07 / Journal

Thoughts from buildingreal AI systems.

Notes on LLM and RAG systems, MLOps, data engineering and the craft of shipping software that has to keep working.

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Articles published
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Everything I’vewritten down.

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10 articles of 38

AI Agents in Production: Architecture, Tools, Memory and Guardrails
AI Agents9 min read

AI Agents in Production: Architecture, Tools, Memory and Guardrails

AI agents in production need clear tool boundaries, durable state, scoped memory and tested recovery. Build an architecture that makes failures understandable.

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Production RAG: Chunking, Hybrid Search, Reranking and Evaluation
Artificial Intelligence9 min read

Production RAG: Chunking, Hybrid Search, Reranking and Evaluation

Design a production RAG pipeline from ingestion to evaluation, with practical decisions for chunking, hybrid retrieval, reranking, permissions and grounded answers.

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LLMOps in Practice: Evaluate, Trace and Monitor LLM Applications
Artificial Intelligence9 min read

LLMOps in Practice: Evaluate, Trace and Monitor LLM Applications

Connect offline evaluations to production traces and useful alerts. Build an LLMOps process that explains regressions, protects private data and supports controlled releases.

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Introduction to Custom Machine Learning Models
Artificial Intelligence7 min read

Introduction to Custom Machine Learning Models

Machine learning is a rapidly evolving field that offers endless possibilities for various industries. With new research and advancements being released regularly, it's now possible to leverage state-of-the-art machine learning models for your own data and applications. This article will guide you through the process of customizing machine learning models to suit your specific needs,…

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The Ethical Risks of Artificial Intelligence in Business
Artificial Intelligence7 min read

The Ethical Risks of Artificial Intelligence in Business

Artificial Intelligence (AI) has revolutionized various aspects of our lives, from healthcare to transportation. However, along with its numerous benefits, AI also poses ethical risks that businesses must address. These risks include the potential for bias, invasions of privacy, and even deadly accidents. As AI operates at scale, any problems that arise can have a…

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AI-Powered Apps: Revolutionizing Industries and Enhancing User Experiences
Artificial Intelligence12 min read

AI-Powered Apps: Revolutionizing Industries and Enhancing User Experiences

Artificial intelligence (AI) has become an integral part of our daily lives, transforming various industries and enhancing user experiences. From voice assistants to personalized shopping recommendations, AI-powered applications have revolutionized the way we interact with technology. The market for AI software is rapidly expanding, with the revenue expected to reach $126 billion by 2025. As…

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AI-Powered Apps with OpenAI: Enhancing Innovation and Development
Artificial Intelligence7 min read

AI-Powered Apps with OpenAI: Enhancing Innovation and Development

AI full form is Artificial Intelligence that has revolutionized the way we interact with technology, and OpenAI leads the charge in this transformative journey, paving the way for a new era in the world of technology. With its advanced AI models like GPT-3, Codex, DALL-E, and Whisper, OpenAI has opened up a world of possibilities…

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Data Science Case Studies: Real-World Data Analysis Cases
Artificial Intelligence8 min read

Data Science Case Studies: Real-World Data Analysis Cases

In the intricate world where data intertwines with meaningful solutions, data science emerges as the guiding light, illuminating the path to innovation. This article embarks on a journey through the realms of real-world challenges and transformative solutions as we delve into a curated collection of Data Science Case Studies. These narratives, akin to chapters in…

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The Latest Artificial Intelligence Innovator 2024
Artificial Intelligence9 min read

The Latest Artificial Intelligence Innovator 2024

In the ever-evolving landscape of technology, Artificial Intelligence (AI) stands at the forefront, continually pushing boundaries and reshaping the way we interact with the digital realm. As we navigate the complexities of the 21st century, Artificial Intelligence Innovators are not just incremental improvements; they are transformative leaps that promise to redefine industries, augment human capabilities,…

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Remote Typescript Developer: GraphQL, TypeScript and PostgreSQL API
Artificial Intelligence8 min read

Remote Typescript Developer: GraphQL, TypeScript and PostgreSQL API

The go-to stack in recent times for developers, especially Remote Typescript Developers, revolves around GraphQl and Typescript. While I have utilized Vanilla JavaScript in a recent project, my experience with Typescript has been extensive. Despite not having direct hands-on experience initially, I found great assistance through a tutorial that guided me effectively. In this article,…

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