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*

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.

Trainings to Elevate Your Trust in AI
Regulation ≠ Trust

Building Trust

Learning Prompts

Customizing AI

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Consulting to Streamline AI Adoption

Developing AI Strategy, Adoption, 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

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

Exploring our methodology and use cases

Implementing and Optimizing libraries with customer interfaces

Deploying Local Private NLP Models

Private & Secure NLP Models

Customizing using techniques like PEFT (LoRA, QLoRA) without costly full retraining.

Using Gradio interfaces to make your models accessible via web & apps to a wider audience.

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Solving work problems such as document regulatory validation, Q&A, chat & content generation.

AI Model Deployment

Gen AI Customization

Optimization & Fine-Tuning

Improving Model Accessibility

Model User Interfaces

AI/ML Industry Best Practices

Digital Operational Resilience Act (DORA)

EU risk management, incident reporting, digital operational resilience testing, third-party risk and information sharing

SOC2 Compliance

Adherence to five Trust Services Criteria: Security, Availability, Processing Integrity, Confidentiality, and Privacy

Identify, assess, and mitigate AI risks effectively with Responsible AI management.

ISO 42001 Responsible Artificial intelligence (AI)

NIST AI Risk Management Framework (RMF)

The trustworthiness of AI technologies depends in part on how secure they are

Fine-tuning scalable & efficient generative deep learning models through training, validation and test for simulations and scientific advancements.

Explainability (XAI) and Reproducibility

Building reproducible and XAI transparent AI systems with features attribution ensuring legal compliance (like GDPR), and building confidence.

Fine-tuning autonomous systems to learn, adapt, and operate independently within your set parameters in real-time environments.

Autonomous AI Decision Systems

Generative Deep Learning Models

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Optimization with Retrieval Augmented Generation (RAG) and Neuro-Symbolic (NS) Systems

Reasoning Gen AI Factual Accuracy

End-to-End RAG Pipeline

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Integrating structured, rule-based reasoning systems in your NLM/LLM & RAGs.

Human-in-the-Loop (HITL) workflows, bias mitigation, XAI & Prompt/Output Logging.

Enabling responses validation with proprietary enterprise data and minimizing hallucinations.

VALIDATION

REPRODUCIBILITY

Explicit human-encoded rules

Logging & Auditing Framework

GUARDRAILS

Needs Assessment

We evaluate your current capabilities and identify areas to add value or fill gaps.

Business and technology discovery techniques for long and short goals and vision.

We facilitate strategic planning sessions with leadership and teams to design strategy.

Discovery Sessions

Strategic Vision

Listen

Facilitate

Drive

Our Methodology

GAPS Framework for Optimizing Solutions Assessment and Sourcing

GAPS Framework

Four Stages of GAPS Framework

Align Forte's GAPS Framework offers powerful capabilities for optimizing solutions assessment and sourcing processes across all areas of an organization. For leaders and business owners, leveraging AI in process optimization can lead to significant improvements in efficiency, cost reduction, and overall excellence.

Gaps: Bottlenecks & inefficiencies

We will find gaps together with as-is process data to automatically discover and map existing business processes, identifying bottlenecks and inefficiencies.

Ask: Return on Investment (ROI)

We will analyze impact by following the data flow for operational tasks and workflows, optimizing resources for strategic activities.

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Problems: Cost of Inaction (CIO)

We will define problems focusing on need to have solutions and identifying the Cost of Inaction (COI) across customers, resources and efficiencies.

Strategy: Innovative Solutions

We will identify solutions with Return on Investment (ROI) to meet requirements, optimize processes and improve operational efficiencies.