Prompt Noise Is Killing Your AI Accuracy: How to Optimize Context for Grounded Output

Prompt Noise Is Killing Your AI Accuracy: How to Optimize Context for Grounded Output

The most common reason an AI system “hallucinates” in production isn’t that the model is dumb. It’s that we’re drowning it. In the last year, many teams have quietly adopted a pattern that looks sophisticated on paper: throw everything into the prompt. Policies, API schemas, examples, edge cases, brand voice, product...

Unlock GitHub Copilot’s Full Potential: Why Every Repo Needs an AGENTS.md File

Unlock GitHub Copilot’s Full Potential: Why Every Repo Needs an AGENTS.md File

Supercharge Your AI Pair Programming Experience with Project-Specific Context and Control AI-assisted development has rapidly transformed how engineers write code, collaborate, and ship software. GitHub Copilot, powered by OpenAI’s Codex and now evolving with GPT-5 capabilities, is at the center of this revolution —...

Cloud, DevOps & SRE Guidance 1

Brought to you by

Chris Pietschmann

with 25 years of experience in the industry!

Microsoft MVP
Cloud, DevOps & SRE Guidance 2
Cloud, DevOps & SRE Guidance 3

Big Thinkers

Big Thinkers: James Gosling – Creator of Java

Big Thinkers: James Gosling – Creator of Java

James Gosling is a name that resonates through the halls of computer science, software engineering, and more recently, cloud computing. Best known as the "Father of Java," Gosling's influence stretches far beyond the iconic programming language. His work has quietly but profoundly shaped the modern cloud landscape,...

Big Thinkers: Brendan Eich – From JavaScript to Cloud Privacy Pioneer

Big Thinkers: Brendan Eich – From JavaScript to Cloud Privacy Pioneer

Brendan Eich may be best known as the creator of JavaScript, but his influence extends well beyond programming languages into the very core of internet privacy and emerging cloud ecosystems. Today, as CEO of Brave Software, Eich is a key figure pushing for decentralized, privacy-first approaches to cloud services and...

Big Thinkers: Tim Berners-Lee – Inventor of the World Wide Web

Big Thinkers: Tim Berners-Lee – Inventor of the World Wide Web

Tim Berners-Lee, a name etched into the bedrock of computing history, stands among the most influential figures to ever touch the digital sphere. Credited with inventing the World Wide Web in 1989, his groundbreaking work at CERN sparked a technological revolution that reshaped communication, commerce, and culture. Over...

Software Innovations

FREE Build5Nines Newsletter!

Helping you stay ahead of the curve on the latest updates in Cloud, AI, DevOps and related technologies and best practices!

SUBSCRIBE NOW

YouTube Channel

Open Source

Build5Nines.SharpVector

Lightweight, In-memory, Semantic Search, Text Vector Database to embed in any .NET application as a Nuget package.
C# / .NET

FREE Build5Nines Newsletter

Subscribe to the FREE Build5Nines newsletter and receive updates on the latest in Cloud, AI and DevOps technologies, directly to your inbox.

Stay up-to-date with news and best practices with industry expert Chris Pietschmann, long-time Microsoft MVP, HashiCorp Ambassador, and Microsoft Certified Trainer (MCT).

Your email will not be sold or shared with third parties. Your privacy is extremely important to us.

Artificial Intelligence

Unlock GitHub Copilot’s Full Potential: Why Every Repo Needs an AGENTS.md File

Unlock GitHub Copilot’s Full Potential: Why Every Repo Needs an AGENTS.md File

Supercharge Your AI Pair Programming Experience with Project-Specific Context and Control AI-assisted development has rapidly transformed how engineers write code, collaborate, and ship software. GitHub Copilot, powered by OpenAI’s Codex and now evolving with GPT-5 capabilities, is at the center of this revolution —...

Prompt Noise Is Killing Your AI Accuracy: How to Optimize Context for Grounded Output

Prompt Noise Is Killing Your AI Accuracy: How to Optimize Context for Grounded Output

The most common reason an AI system “hallucinates” in production isn’t that the model is dumb. It’s that we’re drowning it. In the last year, many teams have quietly adopted a pattern that looks sophisticated on paper: throw everything into the prompt. Policies, API schemas, examples, edge cases, brand voice, product...

Extract Text from PDF Files with Python for use in Generative AI and RAG Solutions

Extract Text from PDF Files with Python for use in Generative AI and RAG Solutions

When building Generative AI and Retrieval-Augmented Generation (RAG) LLM-based solutions, the quality and structure of input data significantly influences the performance of the LLM models. PDF documents, a prevalent format for information dissemination, often contain rich textual content that can be harnessed for such...

Semantic Search in .NET / C# with Build5Nines.SharpVector

Semantic Search in .NET / C# with Build5Nines.SharpVector

As developers, we often find ourselves building smarter, more context-aware applications. Whether it’s powering a document search tool or implementing Retrieval-Augmented Generation (RAG), semantic search is a powerful capability to have in your toolbox. I recently found myself needing a lightweight, local, in-memory...

How to Write AI Prompts That Output Valid JSON Data

How to Write AI Prompts That Output Valid JSON Data

When working with LLMs, an extremely valuable use case is generating structured data as the output response of the AI prompt. Whether you're building an app, prototyping a data pipeline, or performing data extraction or transformation, receiving structured outputs like JSON saves time and makes downstream processing...

Cloud Computing

Prompt Noise Is Killing Your AI Accuracy: How to Optimize Context for Grounded Output

Prompt Noise Is Killing Your AI Accuracy: How to Optimize Context for Grounded Output

The most common reason an AI system “hallucinates” in production isn’t that the model is dumb. It’s that we’re drowning it. In the last year, many teams have quietly adopted a pattern that looks sophisticated on paper: throw everything into the prompt. Policies, API schemas, examples, edge cases, brand voice, product...

From Stuck to Senior: How Mentorship Accelerates Your Cloud, DevOps & AI Career

From Stuck to Senior: How Mentorship Accelerates Your Cloud, DevOps & AI Career

The journey from junior engineer to senior Cloud, DevOps or even AI professional can feel like climbing an ever-growing mountain. New tools. Shifting best practices. Complicated architectures. Add to that the pressure of staying relevant in a sea of LinkedIn updates and GitHub commits, and it’s easy to get stuck—stuck...

Big Thinkers: Scott Hanselman – Empowering Developer Community Worldwide

Big Thinkers: Scott Hanselman – Empowering Developer Community Worldwide

Few voices in the Microsoft and .NET space rise above the rest as much as Scott Hanselman. He's a developer, teacher, speaker, and currently the Vice President of Developer Community at Microsoft. For over two decades, Scott has been a connecting force in the tech world, linking developers to tools, platforms, and to each...

From BASIC to Copilot: 50 Years of Microsoft Technology Innovation and Leadership

From BASIC to Copilot: 50 Years of Microsoft Technology Innovation and Leadership

There are few companies in the history of technology — or business, for that matter — that can say they changed the world. Even fewer can say they did it more than once. As Microsoft marks its 50th anniversary, it’s hard not to marvel at just how much of our modern digital life bears its fingerprints. From the pixelated...

DevOps

Securing Terraform State in Azure Blob Storage using Best Practices

Securing Terraform State in Azure Blob Storage using Best Practices

When your team loses control of its Terraform state file, it loses control of everything in the subscription. An unencrypted or publicly exposed .tfstate isn’t just embarrassing—it’s a roadmap to your entire cloud estate. A breach of the state file is a major security breach that puts the future of your organization at...

OpenAI Secures $40 Billion Funding Round Led by SoftBank to Advance AGI Research

OpenAI Secures $40 Billion Funding Round Led by SoftBank to Advance AGI Research

OpenAI has announced a substantial new funding round, raising $40 billion at a $300 billion post-money valuation. The financing, revealed on March 31, 2025, is backed by SoftBank Group and will be used to advance OpenAI's research towards artificial general intelligence (AGI), expand compute capacity, and enhance its AI...

What is the HashiCorp Ambassador Award?

What is the HashiCorp Ambassador Award?

HashiCorp, the company behind Terraform, Consul, and Vault, has a community recognition award they call "HashiCorp Ambassador." This award is given to individuals who have committed to the spirit of open source and actively share their knowledge in HashiCorp products to the IT community through content creation and local...

Deploy LiteLLM on Microsoft Azure with AZD, Azure Container Apps and PostgreSQL

Deploy LiteLLM on Microsoft Azure with AZD, Azure Container Apps and PostgreSQL

Generative AI is evolving rapidly, and developers are increasingly looking for efficient ways to manage multiple LLMs (Large Language Models) using a centralized proxy. LiteLLM is a powerful solution that simplifies multi-LLM management by acting as a proxy server. However, setting it up on Microsoft Azure can be...

Get Total Size Allocated to Azure Storage Account (Blobs, Files, Tables and Queues)

Get Total Size Allocated to Azure Storage Account (Blobs, Files, Tables and Queues)

Azure Storage Accounts are a fundamental part of cloud storage in Microsoft Azure, providing various types of storage services such as blobs, files, tables, and queues. Understanding the total size allocated to a storage account and the usage breakdown per service type is crucial for optimizing costs, managing capacity,...