AI guides

How teams build, evaluate and observe AI systems in production.

143 articles · 11 topics

Building AI systemsBuild vs Buy: How to Choose the Right Path for Your GenAI App's GuardrailsLearn how to create secure and ethical generative AI applications by implementing effective guardrails and guidelines.22 October 20246 min read EvalsPrompt Injection Attacks in LLMs: What Are They and How to Prevent ThemPrompt injection is a malicious attack, misleading prompts in LLMs to influence their outputs. Learn more to be prepared.30 September 202416 min read Building AI systemsRAG in Production: Deployment Strategies and Practical ConsiderationsAs organizations rush to implement Retrieval-Augmented Generation (RAG) systems, many struggle at the production stage, their prototypes breaking under real-world scale.2 September 202422 min read Building AI systemsTop Challenges in Building Enterprise LLM ApplicationsThis comprehensive guide explores organizations' key challenges when building enterprise LLM applications.20 August 202413 min read AI leadershipPlanning Your 2025 Generative AI Budget: A Comprehensive GuideAs we step into 2025, integrating GenAI isn't just an option; it's a necessity. Here's how to plan your 2025 GenAI budget.20 August 202413 min read LLMsVector Databases: Powering the Future of Generative AIDiscover why vector databases are crucial for generative AI. Learn about their features and applications in NLP, image processing, and autonomous vehicles.11 August 202413 min read GenAI observabilityTop 7 GenAI Security Tools to Safeguard Your AI's FutureGet a comprehensive list of the top AI security tools in 2024. These tools will help you safeguard your system from potential threats.24 July 202414 min read LLMsWhat is a Reasoning Engine?A Reasoning Engine, aka a reasoner or rules engine, makes logical inferences based on rules and input data, guiding evaluations or recommending actions.24 July 202415 min read Building AI systemsUltimate Guide to Prompt Engineering + ExamplesLearn what prompt engineering is with our step-by-step guide. Discover techniques and examples to master prompt engineering for your AI projects.23 July 202425 min read GenAI observabilityEvolution of RAG in Generative AIThese models extract relevant information from a knowledge base to respond to queries. Yet, they may lack the creative flair and coherence of generative models.4 July 202414 min read Building AI systemsHow to Train Your Own Language ModelLearn how to train your own large language model. Explore GPT models, training steps, key components, benefits, challenges, and more.4 July 202420 min read Building AI systemsThe GenAI Chasm: What Is It & How to Cross ItAs AI technology advances, there are certain issues that have arisen that are now coming to light, one of them being the GenAI Chasm.10 June 20242 min read EvalsAI Chatbot Hallucinations: Understanding and Mitigating RisksUnderstanding the phenomenon of chatbot hallucinations, their causes, implications, and strategies for mitigation in AI development.23 May 20243 min read Building AI systemsLow-Rank Adaptation: A Closer Look at LoRADiscover how LoRA transforms LLM fine-tuning with reduced costs and enhanced efficiency for domain-specific tasks.8 May 202410 min read IndustriesGenerative AI in HR: Applications and RisksExplore how Generative AI transforms HR practices, its potential benefits, and the risks involved. Learn to leverage generative AI in HR.22 April 20246 min read LLMsTop 10 Open Source LLMs to Know in 2024Understand the pros and cons of open-source LLMs, and check out our curated list of the top 10 Open Source LLMs you should get to know this year.12 April 20249 min read Building AI systemsHow to Build LLM-Based Phone Assistants with OpenAI, Twilio, & CoralogixLearn to create advanced LLM-based voice assistants using OpenAI, Twilio, & Coralogix for secure, smart interactions. Step-by-step guide inside.5 April 20246 min read GenAI observabilityWhat Are LLM Jailbreak Attacks?LLM jailbreak bypasses safety restrictions to force LLMs to create restricted content. Learn how to identify and prevent this prompt injection attack.29 March 20246 min read Building AI systemsAI Gateway: What is it & 5 AI Gateways You Should Know AboutDive into the world of AI Gateway. Understand the basics and explore 5 AI Gateways you should get to know.29 March 20247 min read Building AI systemsProduct Managers — You Need ZERO Engineers to Prove That an AI App Can be BuiltAs a product manager, you know how beneficial AI apps can be. Find out how to convince stakeholders to accept your ideas without engineering support.28 March 20246 min read AI leadershipTaming the AI Control Problem and Shaping a Safe FutureLearn how to solve the AI Control Problem by making AI follow human values, reducing risks, and creating a safe future for everyone.27 February 20246 min read LLMsIntroduction to RAGs: Real-world Applications and ExamplesUnleash AI creativity with real examples of Retrieval Augmented Generation (RAG). See how it boosts accuracy, writes code and fuels chatbots.26 February 20248 min read AI leadershipStreamlining GenAI Projects: A Data Science Leader’s GuideUnlock the secrets to leading successful GenAI projects with our expert guide. Discover practical tips for innovation and team management.21 February 20248 min read IndustriesGenerative AI in Retail & E-CommerceThe use cases of generative AI in e-commerce are diverse. Understand how to leverage this tool safely to help increase business impact.19 February 20246 min read
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