Articles

Explore our latest machine learning and generative AI articles, including tutorials, news, and walkthroughs on the blog.

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Evaluating autonomous AI agents for performance, oversight, and business value

A blueprint for evaluating AI agents across performance, oversight, and business impact so they don’t implode.
15 mins read

LLM observability: Your guide to monitoring AI in production

Deploying LLM applications into production is complex. This guide explains LLM observability - why it matters, common failure modes like hallucinations, key tool features, and how to get started with W&B Weave.
3 mins read

AI agents in healthcare: Enhancing patient outcomes and streamlining operations

This article explores how AI agents are revolutionizing healthcare by enhancing clinical decision-making, personalizing patient care, automating administrative tasks, and addressing key challenges to drive safer, more efficient, and patient-centered outcomes.
10 mins read

Generative AI in banking and finance

Generative AI is revolutionizing the financial services industries by automating complex tasks, enhancing customer interactions, and bolstering security. In banking, generative AI models can generate…
16 mins read

Architecting Alpha: The modern quant lifecycle

Modern quant research at scale: GPU-native compute, unified scheduling, and W&B experiment tracking to turn exploration into deployable trading systems.
16 mins read

AI agents in finance and banking

On this page Executive summary The transfornative potential Understanding agents in banking Technical architecture Use cases Production readiness checklist Challenges and solutions Ethical and responsible…
18 mins read

Reinforcement learning: A guide to AI’s interactive learning paradigm

On this page What is reinforcement learning? The goal Online vs offline RL Taxonomy Core methods Benchmarks, metrics, and frameworks Advances and trends Successful applications…
27 mins read

What is LLMOps and how does it work?

The rise of large language models (LLMs) has revolutionized natural language processing, opening the door to powerful applications across industries—from conversational agents and code generation…
6 mins read

What are AI agents? Key concepts, benefits, and risks

In this exploration, we will dive into the architecture, applications, and future potential of AI agents, highlighting their role in transforming modern problem-solving paradigms.
9 mins read

Responsible AI: A guide to guardrails and scorers

Explore how security, ethical, and technical guardrails ensure accuracy, reliability, and compliance in AI applications.
6 mins read

Generative AI in retail

Generative AI is reshaping the retail industry, ushering in a new era of personalization, operational efficiency, and innovation. As this technology advances, retailers are leveraging…
15 mins read

Current best practices for training LLMs from scratch

Explore the foundational considerations for training large language models (LLMs) from scratch, including key trade-offs, pitfalls, and decision-making frameworks.
24 mins read