ODSC - Open Data Science

JUNE 10, 2025

Architectural Design: Real-Time, Event-Driven The system architecture is built on microservices and event-driven principles: Flink AI enables real-time LLM calls, such as summarizing data or generating SQL within the stream. To improve robustness: Use replayable events to compare outputs across prompt iterations.

SQL 52

SQL AI AI System Architecture 52

AWS Machine Learning Blog

DECEMBER 4, 2024

The following graphic shows how Amazon Bedrock is incorporated to support generative AI capabilities in the fraud detection system architecture.

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ML ML AWS AI 101

AssemblyAI

NOVEMBER 19, 2024

A Highlight in Simplicity: The Looker Dashboard After investing significant time and effort into designing a robust system architecture and ensuring top-tier security, it was somewhat surprising to see what garnered the most attention within the organization: a Looker dashboard.

AI 104

AI AI Data Governance Analytics 104

AWS Machine Learning Blog

NOVEMBER 26, 2024

Let’s transition to exploring solutions and architectural strategies. Approaches to researcher productivity To translate our strategic planning into action, we developed approaches focused on refining our processes and system architectures.

ML 111

ML ML AI AI 111

Dataconomy

MAY 30, 2025

High availability (HA) considerations High availability remains a critical design consideration in systems architecture. By ensuring that systems are consistently reachable, organizations can further bolster their failover capabilities. This strategic planning is essential for maintaining operational continuity.

System Architecture 91

System Architecture 91

Flipboard

JUNE 18, 2025

Generative AI brings powerful capabilities to threat modeling, combining natural language processing with visual analysis to simultaneously evaluate system architectures, diagrams, and documentation.

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AWS AI AI System Architecture 102

AWS Machine Learning Blog

FEBRUARY 13, 2025

To understand how this dynamic role-based functionality works under the hood, lets examine the following system architecture diagram. As shown in preceding architecture diagram, the system works as follows: The end-user logs in and is identified as either a manager or an employee.

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AWS Machine Learning Blog

JULY 15, 2025

One of these innovations is an AI solution that automatically analyzes system architecture, logs, and infrastructure changes. The BMW Group manages over 23 million vehicles connected to its Connected Vehicle Backend hosted on AWS, generating approximately 17 billion requests and 197 terabytes of data per day.

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O'Reilly Media

NOVEMBER 19, 2024

What’s old becomes new again: Substitute the term “notebook” with “blackboard” and “graph-based agent” with “control shell” to return to the blackboard system architectures for AI from the 1970s–1980s. See the Hearsay-II project , BB1 , and lots of papers by Barbara Hayes-Roth and colleagues. Does GraphRAG improve results?

Database 131

Database Natural Language Processing AI AI 131

Flipboard

APRIL 23, 2025

This endpoint based architecture provides decoupling between the other processing, allowing independent scaling, versioning, and maintenance of each component. The decoupled nature of the endpoints also provides flexibility to update or replace individual models without impacting the broader system architecture.

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AWS ML ML Natural Language Processing 109

Dataconomy

MARCH 3, 2025

They must grasp how decentralized applications integrate into this ecosystem while ensuring they craft algorithms that prioritize security and efficacy alongside maintaining node operationsall tailored towards accommodating specific scale parameters and performance goals within a given systems architecture.

Computer Science 91

Computer Science Computer Science Internet of Things Database 91

ODSC - Open Data Science

JUNE 12, 2025

How the Summit Works Week 1: Foundations Dive into core agent systems — architecture, memory, planning, and frameworks. Outside of work, she enjoys hiking and climbing in the Italian mountains, running, and relaxing with a good book and coffee.

Machine Learning 52

Machine Learning Machine Learning AI AI 52

AWS Machine Learning Blog

MARCH 10, 2025

Solution overview The following figure illustrates our system architecture for CreditAI on AWS, with two key paths: the document ingestion and content extraction workflow, and the Q&A workflow for live user query response. In the following sections, we dive into crucial details within key components in our solution.

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AWS Machine Learning Blog

MAY 14, 2025

Before AWS, Anoop held several leadership roles at startups and large corporations, primarily focusing on silicon and system architecture of AI infrastructure. He partners with top frontier model builders, strategic customers, and AWS service teams to enable distributed training and inference at scale on AWS and lead joint GTM motions.

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Clustering AWS ML ML 75

Hacker News

JULY 1, 2025

Or if you have a team of greybeards doing HPC/systems programming and you're looking for some young blood, I am a very quick learner, and very eager to learn. Strong in system architecture, developer tooling, and cross-functional collaboration. Some: React, IoT, bit o elm, ML, LLM ops and auotmation.

Python 57

Python AWS SQL ML 57

Dataconomy

MARCH 19, 2025

Nvidia GR00T N1 and its capabilities The Nvidia Isaac GR00T N1 foundation model introduces a dual-system architecture inspired by human cognition. System 1 acts as a fast-thinking action model emulating human reflexes and intuition, while System 2 serves as a slow-thinking model for methodical decision-making.

AI 91

AI AI System Architecture Machine Learning 91

Dataconomy

JULY 7, 2025

Education and training in information systems Various educational programs are available for those interested in pursuing a career in Information Systems. These programs range from associate to doctoral levels and often focus on: System architecture: Designing effective IS frameworks.

Database Administration 91

Database Administration Database System Architecture 91

AWS Machine Learning Blog

APRIL 14, 2025

The key features of LangGraph Studio are: Visual agent graphs The IDEs visualization tools allow developers to represent agent flows as intuitive graphic wheels, making it straightforward to understand and modify complex system architectures.

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Dataconomy

MAY 12, 2025

Why it stands out: High refresh rate display, strong GPU, premium build Ideal for: Gamers learning cyber defense and system architecture 7. ASUS ROG Zephyrus G14 Portable power for cyber security learners Dont be fooled by the compact form. This Ryzen-powered machine can run all major security tools and labs with ease.

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System Architecture Machine Learning Machine Learning 103

AWS Machine Learning Blog

MARCH 5, 2025

It requires checking many systems and teams, many of which might be failing, because theyre interdependent. Developers need to reason about the system architecture, form hypotheses, and follow the chain of components until they have located the one that is the culprit.

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AWS AI AI Machine Learning 118

Flipboard

MAY 30, 2025

He manages a multidisciplinary organization of applied scientists, engineers, and product leaders focused on surfacing trustworthy customer insights through scalable ML models, multimodal information retrieval, and real-time system architecture. Germany, and Argentina.

AI 157

AI AI AWS ML 157

ODSC - Open Data Science

MARCH 31, 2025

Beyond the Prompt: Architecting Reliable Enterprise LLMAgents Vivek Muppalla, Director of AI Engineering atCohere As organizations move from prototypes to production, they need more than prompt tuningthey need full system architectures.

AI 52

AI AI System Architecture Data Science 52

AWS Machine Learning Blog

APRIL 10, 2025

Before AWS, Anoop held several leadership roles at startups and large corporations, primarily focusing on silicon and system architecture of AI infrastructure. He partners with top frontier model builders, strategic customers, and AWS service teams to enable distributed training and inference at scale on AWS and lead joint GTM motions.

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ML ML Clustering AWS 113

AWS Machine Learning Blog

MARCH 13, 2025

Agent broker methodology Following an agent broker pattern, the system is still fundamentally event-driven, with actions triggered by the arrival of messages. New agents can be added to handle specific types of messages without changing the overall system architecture.

AI 95

AI AI AWS Artificial Intelligence 95

AWS Machine Learning Blog

FEBRUARY 19, 2025

Over the past 30 years, Andy has led efforts around Software Development, System Architecture, Data Processing, and Development Workflows for large enterprises. Andy has helped companies to architect, migrate, and modernize large-scale applications to AWS.

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AWS Natural Language Processing Machine Learning Machine Learning 92

AWS Machine Learning Blog

APRIL 2, 2025

Before AWS, Anoop has held several leadership roles at startups and large corporations, primarily focusing on silicon and system architecture of AI infrastructure.

Clustering 115

Clustering AWS AI AI 115

Hacker News

JULY 1, 2025

Recent projects include: - Building ChatGPT-style interfaces for intelligence report analysis - Developing generative AI features for professional networking platforms - Platform engineering for logistics/trucking management systems - Architecture design for real estate search engines - Implementing RAG pipelines for edtech products We're (..)

Python 80

Python AWS ML ML 80

Hacker News

JANUARY 21, 2025

First public specificiation for the Arm Chiplet System Architecture is now available, with over 60 companies engaged.

System Architecture 179

System Architecture 179

Towards AI

NOVEMBER 6, 2024

In the third article of the Building Multimodal RAG Application series, we explore the system architecture of building a multimodal retrieval-augmented generation (RAG) application. Last Updated on November 6, 2024 by Editorial Team Author(s): Youssef Hosni Originally published on Towards AI. This member-only story is on us.

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System Architecture AI AI Data Science 116

Hacker News

JUNE 29, 2023

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System Architecture 128

Hacker News

FEBRUARY 7, 2025

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System Architecture 79

Data Science Dojo

MARCH 30, 2023

Layered System: REST API should be designed in a layered system architecture, where each layer has a specific role and responsibility. The layered system architecture helps to promote scalability, reliability, and flexibility. The uniform interface helps to simplify the API and promotes reusability.

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System Architecture Python Database 546

Hacker News

JULY 24, 2023

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System Architecture 75

Machine Learning Research at Apple

AUGUST 28, 2024

We develop system architectures that enable learning at scale by leveraging advances in machine learning (ML), such as private federated learning (PFL), combined with… However, accessing the data that provides such insights — for example, what users type on their keyboards and the websites they visit — can compromise user privacy.

Machine Learning 130

Machine Learning Machine Learning System Architecture ML 130

Dataconomy

SEPTEMBER 11, 2023

Understanding system architecture A killswitch engineer at OpenAI would be responsible for more than just pulling a plug. The role necessitates a deep understanding of system architecture, including the layers of hardware and software that run AI models like upcoming GPT-5.

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System Architecture Machine Learning Machine Learning AI 214

Hacker News

NOVEMBER 5, 2023

I was reading some of Avery Pennarun's blog posts on system architecture and design. There was a set of bullet points that stood out to me that I will copy below: The top-line goals of module systems are always the same: Isolate each bit of code from the other bits. Re-connect those bits only where…

System Architecture 120

System Architecture 120

Machine Learning Research at Apple

JANUARY 28, 2024

The E2E systems implicitly model all conventional ASR components, such as the acoustic model (AM) and the language model (LM), in a single network trained on audio-text pairs. Despite this simpler system architecture, fusing a separate LM, trained exclusively on text corpora, into the E2E system has proven to be beneficial.

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System Architecture Deep Learning Deep Learning 130