SupraTix ML

Research portfolio

All of our research areas, in one place

From foundation models to responsible deployment, SupraTix builds research that is ready to ship. Explore our focus areas, active benchmarks, and the open resources that support them.

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Focus areas

Applied research themes

We ship research that runs reliably in the field. Each area has production references, evaluation suites, and community touchpoints.

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Vision & perception

Multimodal perception for safety-critical systems.

  • Robust detection & tracking for industrial robotics.
  • 3D reconstruction and digital twins for training simulators.
  • Evaluation on open and proprietary mobility datasets.

Language & assistants

NLP systems tuned for regulated enterprises.

  • Domain-adapted LLMs with retrieval, grounding, and guardrails.
  • Multilingual evaluation with human-in-the-loop review.
  • Tooling for prompt governance and audit-ready logs.

Edge & efficiency

Responsible AI that fits latency, energy, and privacy budgets.

  • On-device models with quantization-aware training.
  • Federated learning for privacy-preserving collaboration.
  • Energy and carbon-aware deployment playbooks.

Responsible & secure AI

End-to-end safety, compliance, and observability.

  • Red teaming harnesses with measurable resilience KPIs.
  • PII detection, minimization, and data governance blueprints.
  • Runtime monitoring and supra_tracking hooks for live systems.

Simulation & digital twins

Closed-loop experimentation with synthetic data.

  • Scenario engines for robotics, industrial IoT, and logistics.
  • Data flywheels that blend synthetic and human-labeled datasets.
  • Benchmarking pipelines for closed- and open-loop evaluations.

Learning experiences

Upskilling programs for teams adopting AI responsibly.

  • Guides, workshops, and reference playbooks for practitioners.
  • Community office hours paired with domain mentors.
  • Pathways that connect to SupraTix training catalogs.

Benchmarks

Open evaluation tracks

Track progress and reproduce our findings. Every benchmark links to datasets, baselines, and instrumentation.

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Safety & trust

Live

Red-teaming suites, prompt injection tests, and longitudinal supra_tracking dashboards.

  • Governed datasets for safety stress tests.
  • Latency, drift, and fairness reporting for deployed systems.
  • Pre-built Grafana panels for observability.

Applied robotics

Beta

Evaluation loops for detection, grasping, and path planning with digital twin replay.

  • Synthetic + real-world sequences with reproducible splits.
  • Energy-aware metrics for edge deployments.
  • Community leaderboard and weekly lab calls.

Learning experiences

New

Curriculum intelligence to adapt training pathways using responsible AI patterns.

  • Open rubrics, surveys, and anonymized learning signals.
  • Outcome-based metrics tied to skill verification.
  • Reference dashboards to monitor program health.

Recent work

Highlighted publications

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Publication

VUCASUPPORT und SupraTix starten Joint Venture für Transformationsmanagement im produzierenden Mittelstand

Dresden, 15. Januar 2026 - VUCASUPPORT und SupraTix bündeln ihre Kräfte in einem Joint Venture und bringen ein praxisnahes Transformations- und Managementsystem für produzierende …

Januar 2026 • Tobias Goecke (Göcke)
Publication

SupraWorx - CO2-neutrale, AI-gesteuerte Smart Learning-Umgebung

SupraTix führt in der Bildungsbranche eine Wende herbei mit ihrer CO2-neutralen, AI-gesteuerten Smart Learning-Umgebung

November 2023 • Tobias Goecke
Publication

SupraTix Launches the Cyber Resilience Institute: A Beacon for the Semiconductor Industry in Navigating Cybersecurity Challenges

In a strategic move to bolster the cybersecurity landscape, SupraTix has proudly established the Cyber Resilience Institute (CRI), marking a significant milestone in empowering …

November 2023 • Tobias Goecke

Partner with us

Co-develop the next benchmark

Bring your domain problems to our labs. We work shoulder-to-shoulder with industry partners, universities, and open-source maintainers to pilot new ideas.

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Active research areas 6
Datasets shared 30+
Community members 20K+

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Ecosystem

Disrupt the status quo. Build in public with SupraTix ML.

Product posts, Attema events, and live job postings - one place to ship, share, and grow with the community.

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Product posts

Product posts & launches

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Product update 3 min

Partner für FuE Projekte schneller finden

Viele KMU verlieren Zeit bei der Suche nach passenden FuE Partnern. Eine strukturierte Plattform bündelt verstreute Daten aus Projekten und …

Apr 10, 2026 Read
Product update 1 min

GATE III gestartet: Förderprogramm für nachhaltige Luftfahrtinnovationen in Hamburg

07. APRIL 2026

Apr 10, 2026 Read
Product update 1 min

Bauhaus und die „Wohnmaschinerie“

Vom Bauhaus zur Wohnmaschinerie: Mit SpeakSphere und SupraAgent wird der Raum intelligent. Er versteht, spricht und verbindet – und verändert …

Apr 09, 2026 Read

Attema series

Attema events

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Careers

Job postings

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