Arm releases Chiplet System Architecture spec beta version
Hacker News
JANUARY 21, 2025
First public specificiation for the Arm Chiplet System Architecture is now available, with over 60 companies engaged.
System Architecture Related Topics 
Building Multimodal RAG Application #3: Multimodal RAG System Architecture
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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Towards an Adaptable Systems Architecture for Memory Tiering at Warehouse-Scale
Hacker News
JUNE 29, 2023
Comments (..)
Understanding REST API: A comprehensive guide
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.
Evolution of the Unix System Architecture: An Exploratory Case Study
Hacker News
JULY 24, 2023
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Why Microsoft is outspending big tech on Nvidia AI chips
Dataconomy
DECEMBER 18, 2024
Building comprehensive AI infrastructure encompasses not only robust processing power but also integrated storage components and software layers, highlighting complexities in the systems architecture. Featured image credit: Sam Torres/Unsplash
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Apple Workshop on Privacy-Preserving Machine Learning 2024
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.
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Killswitch engineer at OpenAI: A role under debate
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.
The quest for modularity (2022)
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…
Diagrams AI can, and cannot, generate
Hacker News
MARCH 18, 2025
An exploration of how well AI generates system architecture diagrams
Acoustic Model Fusion for End-to-end Speech Recognition
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.
Llama 3 + Llama.cpp is the local AI Heaven
Towards AI
MAY 12, 2024
So I decided to narrow down the use case to generate cloud system architecture from a user description. As soon as I started writing code I realized it was too ambitious to create something like DiagramGPT in some hours.
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103 CodeCompose: A large-scale industrial deployment of AI-assisted code authoring
Hacker News
JUNE 3, 2023
We present our experience in making design decisions about the model and system architecture for CodeCompose that addresses these challenges. We discuss unique challenges in terms of user experience and metrics that arise when deploying such tools in large-scale industrial settings. million suggestions were made by CodeCompose.
AI Copilot key is coming to the new Microsoft keyboard
Dataconomy
JANUARY 4, 2024
New system architectures : The Copilot key is a standalone feature and part of a broader initiative involving collaboration with silicon partners like AMD, Intel, and Qualcomm. Together, they introduce new system architectures that leverage GPU, CPU, NPU, and the cloud to unlock innovative AI experiences on Windows PCs.
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Create a multimodal chatbot tailored to your unique dataset with Amazon Bedrock FMs
AWS Machine Learning Blog
OCTOBER 14, 2024
The following system architecture represents the logic flow when a user uploads an image, asks a question, and receives a text response grounded by the text dataset stored in OpenSearch.
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U.S. Chip Revival Plan Chooses Sites
Hacker News
NOVEMBER 5, 2024
Silicon Valley lands the design center The design center is tasked with conducting advanced research in chip design , electronic design automation (EDA), chip and system architectures, and hardware security. “It needs so many machines around it… It’s a very large ecosystem.”
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Build an AI-powered document processing platform with open source NER model and LLM on Amazon SageMaker
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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9 Careers You Could Go into With a Data Science Degree
Smart Data Collective
JUNE 10, 2022
That means enterprise architects must have a full understanding of the specific businesses they work for in order to design the systems architecture that meets those needs. The main duty of an enterprise architect is to align an organization’s strategy with the right technology to execute the required objectives.
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Bliki: ConwaysLaw
Hacker News
OCTOBER 20, 2022
We often see how inattention to the law can twist system architectures. If an architecture is designed at odds with the development organization's structure, then tensions appear in the software structure.
Rad AI reduces real-time inference latency by 50% using Amazon SageMaker
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.
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Unbundling the Graph in GraphRAG
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?
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How the EU Chips Act Could Build “Innovation Capacity” in Europe
Hacker News
MARCH 8, 2023
If you don’t know how this data will enter the sensor fusion engine, how much preprocessing you want to do on the sensor, you may be focusing on a suboptimal solution when developing your sensor or system architecture.
Essential skills for blockchain development in 2025
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.
Article: How Cell-Based Architecture Enhances Modern Distributed Systems
Hacker News
OCTOBER 14, 2024
Cell-based architecture has emerged as a response to many challenges associated with distributed systems. Cells can also help organize large architectures into domain-bound deployment and delivery units, which provides essential sociotechnical benefits.
Near instant replication with highly available, redundant systems—across several miles
IBM Journey to AI blog
OCTOBER 16, 2023
LBaaS, VSI, VMwaaS, SAP, distributed databases, cloud storage volumes, cloud security— cloud computing brings a delicious alphabet soup of possibilities to the table when it comes to system architecture.
Build a dynamic, role-based AI agent using Amazon Bedrock inline agents
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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Threads Dev Interview 7: @tomjohnson3
Data Science 101
AUGUST 31, 2023
We’re just big fans of effortless team collaboration It’s a dev tool designed to enhance distributed software development by providing a collaborative and visual tool for managing complex system architectures. About 10 years ago I began thinking about a platform like this to make working on distributed software easier.
Connecting IBM VPC to IBM Power Virtual Servers and IBM Cloud Object Storage
IBM Journey to AI blog
AUGUST 9, 2023
IBM Power Virtual Servers ( PowerVS) are a cutting-edge Infrastructure-as-a-Service (IaaS) offering designed specifically for businesses looking to harness the power of IBM Power Systems architecture. Performance and reliability: PowerVS leverages IBM Power Systems architecture, known for its outstanding performance and reliability.
Idea
Towards AI
OCTOBER 30, 2023
Three output neurons approach (simple) As we want to have an optimal system architecture, we are not going to have a new model which is again a binary classifier just for every small task. First column contains a relative path to the image, second column — class id. Now let’s talk about two approaches to solve this task.
How we built our AI Lakehouse
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.
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Build an Amazon SageMaker Model Registry approval and promotion workflow with human intervention
AWS Machine Learning Blog
JANUARY 10, 2024
He has extensive experience in enterprise systems architecture and operations across several industries – particularly in Health Care and Life Science. About the authors Tom Kim is a Senior Solution Architect at AWS, where he helps his customers achieve their business objectives by developing solutions on AWS.
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This AI newsletter is all you need (#36)
Towards AI
MARCH 1, 2023
The technology behind GitHub’s new code search This post provides a high-level explanation of the inner workings of GitHub’s new code search and offers a glimpse into the system architecture and technical underpinnings of the product.
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How Fivetran and Snowflake Optimize Supply Chain Operations
phData
MAY 25, 2023
explore Increase Speed of Insights With Faster Data Movement Supply chain organizations often struggle with making effective use of their data due to poor system architecture, which results in significant data lag; this lag creates bottlenecks for decision making.
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Reduce call hold time and improve customer experience with self-service virtual agents using Amazon Connect and Amazon Lex
AWS Machine Learning Blog
MARCH 31, 2023
He is focusing on system architecture, application platforms, and modernization for the cabinet. His focus is to assist the Commonwealth with being able to provide its citizens a great customer service experience. He has been with the Transportation Cabinet since 2016 working in various IT roles.
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How Vidmob is using generative AI to transform its creative data landscape
AWS Machine Learning Blog
SEPTEMBER 6, 2024
Understanding the intrinsic value of data network effects, Vidmob constructed a product and operational system architecture designed to be the industry’s most comprehensive RLHF solution for marketing creatives. Use case overview Vidmob aims to revolutionize its analytics landscape with generative AI.
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Transforming financial analysis with CreditAI on Amazon Bedrock: Octus’s journey with AWS
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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Transforming the future: A journey into model-based systems engineering at Singapore Institute of Technology
IBM Journey to AI blog
FEBRUARY 5, 2024
Students chose a system to model, defined modelling goals, and demonstrated their skills in various activities, including mock pitching MBSE to engineering organizations, defining system architecture and creating advanced model simulations.
Towards ML-enabled cleaning robots
Google Research AI blog
APRIL 7, 2023
Combining the strengths of RL and of optimal control We propose an end-to-end approach for table wiping that consists of four components: (1) sensing the environment, (2) planning high-level wiping waypoints with RL, (3) computing trajectories for the whole-body system (i.e.,
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IBM Rhapsody AUTOSAR extension streamlines complexity for accelerated innovation in the automotive industry
IBM Journey to AI blog
JULY 9, 2024
This collaboration enables a smooth transition from system architecture to E/E systems and software. The AUTOSAR extension for IBM® Rhapsody® represents a collaborative effort to seamlessly integrate the AUTOSAR standard with the IBM Rhapsody model-driven development (MDD) tool.
Best Used Servers for Databases and Cloud Computing
Smart Data Collective
AUGUST 12, 2022
Here are some key criteria to consider during your hunt for the right server: Application development – languages used, web development, design tools Working environment – addressable memory size, hardware/software platforms, hardware requirements Security – protection system, backup, crash recovery System architecture features and functional parameters (..)
Fine-tuning LLMs on Slack Messages
ODSC - Open Data Science
OCTOBER 12, 2023
Whether it’s using cryptography to secure software systems or designing distributed system architecture, he is always excited to learn and tackle new challenges. He has led teams building secure and scalable software at companies like Netflix and Twitter.
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Google Research, 2022 & beyond: Robotics
Google Research AI blog
FEBRUARY 14, 2023
Further improvements are gained by utilizing a novel structured dynamical systems architecture and combining RL with trajectory optimization , supported by novel solvers. We improved the efficiency of RL approaches by incorporating prior information, including predictive information , adversarial motion priors , and guide policies.
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