Generative AI Risk Audit
Independent pre-deployment evaluation for LLMs and foundation models operating in regulated or liability-bearing environments.
- Hallucination and bias assessment
- Failure mode documentation
- Board-ready risk evidence
Behind every AI decision is a person who will live with the outcome: a patient, a student, a citizen, a customer. TERA makes sure that moment rests on evidence, not hope.
TeraSystemsAI builds TERA software for research, learning, documents and science, led by TERA Coding Space, the research workbench. Every product keeps claims, uncertainty and human responsibility explicit.
Can every claim be traced to evidence?
Claims remain tied to evidence, assumptions, provenance, and limitations.
Choose the shortest path to the work that matches your need.
Independent evaluation for systems where evidence quality, reliability, uncertainty, and accountability matter.
Independent pre-deployment evaluation for LLMs and foundation models operating in regulated or liability-bearing environments.
Pre-deployment safety reviews for clinical AI systems where misclassification carries direct patient risk.
Explainable natural-language processing with uncertainty quantification designed for high-stakes text classification.
Core mathematical, evaluation, systems, and inspection methods used to build and assess trustworthy systems.
Bayesian reasoning, causal analysis, uncertainty quantification, and mathematical diagnostics.
Calibration, failure-mode analysis, data-quality assessment, and robustness testing.
Evidence-governed systems designed around traceability, reproducibility, and bounded claims.
Attribution, trace analysis, counterfactual methods, and model-behavior inspection.
Research, human capability, document assurance, mathematics, and scientific systems. Each product has one clear role on this homepage.
One workbench for the whole path of a paper: verified sources and BibTeX, open data with licences checked, Python analysis into LaTeX, live co-authoring and messaging, an integrity check before submission, and TERA Live to present. It works fully without AI; AI helps only when the researcher allows it.
How people and institutions can gain from AI without surrendering independent capability, judgment, evidence, or accountability.
Explore the bookHuman-controlled signing, TERA Evidence Seal, and TrustPDF verification with a preserved evidence timeline.
Explore TERA SignatureDeterministic mathematics learning designed to strengthen independent reasoning through authored practice, detailed solutions, and verifiable checking.
Explore TERA Math 12Rigorous advanced and graduate mathematics through theory, proofs, visualization, exercises, and research pathways.
Explore Tera Math ScholarDeterministic PM2.5 episode interpretation using EPA-certified monitoring data with principled abstention when evidence is insufficient.
Explore TEITERA is the operating foundation for how TeraSystemsAI researches, builds, evaluates, and communicates consequential systems.
Claims remain tied to evidence, assumptions, provenance, and limitations.
Complexity is justified by measurable value rather than added for its own sake.
Systems are designed around reproducibility, defined operating boundaries, and observable failure modes.
Human authority, responsibility, and decision ownership remain explicit.
TeraSystemsAI LLC welcomes research funding, institutional partnerships, sponsored research, and controlled pilot collaborations.
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