CIO

NOVEMBER 21, 2024

These metrics might include operational cost savings, improved system reliability, or enhanced scalability. Measuring ROI beyond financial metrics Although traditional ROI metrics remain important, modern IT initiatives must be evaluated through a broader lens considering non-financial metrics.

Strategy 183

Strategy Technical Advisors Agile Culture 183

Honeycomb

FEBRUARY 26, 2025

Among these signals, OpenTelemetry metrics are crucial in helping engineers understand their systems. In this blog, well explore OpenTelemetry metrics, how they work, and how to use them effectively to ensure your systems and applications run smoothly. What are OpenTelemetry metrics?

Metrics 69

Metrics Engineering Trends System 69

TechCrunch

MARCH 9, 2022

As organizations continue to build out their digital architecture, a new category of enterprise software has emerged to help them manage that process. “Enterprise architecture today is very much about the scaffolding in the organization,” he said. This means that you can also then run, for example, scenario analysis.

Architecture 246

Architecture Enterprise Network Organization 246

TechCrunch

FEBRUARY 8, 2023

The rise of streaming architectures — frameworks of software components built to ingest and process large volumes of data from multiple sources — is driving the demand for better reliability and performance. “Alternative approaches can’t introspect streaming data and instead rely on metadata-driven metrics.

Architecture 199

Architecture Data Open Source Engineering 199

CIO

APRIL 29, 2025

By deploying AI-powered code analysis, we systematically identified deteriorating modules exhibiting code smells, duplication patterns, excessive dependencies, and architectural brittleness enabling precise prioritization of refactoring efforts. Manual remediation would have been prohibitively resource-intensive. Enhanced linting.

Technical Review 175

Technical Review Weak Development Team Software Review Systems Review 175

CIO

JANUARY 7, 2025

It prevents vendor lock-in, gives a lever for strong negotiation, enables business flexibility in strategy execution owing to complicated architecture or regional limitations in terms of security and legal compliance if and when they rise and promotes portability from an application architecture perspective.

Cloud 147

Cloud Strategy Architecture Policies 147

CIO

JANUARY 30, 2025

In the years to come, advancements in event-driven architectures and technologies like change data capture (CDC) will enable seamless data synchronization across systems with minimal lag. These capabilities rely on distributed architectures designed to handle diverse data streams efficiently.

Scalability 169

Scalability Government Trends Artificial Inteligence 169

CIO

DECEMBER 18, 2024

They chain together with the transaction boundaries to create the experience, and we created abstraction in every layer of the architecture to create flexibility, and help scale and pivot business models. These high-level metrics tie to every leaders objectives. We look at the results and metrics and share our thoughts.

Technical Review 174

Technical Review Metrics Groups Leadership 174

TechCrunch

NOVEMBER 16, 2020

Hameed and Qadeer developed Deep Vision’s architecture as part of a Ph.D. “They came up with a very compelling architecture for AI that minimizes data movement within the chip,” Annavajjhala explained. In addition, its software optimizes the overall data flow inside the architecture based on the specific workload.

Weak Development Team 326

Weak Development Team Hardware Architecture Automotive 326

Luis Goncalves

APRIL 11, 2025

This requires specific approaches to product development, architecture, and delivery processes. Create clear metrics tracking progress and assign ownership for each initiative. What metrics should we focus on during the scaling phase? Successful scaling startups maintain balance between growth and efficiency metrics.

Weak Development Team 165

Weak Development Team Technical Review Sustainability Systems Review 165

AWS Machine Learning - AI

APRIL 29, 2025

In the era of generative AI , new large language models (LLMs) are continually emerging, each with unique capabilities, architectures, and optimizations. In this post, we present an LLM migration paradigm and architecture, including a continuous process of model evaluation, prompt generation using Amazon Bedrock, and data-aware optimization.

Artificial Inteligence 84

Artificial Inteligence Performance Data Generative AI 84

Honeycomb

NOVEMBER 19, 2024

phenomenon We’ve all heard the slogan, “metrics, logs, and traces are the three pillars of observability.” You probably use some subset (or superset) of tools including APM, RUM, unstructured logs, structured logs, infra metrics, tracing tools, profiling tools, product analytics, marketing analytics, dashboards, SLO tools, and more.

Software Review 133

Software Review Weak Development Team Metrics Technical Review 133

AWS Machine Learning - AI

OCTOBER 29, 2024

Observability refers to the ability to understand the internal state and behavior of a system by analyzing its outputs, logs, and metrics. Evaluation, on the other hand, involves assessing the quality and relevance of the generated outputs, enabling continual improvement. versions, catering to different programming preferences.

Generative AI 113

Generative AI Applications AWS Knowledge Base 113

AWS Machine Learning - AI

OCTOBER 16, 2024

The general architecture of the metadata pipeline consists of two primary steps: Generate transcriptions of audio tracks: use speech recognition models to generate accurate transcripts of the audio content. Word information lost (WIL) – This metric quantifies the amount of information lost due to transcription errors.

Media 117

Media Video Artificial Inteligence Generative AI 117

AWS Machine Learning - AI

JANUARY 29, 2025

DeepSeek-R1 distilled variations From the foundation of DeepSeek-R1, DeepSeek AI has created a series of distilled models based on both Metas Llama and Qwen architectures, ranging from 1.570 billion parameters. Review the model response and metrics provided. 8B ) and DeepSeek-R1-Distill-Llama-70B (from base model Llama-3.3-70B-Instruct

Generative AI 131

Generative AI Artificial Inteligence AWS Technical Review 131

Hacker Earth Developers Blog

DECEMBER 25, 2024

For instance, assigning a project that involves designing a scalable database architecture can reveal a candidates technical depth and strategic thinking. Here are several key metrics and methods to evaluate the effectiveness of your HiPo identification process: 1.

Technical Review 130

Technical Review Software Review Leadership Metrics 130

Honeycomb

APRIL 23, 2025

Get your free copy of Charity’s Cost Crisis in Metrics Tooling whitepaper. Metrics-heavy shops are used to blaming custom metrics for their cost spikes, and for good reason. If you use a lot of custom metrics, switching to the 2.0 Every multiple pillars platform can handle your metrics, logs, traces, errors, etc.,

Weak Development Team 111

Weak Development Team Metrics Storage Engineering 111

Xebia

OCTOBER 23, 2024

Architecture Overview The accompanying diagram visually represents our infrastructure’s architecture, highlighting the relationships between key components. In our example, our CloudWatch Alarms are fed by metrics generated by our ALB, but we could use any other metric that we thought could be more relevant.

AWS 130

AWS Network Software Review Lambda 130

AWS Machine Learning - AI

MARCH 20, 2025

Moreover, Amazon Bedrock offers integration with other AWS services like Amazon SageMaker , which streamlines the deployment process, and its scalable architecture makes sure the solution can adapt to increasing call volumes effortlessly. This is powered by the web app portion of the architecture diagram (provided in the next section).

Generative AI 87

Generative AI Artificial Inteligence Metrics AWS 87

CIO

OCTOBER 15, 2024

Her goal in overhauling her resume was to take it from being a “function-based resume,” rooted in federal terminology to a “standard, industry-driven resume with key metrics and highlights,” she says.

Industry 183

Industry Recruiting How To Real Estate 183

AWS Machine Learning - AI

APRIL 9, 2025

By monitoring utilization metrics, organizations can quantify the actual productivity gains achieved with Amazon Q Business. Tracking metrics such as time saved and number of queries resolved can provide tangible evidence of the services impact on overall workplace productivity.

Weak Development Team 85

Weak Development Team Metrics AWS Systems Review 85

AWS Machine Learning - AI

NOVEMBER 15, 2024

Model monitoring of key NLP metrics was incorporated and controls were implemented to prevent unsafe, unethical, or off-topic responses. The following diagram illustrates the Principal generative AI chatbot architecture with AWS services. The platform has delivered strong results across several key metrics.

Generative AI 113

Generative AI AWS Groups Artificial Inteligence 113

Openxcell

JANUARY 20, 2025

The inner transformer architecture comprises a bunch of neural networks in the form of an encoder and a decoder. USE CASES: To develop custom AI workflow and transformer architecture-based AI agents. With over 100 built-in metrics, it offers extensive monitoring and evaluation tools for comprehensive LLM fine-tuning.

Artificial Inteligence 105

Artificial Inteligence Tools Open Source Architecture 105

Cloudera

DECEMBER 4, 2024

High-level architecture The diagram above shows a high-level architecture of Cloudera AI Inference service in context: KServe and Knative handle model and application orchestration, respectively. System metrics, such as inference latency and throughput, are available as Prometheus metrics.

Artificial Inteligence 73

Artificial Inteligence Architecture Machine Learning Metrics 73

AWS Machine Learning - AI

MARCH 14, 2025

Although automated metrics are fast and cost-effective, they can only evaluate the correctness of an AI response, without capturing other evaluation dimensions or providing explanations of why an answer is problematic. Human evaluation, although thorough, is time-consuming and expensive at scale.

Knowledge Base 99

Knowledge Base Applications Artificial Inteligence Generative AI 99

CIO

FEBRUARY 25, 2025

For companies that have already been investing in data, architecture, and technology over the past few years, the focus is more on transformation of culture and business models. Stories and metrics matter. Cybersecurity is also a huge focus for many organizations. Interviewers are trying to mitigate risk when they hire.

Technical Review 190

Technical Review Artificial Inteligence How To Recruiting 190

CIO

MARCH 26, 2025

By presenting clear metrics and success stories illustrating the value of integrating technology into core business strategies, CIOs became involved in broader business discussions and initiatives. A high-performing database architecture can significantly improve user retention and lead generation.

Real Estate 159

Real Estate Leadership Study Technology 159

OverOps

MAY 7, 2019

It seems like everyone is into microservices these days, and monolith architectures are slowly fading into obscurity. In monolithic applications, it is reflected in the separation of Presentation, Business and Data Layers in a typical 3-tier architecture. Editor’s Note: This post was originally published on May 5, 2016.

Microservices 256

Microservices Weak Development Team Architecture SDLC 256

AWS Machine Learning - AI

JANUARY 13, 2025

The architecture seamlessly integrates multiple AWS services with Amazon Bedrock, allowing for efficient data extraction and comparison. The following diagram illustrates the solution architecture. These challenges highlighted the need for a more streamlined and efficient approach to the submission and review process.

Education 110

Education Report Technical Review Generative AI 110

Perficient

NOVEMBER 26, 2024

The Model-View-ViewModel (MVVM) architectural pattern is widely adopted in Android app development. Unit testing each layer in an MVVM architecture offers numerous benefits: Early Bug Detection: Identify and fix issues before they propagate to other parts of the app. It’s a crucial metric to assess the quality of your test suite.

Testing 80

Testing Software Review Authentication Analysis 80

AWS Machine Learning - AI

MARCH 13, 2025

Model Variants The current DeepSeek model collection consists of the following models: DeepSeek-V3 An LLM that uses a Mixture-of-Experts (MoE) architecture. These models retain their existing architecture while gaining additional reasoning capabilities through a distillation process. xlarge across all metrics.

Artificial Inteligence 103

Artificial Inteligence AWS Machine Learning Load Balancer 103

CIO

SEPTEMBER 17, 2024

CIOs often have a love-hate relationship with enterprise architecture. In the State of Enterprise Architecture 2023 , only 26% of respondents fully agreed that their enterprise architecture practice delivered strategic benefits, including improved agility, innovation opportunities, improved customer experiences, and faster time to market.

Agile 218

Agile Enterprise CTO Coach Technical Review 218

AWS Machine Learning - AI

MARCH 13, 2025

MaestroQA also offers a logic/keyword-based rules engine for classifying customer interactions based on other factors such as timing or process steps including metrics like Average Handle Time (AHT), compliance or process checks, and SLA adherence. The following architecture diagram demonstrates the request flow for AskAI.

Generative AI 113

Generative AI CTO Coach AWS Artificial Inteligence 113

AWS Machine Learning - AI

DECEMBER 4, 2024

They have structured data such as sales transactions and revenue metrics stored in databases, alongside unstructured data such as customer reviews and marketing reports collected from various channels. The following diagram illustrates the conceptual architecture of an AI assistant with Amazon Bedrock IDE.

Generative AI 106

Generative AI Applications Technical Review Software Review 106

OverOps

MAY 15, 2019

Unlike a monolithic architecture, microservices make it easier for us to understand, develop and test individual elements of the main product, and it helps make each part much more resilient to architecture erosion. You can iterate faster. Watch a live demo here.

Microservices 273

Microservices Weak Development Team How To Architecture 273