Deep Dives

Don’t Waste Your Labeled Anomalies: 3 Practical Strategies to Boost Anomaly Detection Performance

algorithms assume you’re working with completely unlabeled data. But in the event you’ve actually worked on these problems, the fact is commonly different. In practice, anomaly detection tasks often include at the very...

What Can the History of Data Tell Us Concerning the Way forward for AI?

I actually have decided to jot down concerning the history of information for several reasons. First, I work in data, and I wish to know the history of my field. Second, I imagine one...

Evaluation-Driven Development for LLM-Powered Products: Lessons from Constructing in Healthcare

in the sphere of enormous language models (LLM) and their applications is very rapid. Costs are coming down and foundation models have gotten increasingly capable, capable of handle communication in text, images, video....

Scene Understanding in Motion: Real-World Validation of Multimodal AI Integration

of this series on multimodal AI systems, we’ve moved from a broad overview into the technical details that drive the architecture. In the primary article, I laid the muse by showing how layered, modular design...

Constructing a Сustom MCP Chatbot

a technique to standardise communication between AI applications and external tools or data sources. This standardisation helps to scale back the variety of integrations needed ():  You should use community-built MCP servers whenever you need...

Work Data Is the Next Frontier for GenAI

While publicly accessible training data is predicted to expire, there continues to be an abundance of untapped private data. Inside private data, the largest and best opportunity is—I feel—work data: work outputs of information...

The way to Tremendous-Tune Small Language Models to Think with Reinforcement Learning

in fashion. DeepSeek-R1, Gemini-2.5-Pro, OpenAI’s O-series models, Anthropic’s Claude, Magistral, and Qwen3 — there's a brand new one every month. Once you ask these models a matter, they go right into a ...

GraphRAG in Motion: A Easy Agent for Know-Your-Customer Investigations

the world of monetary services, Know-Your-Customer (KYC) and Anti-Money Laundering (AML) are critical defense lines against illicit activities. KYC is of course modelled as a graph problem, where customers, accounts, transactions, IP addresses,...

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