O'Reilly

MARCH 25, 2025

The system is inconsistent, slow, hallucinatingand that amazing demo starts collecting digital dust. Two big things: They bring the messiness of the real world into your system through unstructured data. When your system is both ingesting messy real-world data AND producing nondeterministic outputs, you need a different approach.

Systems 67

Systems Development Tuning Monitoring 67

Dynatrace

JULY 6, 2022

While automating IT practices can save administrators a lot of time, without AIOps, the system is only as intelligent as the humans who program it. Expect to spend time fine-tuning automation scripts as you find the right balance between automated and manual processing. Monitoring automation is ongoing. Batch process automation.

Artificial Intelligence 246

Artificial Intelligence Tuning Strategy Big Data 246

Dynatrace

JUNE 22, 2023

What’s it like to design, build, deploy, and maintain the IT systems for an entire military branch? Coast Guard, and the team at the Coast Guard’s Command, Control, Communication, Computer, Cyber and Intelligence (C5I) Service Center are undertaking. Coast Guard’s IT systems appeared first on Dynatrace news.

Artificial Intelligence 130

Artificial Intelligence Cloud Systems Tuning 130

Dynatrace

NOVEMBER 15, 2021

A log is a detailed, timestamped record of an event generated by an operating system, computing environment, application, server, or network device. Logs can include data about user inputs, system processes, and hardware states. Optimized system performance. What is log monitoring? Log monitoring vs log analytics.

Analytics 264

Analytics Monitoring DevOps Artificial Intelligence 264

Dynatrace

JANUARY 26, 2021

Traditional computing models rely on virtual or physical machines, where each instance includes a complete operating system, CPU cycles, and memory. There is no need to plan for extra resources, update operating systems, or install frameworks. The provider is essentially your system administrator. What is serverless computing?

Serverless 246

Serverless Efficiency Lambda Azure 246

Dynatrace

OCTOBER 2, 2023

However, the distributed system of a microservices architecture comes with its own cost: increased application complexity and convoluted testing. In fact, it can be difficult to make code changes that won’t disrupt the entire system. Migration is time-consuming and involved.

Architecture 278

Architecture Artificial Intelligence Cloud Open Source 278

Dynatrace

JULY 22, 2019

Use the Artificial Intelligence”, it is not a Jedi Trick. Self-service content management systems, for instance, allow non-IT staff to make content changes on production systems. If you want to understand how Dynatrace detects errors, read my other blog on how to fine-tune it ! Dynatrace news.

Best Practices 217

Best Practices Artificial Intelligence Monitoring Tuning 217

O'Reilly

MARCH 11, 2025

While the meaning of open for AI is under debate (for example, QwQ claims to be open, but Alibaba has only released relatively small parts of the model), R1 can be modified, specialized, hosted on other platforms, and built into other systems. And they can do useful work, particularly if fine-tuned for a specific application domain.

Artificial Intelligence 61

Artificial Intelligence Infrastructure Government Open Source 61

O'Reilly

NOVEMBER 19, 2024

Also, in place of expensive retraining or fine-tuning for an LLM, this approach allows for quick data updates at low cost. The various flavors of RAG borrow from recommender systems practices, such as the use of vector databases and embeddings. Let’s revisit the point about RAG borrowing from recommender systems.

Open Source 125

Open Source Healthcare Entertainment Database 125

O'Reilly

FEBRUARY 25, 2025

Some AI researchers were publishing papers in the field of intelligent tutoring systems, but there were no widely accessible software libraries or APIs that could be used to make an AI tutor. I held out hope that tweaking my system prompt would improve performance. – Be concise and direct.

Code 81

Code Programming Servers Cloud 81

O'Reilly

FEBRUARY 18, 2025

The eval process combines: Human review Model-based evaluation A/B testing The results then inform two parallel streams: Fine-tuning with carefully curated data Prompt engineering improvements These both feed into model improvements, which starts the cycle again. Fine-tuning works best for specific jobs where you need higher accuracy.

Latency 64

Latency Tuning Metrics Testing 64

Scalegrid

JANUARY 11, 2024

There is a wide selection of advanced solutions available for cloud monitoring, including various choices for ensuring top-notch security in your organization’s systems. In upcoming developments, we can anticipate a greater reliance on artificial intelligence (AI) and machine learning for effective cloud security monitoring.

Best Practices 130

Best Practices Cloud Monitoring Strategy 130

O'Reilly

JUNE 14, 2024

Will there be an ability to consent to their participation in such a system in the first place? While perfect intelligence is no more possible in a synthetic sense than in an organic sense, retrieval-augmented generative (RAG) search engines may be the key to addressing the many concerns we listed above.

Open Source 117

Open Source Media Tuning Engineering 117

O'Reilly

NOVEMBER 28, 2023

Even with cloud-based foundation models like GPT-4, which eliminate the need to develop your own model or provide your own infrastructure, fine-tuning a model for any particular use case is still a major undertaking. Users also need to know how to create a prompt for an AI system that will generate a useful answer.

Open Source 135

Open Source Google Artificial Intelligence Infrastructure 135

O'Reilly

SEPTEMBER 19, 2023

You can download these models to use out of the box, or employ minimal compute resources to fine-tune them for your particular task. Taming complexity Complex adaptive systems are hardly a new concept, though most people got a harsh introduction at the start of the Covid-19 pandemic. The mess is far from over.

Hardware 134

Hardware Storage Big Data Blockchain 134

O'Reilly

NOVEMBER 14, 2023

Can an AI system be creative and, if so, what would that creativity look like? I’m skeptical about AI creativity, though recently I hypothesized that an AI system optimized for “hallucinations” might be the start of “artificial creativity.” We don’t know; a number of cases are in the legal system now. Or just derivative?

Social Media 120

Social Media Innovation Media Tuning 120

O'Reilly

SEPTEMBER 10, 2024

A recent article in Computerworld argued that the output from generative AI systems, like GPT and Gemini, isn’t as good as it used to be. First, developers of AI systems are trying to improve the output of their systems. If I were doing that, I would tune my model towards producing more formal business prose.

Tuning 69

Tuning Internet Internet Programming 69

O'Reilly

JANUARY 16, 2024

I’ve recently been brainstorming ideas for how to design such a system and how to deal with the practical challenges of scaling and maintenance. Speech recognition errors : ChatGPT’s speech recognition system (presumably based on OpenAI’s open-source Whisper model ) is very good, but it does at times misinterpret what I’m saying.

Internet 112

Internet Internet Entertainment Design 112

O'Reilly

JULY 25, 2023

libraries, frameworks, build systems, permissions, API authentication keys, and other plumbing to hook things together), then the task at hand reduces to a self-contained and well-defined programming problem, which AI tools excel at. That’s because once the software environment has been set up (e.g.,

Programming 98

Programming Code Design Benchmarking 98

Dynatrace

FEBRUARY 29, 2024

As digital transformation continues to redefine how the government does business, cloud migrations and artificial intelligence (AI) are playing increasingly indispensable roles. Specifically, we considered how to strike the right balance between embracing these advancements and safeguarding systems, data, and users.

Government 243

Government Innovation Artificial Intelligence Small Business 243

Adrian Cockcroft

JUNE 29, 2019

What we do to make our computer systems observable is actually closely related to consciousness. The essential quality of conciseness is a model of the system. That model is fed with information and interrogated about the overall health and behavior of the system.

Artificial Intelligence 72

Artificial Intelligence Energy Monitoring Open Source 72

Adrian Cockcroft

JUNE 29, 2019

What we do to make our computer systems observable is actually closely related to consciousness. The essential quality of conciseness is a model of the system. That model is fed with information and interrogated about the overall health and behavior of the system.

Artificial Intelligence 52

Artificial Intelligence Energy Monitoring Open Source 52

All Things Distributed

NOVEMBER 30, 2016

Effectively applying AI involves extensive manual effort to develop and tune many different types of machine learning and deep learning algorithms (e.g. automatic speech recognition, natural language understanding, image classification), collect and clean the training data, and train and tune the machine learning models.

AWS 152

AWS Lambda Artificial Intelligence Mobile 152