Machine Bullshit: Characterizing the Emergent Disregard for Truth in Large Language Models

Read July 2025 paper by researchers from Princeton University and the University of California, Berkeley

What is Your AI Agent's Bullshit Index?

*Neuro-symbolic detection and innovative adversarial approaches for hallucinations, sycophancy and bulls**t. Contact us*

Comprehensive AI Assets Inventory

AI Policy Enforcement, Audits, Validation, Oversight, Dashboards, Risk and Compliance management.

AI reviews, assest discovery from all sources including hybrid, hidden, embedded and shadow AI

Trusted, Transparent & Explainable

Compliance, Risk & Internal Policies

Trusted models, full transparency, explainability. bias mitigation, content safety & toxicity guardrails

Trusted AI Governance

Visibility

Responsibility

Accountability

AI Adoption, Consumption, and Operational management

AI models are not mathematical where 1+1 is always 2, but statistical based on attention and probabilities 1+1=anything.

Hallucinating

AI neurons do not accrue knowledge or think or store memories the way human neurons do.

Artificial Intelligence (AI) vs Human Intelligence

AI models have no IQ or EQ like humans which allows humans to think intelligentl and empatheticaly at the same time.

AI output is just statistical relationships among words and images as humans have used them.

AI PSYCHOSIS

Bias

Delusional

Netherworlds

Rabbit Holes

Hallucinations & Bias Mitigation

Custom classes, workshops and training on deploying enterprise NLP models and interfaces.

Learning Bias, Hallucination, and technical concepts in ethical, explainable and responsible AI.

AI Prompts for Workplace Scenarios

Deploying Private & Edge Models

Teaching prompting as AI is not a logical code, but generates by paying attention to prompts.

AI Trainings & Workshops

Building Trust

Learning Prompts

Customizing AI

Regulation ≠ Trust

AI Strategy & Implementation Consulting

Developing AI Strategy, Planning, and Implementation

AI Use Cases Discovery

Discovery focused on AI applications, workflows, models, and systems.

AI Strategic Planning

Strategy with a clear roadmap, aligning AI with organizational goals.

Aligning implementation with selecting LLM/RAG technologies & vendors

Implementation & Governance

Assessment

Adoption

Implementation

Woman in front of chalkboard with complex equations

ISO42001 AI/ML Management System (AIMS) Certification Advisory

Audit Bias & Compliance Audits

AI Risk Management

Un-acceptable risks auditing structured, rule-based reasoning NLM/LLM & RAGs.

Bias audits, Human-in-the-Loop workflows, bias mitigation, XAI and Prompt/Output Logging.

a couple of people that are standing in a store

Validating Responsible AI Trustworthiness, responses validation, and risk mitigation.

NIST AI RMF

EU AI Compliance Act

Ethical, Copyrights, Trust

Models Algorithm Bias Audits

NYC Law 144-21 Bias

About Our Expertise

We specialize in advanced AI training, solutions, transforming organizations through deep model research and innovative strategies for resilience in the ever-evolving business landscape. Working closely with AI and ML teams, we mitigate risk and bring a distinct business and technical advantage by sharing authentic in-depth research, refinement gained from developing AI and ML powered solutions.

Contact us

SAM, eSRS, FSRS, FPDS, and CPARSSAM ID: U4XLUG5E2J53
California State Contracts Register (CSCR) SB ID 2034573