From Bias to Balance: Navigating LLM Evaluations
This research paper explores the challenges of evaluating Large Language Model (LLM) outputs and introduces EvalGen, a new interface designed to improve the alignment between LLM-generated evaluations...
5 Dec 202417min
The LLM Performance Lab: Testing, Tuning, and Triumphs
Both sources discuss building effective evaluation systems for Large Language Model (LLM) applications. The YouTube transcript details a case study where a real estate AI assistant, initially improved...
5 Dec 202424min
RAGified: Smarter AI Conversations
Retrieval-Augmented Generation (RAG) applications, integrating information retrieval with language generation, are examined in this technical document. The paper explores methodologies for improving R...
5 Dec 202414min
Beyond the Benchmark: Crafting the Future of AI Agent Evaluation and Optimization
This research paper assesses the current state of AI agent benchmarking, highlighting critical flaws hindering real-world applicability. The authors identify shortcomings in existing benchmarks, inclu...
3 Dec 202418min
From Prompt Engineering to AI Agent Frameworks: A Complete Guide
This text presents a two-level learning roadmap for developing AI agents. Level 1 focuses on foundational knowledge, including generative AI, large language models (LLMs), prompt engineering, data han...
3 Dec 20246min
Building Smarter AI: Practical Patterns for Leveraging Large Language Models
Summary: This article details practical patterns for integrating large language models (LLMs) into systems and products. It covers seven key patterns: evaluations for performance measurement; retrieva...
3 Dec 202429min
From Training to Thinking: Optimizing AI for Real-World Challenges
Summary: This research paper explores how to optimally increase the computational resources used by large language models (LLMs) during inference, rather than solely focusing on increasing model size ...
3 Dec 202415min
BigFunctions: Simplifying BigQuery
BigFunctions is an open-source framework for creating and managing a catalog of BigQuery functions. It offers over 100 ready-to-use functions, enabling users to enhance their BigQuery data analysis. T...
24 Nov 20245min
