized Reinforcement Learning coordinates growth across a fleet of physical basins.
Hot-swappable IP67 sensors fuse optical, acoustic, and chemical streams in real time.
Bright greenhouse facilities hosting cultivation fleets in real-world operation.
Fig. 06.1–06.3 / Technology reference imagery
Independent technical verification
OptiVX was certified under §6 of the German Research Allowance Act following independent verification of novelty, technical risk, and systematic research planning by DLR Projektträger BSFZ.
[08] University research network
Gemino AI's academic base spans three German institutions. The University of Potsdam is the operational hub; TU Chemnitz and Hochschule Zittau-Görlitz extend the network into industrial production, energy, and process engineering.
Gemino AI relocated its research base to Potsdam to deepen collaboration across AI, life sciences, and industrial systems. Four campuses — HPI, Golm, Babelsberg, and Griebnitzsee — provide one of Germany's densest nodes for applied intelligence, digital engineering, and mathematical control.
Partner campuses
Active doctoral cohorts
Joint industry labs
Horizon consortium member
Technische Universität Chemnitz brings deep expertise in mechanical and production engineering, automotive systems, lightweight construction, and industrial AI. The collaboration focuses on translating formally verified control models into robust production-line and robotic-actuation deployments.
Hochschule Zittau-Görlitz (HSZG) specializes in energy, environmental, and process engineering — renewable energy systems, bioenergy, and industrial automation. The partnership anchors Gemino AI's industrial waste-gasification and bio-hydrogen (HY2Con) research in applied energy-process science.
Co-supervised PhD tracks in safe reinforcement learning & applied control theory.
recurring MSc/BSc thesis cohorts embedded in Gemino AI product teams.
Joint access to HPC clusters and annotated multispectral benchmark datasets.
Co-run applied research labs bridging academic work to production deployment.
Trans-national AI & industrial automation cluster
Federal Research Allowance — certified by DLR/BSFZ
Sächsische Aufbaubank — industrial bioenergy track
Horizon-funded consortiums in process intelligence
[09] The team
A distributed team of consultants, engineers, and designers spanning Europe and Asia — anchored to the same university research network and the same mathematically safe control ethos.
MEMBER / 01University of Amsterdam
Communication Science
MEMBER / 02Reva University
Artificial Intelligence
MEMBER / 03Neoma Business School
Business Administration
MEMBER / 04Universitas Pasundan
Computer Science
MEMBER / 05UIN Malang
Machine Learning
MEMBER / 06Bali Institute of Design
Visual Design
[07] Research calls & network
Gemino AI is currently participating in research calls spanning Horizon Europe tracks, federal and regional programs, and university-led consortia — extending its university network, anchored at the University of Potsdam.
FLEET / UNITREETrans-national collaborative research
Innovation action track
Federal applied research program
Research Allowance (§6 FZulG)
Sächsische Aufbaubank (SAB)
go-Inno innovation voucher
BAFA Africa cooperation
Joint doctoral program
Primary academic partner — Gemino AI relocated its research base here to deepen collaboration across AI, life sciences, and industrial systems.
Independent verification body certifying the novelty, technical risk, and systematic planning of Gemino AI research projects.
Active across federal, regional, and European grant pipelines, covering AI, bioenergy, and industrial automation tracks.
[04] Intelligence layer
Continuous-time growth models, constrained Safe RL, causal inference, sim-to-real transfer, continual learning, and edge model compression.
[04.1] OptiVX architecture
From eight sensor ports to a mathematically verified control action — the system threads data through edge compute, cloud models, and a Safe RL core before acting back on the process, biological or industrial.
[Featured project] HY2Con AI
HY2Con AI is a Gemino AI project that treats a microbial consortium as a controllable system — optimizing bacterial composition, nutrition, and hydrogen output in parallel under one mathematically verified Safe RL loop.
View the control architectureStrain-level selection and consortium tuning for stable, high-yield hydrogen cultures.
Closed-loop control of substrate feed, micronutrients, and pH for continuous metabolic throughput.
Verified Safe RL maximizes H₂ yield while guaranteeing biological and safety operating envelopes.
[05] Hardened edge
UNIT / SENSOR_FUSIONThe sensor platform was designed from first principles for corrosive, biologically active environments—not adapted from fragile laboratory equipment.
[06] Technical differentiation
Control actions are projected back onto mathematically verified operating sets — for a cultivation tank or an industrial reactor.
Neural differential equations predict growth and process states at arbitrary temporal resolution.
Formal interventions answer what drives outcomes—not merely what correlates.
Composite reality-gap metrics quantify confidence before physical deployment.
Hardware and intelligence are engineered as one system, from submerged probes to high-temperature plants.
Anti-fouling and degradation management protect sensing integrity across hostile environments.
[Feature] Optical sensor integration
OPTICAL / FALLON_STACKFrom moving vehicles to critical energy infrastructure, Gemino AI deploys a unified optical sensor platform — perception, fusion, and safe control across mobility, smart cities, power plants, and robotics.
ADAS-grade perception and ruggedized vehicle vision.
Distributed vision meshes fusing traffic, air, and light.
Thermal imaging and predictive corrosion detection in hazardous zones.
6-DoF pose, depth fusion, and safe collaborative motion.
[News] Project log
Milestone2026-05-12 · NEWS-01
Deepens collaboration across AI, life sciences, and industrial control — anchoring the doctoral program and applied OptiVX pilots in one academic hub.
Project2026-04-18 · NEWS-02
Project hub launched for bio-hydrogen optimization, tracking bacterial composition, nutrition, and yield via constrained Safe RL policies.
Verification2026-05-30 · NEWS-03
Independent body re-confirms the novelty, technical risk, and systematic planning of Gemino AI research projects under §6 FZulG.
Hardware2026-01-21 · NEWS-04
IP67 sensor arrays and fanless edge units complete qualification across aquatic biomass and high-temperature waste-gasification testbeds.
[00] Funded by
Gemino's research and platform development is co-financed through regional and federal innovation programmes. The OptiVX aquatic proving ground is supported under the Bavarian Digitalbonus and the German Research Allowance, alongside Saxon and federal economic-development funding that extends the platform's reach across verticals.
[Reach out] Start a conversation
Tell us where you need verified control, perception, or applied research. Your details are composed into an email and sent to info@gemino.ai — nothing is stored on our servers.
University of Potsdam
TU Chemnitz
Hochschule Zittau-Görlitz
DLR / BSFZ
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18-20 November / Online / Las Palmas / Bali
