Over the last year, the term agentic AI has become ubiquitous. It’s been described as everything from a personal assistant to a replacement for human workers. In reality, agentic AI is a powerful new form of automation that is most effective when given clear tasks, guided by expert information and integrated with human-in-the-loop workflows to […]| CableLabs
Engineers are still needed at key points throughout the design pipeline.| Semiconductor Engineering
New unified, simplified AI-built portal puts independent contractor tools & insights at users’ fingertips, supporting faster onboarding & stronger engagement. Openforce, the leading software platform for managing commercial relationships between contracting companies and their 1099 independent contractors (IC vendors), announced the official launch of its new Vendor Portal, built with AI at its core and […]| MarTech Series
Availability ahead of Microsoft Ignite underscores Corvic’s growing footprint across major cloud ecosystems Corvic AI, a leader in enterprise intelligence, announced the availability of its platform on the Microsoft Azure Marketplace, providing customers with streamlined access to its Intelligence Composition Platform (ICP), enabling various high-quality agentic AI applications within the Azure environment. The listing marks […]| MarTech Series
The internet has become a global stage where billions of people interact daily. Every minute, Instagram users upload hundreds of thousands of stories, TikTok generates millions of video views, and Twitter (now X) users send out a cascade of new posts. Add to this the constant flow of YouTube uploads, Reddit discussions, podcasts, live streams, […]| MarTech Series
The latest system upgrade delivers improved automation, cross-chain optimization, and streamlined campaign management for creators and brands Colle AI, the multichain AI-powered NFT platform, has upgraded its modular publishing frameworks to help creators and organizations scale NFT campaigns with greater efficiency. This enhancement strengthens the platform’s foundation for automation, interoperability, and real-time publishing across major […]| MarTech Series
Media Tech Leader Connects Digital and Physical Ad Spaces, Extending its AI-Driven Global DOOH Network ICARO Media Group, Inc. (ICARO), a leading AI media technology company, announced the strategic acquisition of LiftMedia, an innovative DOOH advertising company specializing in elevator screen content and advertising media. Marketing Technology News: MarTech Interview with Lee McCance, Chief Product Officer […]| MarTech Series
Cooperate Marketing, a leading marketing technology (MarTech) solutions company recognized as one of the fastest-growing private channel marketing agencies in the United States by Inc 5000, announced the appointment of Gary DuVall as its new Chief Technology Officer (CTO). DuVall succeeds Sean Li. “Building on our continued success, today marks a new chapter for Cooperate,” said Brian Fourman, Founder […]| MarTech Series
Ecer.com, a world-leading mobile B2B marketplaces for international trade, has officially launched a new AI Strategy. This initiative is designed to use artificial intelligence to reshape cross-border trade models and drive the industry’s intelligent and digital transformation. This strategic move signals the start of a new, intelligent phase for the global B2B sector. AI Drives […]| MarTech Series
AGII, the AI automation platform built for Web3, has announced new advancements to its core automation systems aimed at scaling both smart contract execution and decentralized governance.| MarTech Series
We are excited to introduce a second rsyslog Assistant, now live at rsyslog.ai. It runs on the DigitalOcean Gradient platform and uses the Llama 3.3 Instruct (70B) open-source model — offering no-login, privacy-friendly, and open access to rsyslog expertise. Two assistants, one mission Assistant Platform Access Model Highlights ChatGPT-based Assistant OpenAI Requires login GPT-5 Mature […] The post New rsyslog AI Assistant — powered by DigitalOcean Gradient appeared first on rsyslog.| rsyslog
Canonical announce beta DeepSeek and Qwen AI inference snaps for Ubuntu, both optimised to deliver better performance on Intel and ARM Ampere systems. You're reading DeepSeek and Qwen AI Models Now Available as Ubuntu Snaps, a blog post from OMG! Ubuntu. Do not reproduce elsewhere without permission.| OMG! Ubuntu
By looking at how a model reasons over a codebase to solve tasks, I found ways to help it — as well as the human engineers working in the same project — reduce wasted time.| Aaron Gustafson: Latest Posts & Links
Late last year, I probed an LLM’s responses to HTML code generation prompts to assess its adherence to accessibility best practices. The results were unsurprisingly disappointing — roughly what I’d expect from a developer aware of accessibility but unsure how to implement it. The study highlighted key areas where training data needs improvement.| www.aaron-gustafson.com
Real-time analytics and AI demand compute where data lives. Learn how distributed clouds, GPUs-as-a-Service, and Neoclouds enable fast, intelligent decisions.| CDInsights
Rubrik delivery partner Assured Data Protection (ADP) is itself partnering US headquartered technology services distributor (TSD) Telarus. As a result Telarus will offer Assured’s Rubrik-based data backup and disaster recovery (DR) as a managed service, providing end customers with cyber resiliency capability. The partnership will create new growth opportunities for both companies and help satisfy […]| Blocks and Files
IBM revenues are on a rising trend with its locked-in customers spending big on the new mainframe cycle and GenAI software and services, with more to come. Big Blue reported revenues of $16.3 billion, up 9 percent year-over-year, with a $1.74 billion GAAP profit, reversing the year-ago $3 million loss. Four of its five reporting segments […]| Blocks and Files
Cirrus Data has added MCP Server support to its Cirrus Data Cloud, enabling AI agent involvement in its data migration operations. Cirrus Data’s software can migrate any block workload, physical or virtual, to any destination: on-premises, in the cloud, or across hybrid environments. It supports migrating any block storage device, including physical RDMs (Raw Device […]| Blocks and Files
Interview. A meeting with new Nasuni CEO Sam King and field CTO John Capello naturally broached GenAI and agents. The discussion led to a Q&A, which provided insight into the cloud file services supplier’s AI roadmap. Both unstructured data vectorization and Model Context Protocol (MCP) support feature in this. Blocks & Files: AI workloads are […]| Blocks and Files
HPE’s Alletra Storage MP X10000 addresses the problems of AI data management The rapid growth of Generative AI (GenAI) is transforming industries, driving innovation, and creating unprecedented opportunities. But as organizations embrace this transformative technology, they’re also grappling with the monumental challenges of managing the massive datasets GenAI relies on. From synthetic data generation to […]| Blocks and Files
The Dell AI Data Platform is getting an Elastic-powered Data Search Engine and a Data Analytics Engine built with Starburst, along with a Data Analytics Engine Agentic Layer and MCP Server, plus Nvidia cuVS integration. The AI Data Platform is a group of components in Dell’s AI Factory, providing the infrastructure part. It has four […]| Blocks and Files
The MariaDB Enterprise Platform now has RAG pipeline and AI agent support, and an Exasol-based Exa in-memory engine accelerates analytics. The company provides the open-source MariaDB relational database, available as a free community edition (MariaDB Community Server), An enterprise edition either paid-for support (MariaDB Enterprise Server) and MariaDB Cloud, a fully-managed database-as-a-service offering. Native vector […]| Blocks and Files
The latest OS release from VergeIO introduces private, on-prem AI and ransomware-fighting immutable snapshots, while also improving the company’s alternative-to-VMware features. The company’s VergeOS software virtualizes a server with a hypervisor, software-defined networking (VergeFabric), and storage (VergeFS) to provide a hyperconverged server system, which it calls an ultra-converged datacenter. Version 26 of VergeOS adds VergeIQ large […]| Blocks and Files
Veeam confirms it is buying Securiti, the cybersecurity startup founded by serial entrepreneur Rehan Jalil, with a $1.725 billion price tag. The Veeam-Securiti combo will provide classic data protection, modern cyber-resilience, and knowledge graph-based data security posture management (DSPM) that covers both primary and secondary data, the full data estate as they put it. The […]| Blocks and Files
Arcitecta CEO and founder Jason Lohrey presented his thoughts on the company’s progress and future at an IT Press Tour event in New York this month. Australia-based Arcitecta’s Mediaflux distributed data management software supports file and object data storage with a single namespace and tiering capability covering the on-prem, public cloud, and hybrid environments, with […]| Blocks and Files
The latest, v6.0, major release of IBM’s Storage Scale has a Data Acceleration Tier (DAT), a high-performance NVMeoF-based storage layer designed to deliver extreme IOPS and ultra-low latency for real-time AI inferencing workloads. Storage Scale, originally called GPFS, is IBM’s parallel file system software and is popular in supercomputing and high-performance computing circles as well […]| Blocks and Files
The first part of this interview looked at Quantum CEO Hugues Meyrath’s career and how it came about that he joined Quantum as its CEO. This next part looks at his views on the products and their prospects, quantum’s debt and the difference he can make. B&F: You’ve got the product lines, you’re in place, […]| Blocks and Files
AI-powered data trust company Ataccama announced a native integration with Atlan, bringing Ataccama’s automated data quality intelligence directly into experiences powered by Atlan’s metadata lakehouse, including search, lineage, and glossary. Stewards define the rules in Ataccama, and data consumers see trust signals instantly in Atlan, reducing risk, accelerating decision-making, and building confidence in AI. … The […]| Blocks and Files
Seagate and ZeroPoint Technologies demonstrated hardware-accelerated compression within a CXL memory tier at the OCP Global Summit in San Jose, CA. How could disk drive supplier Seagate utilise ZeroPoint’s HW-accelerated memory compression technology within Compute Express Link (CXL) memory tiers? Is it envisaging a JBOD chassis, full of Exos disk drives, with a CXL memory […]| Blocks and Files
CoreWeave’s AI Object Storage service shifts object data around the world at high speed, using Local Object Transport Accelerator (LOTA) technology, with no egress or request/transaction/tiering fees. It says high-performance AI training relies on large datasets located near GPU compute clusters, like the ones in its GPU server farms. CoreWeave reckons conventional cloud storage isn’t […]| Blocks and Files
IBM and Groq [1.] today announced a strategic market and technology partnership designed to give clients immediate access to Groq’s inference technology — GroqCloud, on watsonx Orchestrate – providing clients high-speed AI inference capabilities at a cost that helps accelerate agentic AI deployment. As part of the partnership, Groq and IBM plan to integrate and enhance RedHat open source vLLM... Read more →| IEEE ComSoc Technology Blog
The Financial Times reports that ten loss making artificial intelligence (AI) start-ups have gained close to $1 trillion in private market valuation in the past 12 months, fuelling fears about a bubble in private markets that is much greater than the dot com bubble at the end of the 20th century. OpenAI leads the pack with a $500 billion valuation, but Anthropic and xAI have also seen their values march higher amid a mad scramble to buy into emerging AI companies. Sm...| IEEE ComSoc Technology Blog
In this tutorial, we'll deploy a cohesive system that allows distributed SQL querying across large datasets stored in Minio, with Trino leveraging metadata from Hive Metastore and table schemas from Redis.| MinIO Blog
In this blog post, we introduce STX-B0T, our human-responsive social robot prototype powered by AMD Ryzen AI’s CVMLSDK, the Strix-Halo (STX-Halo) APU, and built with open-source hardware.| AMD ROCm Blogs
The PyTorch ecosystem is a vibrant and expansive collection of tools, libraries, and community-driven projects that enhance and extend the core PyTorch framework. It empowers researchers and developers to build, train, and deploy deep learning models across a wide range of domains with flexibility and efficiency.| AMD ROCm Blogs
ROCm Core SDK 7.9.0 is a technology preview release built by TheRock. The Core SDK is a slimmed down version of the traditional ROCm release, focusing on foundational components for running high performance AI workloads on AMD GPUs. TheRock introduces a streamlined uniform system for building and testing these core components. TheRock manages dependencies between packages, so changes affecting several ROCm components can be coordinated automatically. Python releases built using TheRock can be...| AMD ROCm Blogs
Learn how to boost AI inference performance with the Kimi-K2-Instruct model on AMD Instinct MI355 Series GPUs. This blog highlights benchmark results against B200 GPUs, focusing on faster time to first token (TTFT), lower latency, and higher throughput. You’ll also see how MI355X Series GPUs excel in high-concurrency workloads thanks to their larger memory capacity. By the end you’ll know how to evaluate and deploy MI355X GPUs with SGLang to scale demanding applications efficiently.| AMD ROCm Blogs
Speculative decoding has emerged as a promising approach to accelerate large language model (LLM) inference, yet existing methods face a tradeoff: parallel designs achieve higher speed but lose accuracy, while serial designs gain accuracy at the cost of efficiency. In our recent paper Gumiho: A Hybrid Architecture to Prioritize Early Tokens in Speculative Decoding, we introduce a new paradigm that addresses this bottleneck by prioritizing accuracy on the earliest draft tokens, which matters m...| AMD ROCm Blogs
This post continues from Part 1 where we introduced GEMM tuning concepts in hipBLASLt and explored the basics of solution search. In Part 2, we focus on offline tuning with the hipblaslt-bench tool. This workflow allows developers to benchmark candidate GEMM kernels for specific problem shapes, capture the best-performing solutions, and reuse them at runtime without rebuilding or modifying the hipBLASLt library.| AMD ROCm Blogs
This blog is part of a series of walkthroughs of Life Science AI models, stemming from this article.| AMD ROCm Blogs
Learn how to use Medical Open Network for Artificial Intelligence (MONAI) 1.0 on ROCm, with examples and demonstrations.| ROCm Blogs
You may have recently encountered the word “LangGraph” if you have been studying agentic AI or LangChain. It’s one of those new frameworks that’s causing a stir in the fields of agent orchestration and AI workflows. But what exactly is LangGraph? Why is everyone talking about it? And how can you use it to build […] The post What is LangGraph: Beginner’s Guide | K21Academy appeared first on Cloud Training Program.| Cloud Training Program
Top AI/ML Projects on AWS & Azure in 2026. Build real-world applications, gain hands-on experience, and boost your career in cloud technologies.| K21 Academy
Core Idea| kubetools.io
On September 24, the Open Source Security Foundation (OpenSSF) hosted its latest Tech Talk, bringing together experts from Dell, Google, Intel, and the broader community to discuss how open source tools and practices can secure the fast-evolving AI/ML lifecycle. The recording and slides are now available.| openssf.org
Learn how OpenAI’s AppsSDK, AgentKit, and “Buy It” turn LLMs into transactional agents—expanding security risks from rapid rollout, prompt injection, and access control gaps. The post How App Integration Transactions Increase the Attack Surface of LLMs appeared first on NetSPI.| NetSPI
BrowserStack, the world's leading software testing platform, launched the Visual Review Agent for Percy, designed to scale visual testing. By using AI to highlight meaningful visual changes, the agent cuts review cycles by up to 3x while improving accuracy and release confidence.| MarTech Series
NaaS is the networking equivalent of cloud computing. For AI, intelligent edge, and GPU services, NaaS is the connective tissue that ensures these distributed high-performance resources can be consumed elastically and securely.| CDInsights
The data lakehouse is fast becoming the default choice for enterprises that want to balance agility with trust.| CDInsights
Two years ago we reviewed VirtualZ with its Lozen IBM mainframe data access and PropelZ mainframe data extract products. Now it has two more, FlowZ and Zaac, and is talking about AI and mainframe data. It’s time for another look. Mainframes hold vast amounts of highly-valued data, some of which needs contributing to an organization’s […]| Blocks and Files
Haohui Mai is affiliated with the company CausalFlow.ai.| AMD ROCm Blogs
This blog will highlight AMD ROCm’s ability to power next-generation audio-to-video models with simple, reproducible workflows.| ROCm Blogs
The LangChain Expression Language (LCEL) is one of the most potent yet frequently overlooked capabilities of working with LangChain. LCEL is the foundation for creating, structuring, and optimizing intricate LLM-powered applications; it is more than just syntactic sugar. We’ll go into great detail about what LCEL is, why it matters, and how to become proficient […] The post Overview of LangChain Expression Language (LCEL) | K21Academy appeared first on Cloud Training Program.| Cloud Training Program
As we step into 2025, ChatGPT continues to lead the AI revolution, but the rise of ChatGPT alternatives is undeniable. These AI assistants are quickly gaining traction, offering unique features that cater to specific needs. Whether you’re prioritizing enhanced privacy, looking for specialized functionalities, or seeking seamless integration with existing tools, these alternatives provide a […] The post 10 Best ChatGPT Alternatives in 2025 (Tested and Compared) appeared first on Cloud Tr...| Cloud Training Program
With OpenAI’s ChatGPT at its core, artificial intelligence has emerged as one of the most significant technical revolutions of our time. ChatGPT is used on a daily basis by millions of people worldwide for work, education, creativity, and personal productivity. But if you’re new to the platform, you’ve probably noticed that there are two different […] The post What is the difference between Free ChatGPT & ChatGPT-4? appeared first on Cloud Training Program.| Cloud Training Program
This article illustrates the transformative power of AI in programming, detailing how generative AI tools streamline backend development and core business logic, shifting the focus from implementation to product vision.| Backblaze Blog | Cloud Storage & Cloud Backup
Explore why Docker chose OCI artifacts to package and share AI models. Standardized, flexible, and made for developers.| Docker
Learn how llama.cpp is using Docker Hub as a powerful, versioned, and centralized repository for your AI models.| Docker
“Lumen is determined to lead the transformation of our industry to meet the demands of the AI economy,” said Lumen Technologies CEO Kate Johnson. “With ubiquitous reach and a digital-first platform, we are positioned to deliver next-gen connectivity, power enterprise innovation, and secure our own growth. This is how we build the trusted network for AI and deliver exceptional value to our customers and shareholders.”| IEEE ComSoc Technology Blog
Working with real-time media has always been cool (it definitely never really felt like work to me!), but that has started to become even funnier in the past few years. The explosion of AI/ML really opened the doors to interesting new opportunities in the real-time multimedia space, especially when it comes to integrations in WebRTC-based| Meetecho Blog
GPU frenzy feeding components market too, Hynix preps HBM4, gets ZUF, MinIO preps pods, and OWC stages motion picture RAID| Blocks and Files
Cloud databases are evolving from static storage systems into active enablers of AI applications. Learn how vector search, real-time streaming, and multi-model capabilities are reshaping database strategies.| CDInsights
Engineers like to play and learn locally. It does not matter which tool is under investigation: a high-end storage solution, a workflow orchestration engine, or the latest thing in distributed computing. The best way to learn a new technology is to find a way to cram it all on a| MinIO Blog
In this blog, we will provide step by step instruction on how to reproduce AMD's MLPerf Inference v5.1 Submission| ROCm Blogs
Fast Hippo Media, a leading digital marketing and creative media agency, announces the opening of its third office location in Frisco, Texas| MarTech Series
EricMalley.com CEO Featured in ABC Money: Vector Database Revolution Critical as 78% of Organizations Miss AI Intelligence Infrastructure.| MarTech Series
Arc Intermedia has been in business for 15 years, and is today re-introducing itself as The Enjoyable Agency.| MarTech Series
In the rapidly-evolving world of artificial intelligence (AI) and machine learning (ML), speed and scalability are paramount. The ability to process massive amounts of data in real-time is a critical requirement for organizations looking to leverage AI/ML for competitive advantage. Whether it's training large machine learning models, running complex| MinIO Blog
ZVOX is emerging as a timely innovation. The company has announced the rollout of its AI Voice Agents, designed to transform everyday business conversations into opportunities for growth, loyalty, and measurable outcomes.| MarTech Series
Monte Carlo announced the launch of Agent Observability, a groundbreaking capability that provides end-to-end visibility across the data + AI stack.| MarTech Series
Red teaming matters more than ever in 2025 and beyond. Find out how organizations are read teaming with AI to fight AI.| CDInsights
Neoclouds are filling the need for fast and affordable access to the GPUs that enterprises need to support their AI efforts.| CDInsights
Enabling ROCm support for FastVideo inference using TeaCache on AMD Instinct GPUs, accelerating video generation with optimized backends| ROCm Blogs
Pure Storage knocked its revenue ball out of the quarterly results park, beating its guidance and upping its full year expectation. Revenues in its second fy2026 quarter, ended August 3, increased 13 percent year-on-year to $861 million with GAAP net income of $47 million, up 31 percent Y/Y. Product sales amounted to $446.3 million, up […]| Blocks and Files
NetApp eked out one percent growth in its first fy2026 quarter but it won the number one all-flash array market share position for calendar Q1 2025. Revenues in the quarter ended on July 25, 2025 were $1.56 billion, with a GAAP profit of $233 million, down 6 percent Y/Y. The revenue was above the mid-point […]| Blocks and Files
New Zealand startup Novodisq demonstrated ultra high-capacity SSD storage at the FMS 2025 summit, showing an 11.5 PB 2RU blade server.| Blocks and Files
Master full stack AI engineering with this comprehensive guide covering AI data infrastructure, MLOps, distributed training, and generative AI frameworks.| MinIO Blog
Complete MLOps architecture guide covering 10 essential features, data infrastructure requirements, and storage solutions for production AI systems.| MinIO Blog
Complete AI ML architecture guide for building modern datalakes. Learn components, design patterns, and best practices for discriminative and generative AI.| MinIO Blog
SK hynix says it’s going to produce ultra-high-capacity, high-performance SSDs for AI servers by using its 321-layer 3D NAND in QLC format. SK hynix is beginning mass production of a 321-layer, QLC 2 Tb die, the world’s first implementation of more than 300 layers using QLC technology, with product shipping in the first half of […]| Blocks and Files
As you may know from past articles, we’re in the process of a major documentation overhaul. I wanted to share a focused task we’ve been working on over the past couple of days. This effort highlights our practical, responsible approach to an “AI-First” strategy, where AI is a powerful tool guided by human expertise, not […] The post Shipping Better Docs with AI: Restructuring Module Parameters for Clarity and Consistency appeared first on rsyslog.| rsyslog
Adeptia that automates the handling of data exchanged between businesses using, for example, Electronic Data Interchange (EDI) methods.| Blocks and Files
Distributed, NoSQL database supplier Aerospike introduced new expression indexes to speed up machine learning, generative AI, and agentic AI workloads while reducing memory use and operational costs. It says most NoSQL databases scan every record for a query, even if most are irrelevant. Aerospike’s approach pushes conditional logic into the index itself, so only relevant […]| Blocks and Files
Discover the various Ollama models in our comprehensive guide. Learn about local AI model varieties and how they can enhance your projects. Dive in now!| Collabnix
Running large language models locally has become essential for developers, enterprises, and AI enthusiasts who prioritize privacy, cost control, and offline capabilities. Ollama has emerged as the leading platform for local LLM deployment, but with over 100+ models available, choosing the right one can be overwhelming. This comprehensive guide covers everything you need to know […]| Collabnix
Discover the best Ollama models 2025 for function calling tools. Our complete guide covers features, benefits, and comparisons to help you choose the right mod…| Collabnix
Discover the best open source LLMs 2025 for free!| Collabnix
Discover essential best practices for Claude AI development in 2025. Enhance your command line skills and optimize your AI projects with expert insights.| Collabnix
We present AMD Hummingbird, offering a two-stage distillation framework for efficient, high-quality text-to-video generation using compact models.| ROCm Blogs
1. Introduction I gave a talk on March 8 at an AI, Systems, and Society Conference at the Emory Center for Ethics. The organizer, Alex Tolbert (who had been a student at Virginia Tech), suggested I speak about controversies in statistics, especially P-hacking in statistical significance testing. A question that arises led to my title: […]| Error Statistics Philosophy
OpenAI’s move this week to release two new open-weight AI models (gpt-oss-120b and gpt-oss-20b) just changed Enterprise Data Infrastructure forever. The news has rightfully made ripples across the tech ecosystem. Why? * Because these models are released under the Apache 2.0 license, users can for the first time in| MinIO Blog
TL;DR:The rsyslog project is embracing AI First (Human-Controlled) — AI is becoming an integral partner across development, documentation, user education, technical support, deployment guidance, and future observability tools. This does not mean “vibe coding” or letting AI run unsupervised. Instead, AI accelerates routine work, drafts ideas, and provides insights, while Rainer Gerhards — with decades […] The post Clarifying “AI First” – What It Really Means for rsyslog appeare...| rsyslog
Hi there. My name is Aaron Gustafson and I work on the web.| www.aaron-gustafson.com
Introduction: What is Perplexity AI? Perplexity AI has emerged as a revolutionary AI-powered search engine that’s changing how we find and consume information online. Unlike traditional search engines that return lists of links, Perplexity provides direct, cited answers to your questions using advanced language models. But is it worth the hype? Let’s dive deep into […]| Collabnix
Master the DeepSeek R1 setup with our complete guide.| Collabnix
Semantic intelligence and governed data models that organize data in a central and structured way are essential.| CDInsights
A look into how Airbnb uses speech recognition, intent detection, and language models to understand users and assist agents more effectively.| Airbnb Engineering & Data Science
How Airbnb migrated nearly 3.5K Enzyme test files to React Testing Library in just 6 weeks using automation and LLMs| Airbnb Engineering & Data Science
Our journey in applying embedding-based retrieval techniques to build an accurate and scalable candidate retrieval system for Airbnb Homes search| Airbnb Engineering & Data Science
A deep dive on the framework that lets us identify the most valuable listings for our guests.| Airbnb Engineering & Data Science