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In 2025, Patreon focused on maintaining features for its millions of users while overhauling its infrastructure. Their Year in Review highlights 12 projects that emphasize architectural changes, data model refactoring, and consistency trade-offs in distributed systems. Key strategies included defensive migrations, decoupling data relationships, and improving analytics through a new transformation layer.
This article analyzes Bittensor's growth potential by comparing it to past tech disruptors like Amazon and Netflix. It highlights the importance of recognizing infrastructure development and market skepticism as indicators for future success. The piece argues that early investors in Bittensor might reap significant rewards, similar to those who invested in earlier tech revolutions.
This article explores the revival of AdTech driven by AI advancements. It discusses how new advertising platforms and specialized inventory are emerging, fueled by improved intent signals and the need for fresh infrastructure that fits conversational AI. The piece highlights the potential for targeted advertising in vertical markets like healthcare and finance.
The article discusses the potential risks of AI skills that operate with system access, highlighting how they can execute harmful commands before any review. It emphasizes the importance of treating these skills as executable code, especially in environments where trust relationships exist, making lateral movement and persistence possible. Non-technical users need to be cautious when granting permissions to ensure security.
This article explores why companies can't replicate FAANG data infrastructures and offers insights on achieving similar outcomes without the extensive resources they have. It emphasizes design principles over tools and suggests a hybrid approach for organizations to adopt and customize existing infrastructure.
This whitepaper discusses how AI is changing the way platform engineering operates, focusing on the need for better governance and delivery models. It highlights the importance of automation and intelligence in managing infrastructure at scale, offering insights for teams involved in platform management.
The article discusses the potential for Ethereum's value growth over the next five years, emphasizing its role as a key part of the blockchain economy. It highlights early integrations with major companies and the importance of Layer 2 solutions while stressing that Ethereum's Layer 1 will maintain relevance during critical events.
This article details how Dropbox created a custom feature store to enhance the search and ranking system in Dropbox Dash. It discusses the challenges of integrating on-premises and cloud systems, achieving low latency for feature retrieval, and ensuring data freshness in response to user behavior.
The Stash resource in Pulumi allows users to save values directly to their stack's state, making it easier to persist information like deployment usernames or timestamps. It captures initial values that remain unchanged despite later updates, simplifying infrastructure management.
The article discusses the critical role of underwater communication cables in global data and voice traffic, highlighting how tech giants like Meta, Amazon, and Google are investing heavily in new projects to support growing AI demands. It also addresses the rising threats of sabotage and the geopolitical tensions surrounding subsea infrastructure.
Microsoft announced new features at Ignite 2025, focusing on Azure Copilot, which automates cloud management tasks like migration and optimization. The updates also highlight advancements in Azure's AI infrastructure, enhancing performance and scalability across services.
The article discusses how by the end of 2025, payments shifted from being seen as optional features to essential infrastructure for modern commerce. It highlights the importance of reliability and integration in payment systems, noting that businesses must adapt to avoid operational challenges and maintain customer trust.
This article explains how to use the Pulumi Kubernetes Operator and Kargo together for effective change management in Kubernetes environments. It covers features like controlled promotions, automatic verification, and approval gates to streamline infrastructure rollouts.
This article discusses Recall.ai, a platform that offers two main ways to record meetings: using a bot for video calls and a desktop app for stealthier recordings. Various users highlight how the service has accelerated their development processes and improved meeting transcription capabilities.
A research team from Epoch AI is using open-source data and satellite imagery to map AI datacenters across the U.S. Their interactive map reveals the cost, ownership, and power use of these facilities, which often go unnoticed by local communities until after construction. The project highlights the rapid growth of AI infrastructure and its significant energy demands.
This article explores how new diagnostic codes and AI-driven solutions are reshaping healthcare operations, from billing to patient care. It also discusses the convergence of cyber and physical security in public and private sectors, emphasizing the need for unified systems to enhance safety and efficiency.
This article discusses how Kestra's unified control plane addresses common failures in infrastructure automation, such as fragmented tools and high costs. It outlines features like centralized orchestration, secure remote execution, and automated compliance to improve efficiency and reduce risks in managing infrastructure workflows.
OpenAI’s letter to the Trump administration urges the expansion of the Advanced Manufacturing Investment Credit to include AI data centers and related infrastructure. The company seeks to lower investment costs and accelerate AI development in the U.S. while clarifying it does not want government guarantees for its projects.
This article outlines various security risks associated with AI agents and their infrastructure, including issues like chat history exfiltration and prompt injection. It emphasizes the need for a comprehensive security platform to monitor and govern AI operations effectively.
The Canadian Centre for Cyber Security reports that hacktivists have breached critical infrastructure systems, affecting water, oil, and agricultural facilities. These attacks have caused disruptions and raised safety concerns, prompting authorities to recommend stronger security measures for internet-exposed industrial control systems.
Companies like Google, Meta, Microsoft, and Amazon have spent $112 billion on AI infrastructure recently. To support this spending, firms are increasingly using complex debt instruments, raising concerns about financial stability reminiscent of the 2008 crisis.
The article contrasts two engineering paths: one focused on high-visibility projects and quick pivots, and another grounded in long-term stewardship of developer tools. The author emphasizes the value of context and trust in infrastructure roles, arguing that prioritizing systemic innovation over short-term gains leads to greater impact.
This article outlines key tech trends and challenges for 2026, based on insights from various investment teams. Topics include managing unstructured data, AI's role in cybersecurity, and the evolution of infrastructure to support agent-driven workloads.
OpenFX increased its transaction processing volume from $20 billion to $34 billion in just 30 days, driven by successful expansion in Latin America and efficient infrastructure. The company highlights its capability for quick settlements across complex markets, contrasting its performance with competitors' claims of "instant settlement."
The article discusses the current state of AI and its comparison to the efficiency of the human brain. It critiques the heavy power and cost demands of existing AI infrastructure while suggesting a future where AI capabilities become more efficient and accessible, potentially diminishing reliance on centralized data centers.
The article discusses various ways Ethereum could gain value over the next five years, emphasizing its potential as a core component of the global blockchain economy. It highlights early integrations by companies like BlackRock and Sony, and the importance of Layer 1 for reliability during unpredictable events.
This article explains Slonk, a system developed at Character.ai that combines SLURM and Kubernetes to manage GPU research clusters effectively. It addresses the challenges of providing a reliable scheduling environment for researchers while maintaining the operational benefits of Kubernetes. The open-source snapshot offers tools and configurations for others to implement similar systems.
This article details how Spotify developed its data platform to manage 1.4 trillion data points daily from user interactions. It covers the evolution from improvised systems to a structured platform that supports data collection, processing, and management for various business needs.
NetBird offers a straightforward solution for secure remote access, allowing teams to connect to resources quickly without complex setups. It supports various platforms and can be self-hosted, giving users flexibility and control over their infrastructure.
This article discusses AgentField, a backend infrastructure designed for autonomous AI agents that go beyond simple chatbots. It highlights features like durable state, cryptographic identities, and asynchronous execution, enabling agents to make decisions and interact seamlessly. The focus is on creating a robust framework for production-ready AI applications.
The article explores how advancements in AI coding tools will reshape software engineering in 2026. It highlights shifts in infrastructure, testing practices, and the importance of human oversight as LLMs generate code. The author raises questions about the evolving roles of engineers and the implications for project estimates and build vs. buy decisions.
The article examines how WhatsApp has become essential infrastructure for small businesses in India, functioning as a communication and inventory management tool. It highlights the challenges businesses face due to WhatsApp's limitations and the risks of relying on unofficial apps for automation.
Australia’s spy chief, Mike Burgess, highlighted the growing risk of cyber-attacks from authoritarian regimes aimed at critical infrastructure. He emphasized that these threats are no longer hypothetical, with foreign teams actively exploring options for sabotage, especially as technology advances. Burgess urged organizations to take proactive measures to manage these foreseeable risks.
Anthropic is investing $50 billion to build custom data centers in Texas and New York, aiming to enhance American AI capabilities and create 800 permanent jobs. This initiative aligns with the Trump administration's AI Action Plan and supports the growing demand for their AI product, Claude.
This article analyzes the growth of AI, highlighting the interplay between algorithmic advancements, hardware improvements, and data availability. It discusses key breakthroughs such as reinforcement learning and transformer architectures, as well as the infrastructure needed to support large-scale AI training.
Noah and Nala have partnered to create a fast, efficient payment network for cross-border transactions in Africa and Asia. Their system allows businesses to collect USD and make local currency payouts within minutes, addressing high fees and delays common in traditional banking.
A ransomware attack took 1,000 computers offline at Romania's water management authority, disrupting various systems but not affecting water supply. The attack used Windows' BitLocker for data encryption, and no group has claimed responsibility yet. Investigations are underway to pinpoint the attack vector and restore operations.
The article discusses the challenges of continuity in AI applications, particularly for agents that require memory to function effectively over time. It outlines the limitations of current systems that treat interactions as disposable and emphasizes the need for a robust memory infrastructure that manages context and adapts to changes.
Sumeet Singh argues that many AI founders are mistakenly applying old SaaS models to new AI opportunities. He highlights two viable paths: building infrastructure for AI models or creating workflows unique to AI's capabilities. Emphasizing Richard Sutton's "bitter lesson," he warns that specialization will likely lead to irrelevance.
The article examines the current state of the AI economy, highlighting a shift from an over-invested infrastructure phase to a pending application phase. It argues that while massive capital expenditures have created a bubble in infrastructure, true value will emerge from innovative applications of AI technology.
Nubank faced challenges with its external logging vendor as it scaled, leading to high costs and limited control. The engineering team built an in-house logging platform in two phases, focusing on ingestion and storage, to enhance reliability, scalability, and cost efficiency.
Amazon Web Services (AWS) and OpenAI have formed a $38 billion partnership to enhance OpenAI's AI workloads. AWS will provide advanced computing resources, including NVIDIA GPUs and the ability to scale up to millions of CPUs, to support OpenAI's generative AI projects. The infrastructure is designed for high efficiency and low-latency performance.
This article explores how Claude Code enhances development workflows by simplifying Git worktree management and streamlining Kubernetes deployments. It highlights the benefits of using AI to handle complex infrastructure tasks, making it easier for teams to work in parallel without conflicts.
This article details the engineering behind Modal Notebooks, a cloud-based Jupyter notebook that provides fast GPU access and real-time collaboration. It covers the systems work involved in achieving low-latency performance, efficient container management, and persistent storage for interactive computing.
This article discusses the Spacelift Core Config Accelerator, designed to help teams quickly set up a production-ready Spacelift environment in just 3 to 5 days. It addresses common obstacles like limited resources and competing priorities, allowing organizations to demonstrate value efficiently while focusing on outcomes rather than setup.
Amazon has opened Project Rainier, an $11 billion AI data center in Indiana, designed to train its AI models using custom chips. The facility is already operational, with plans for extensive expansion amid rising demand for AI computing power. Local concerns about farmland loss and increased energy costs accompany the project's rapid development.
The article examines the lack of transparency in multi-billion-dollar AI infrastructure commitments, highlighting how ambiguous terms and absence of standardization make it difficult to assess their true value. It emphasizes that many reported figures may represent options rather than binding agreements, leading to potential mispricing in the market.
The article discusses the security challenges of AI agents, likening them to early e-commerce risks. It outlines necessary layers of security—like supply chain integrity and prompt injection defense—to make AI interactions trustworthy and safe.
Microsoft is increasing its cloud infrastructure in the US, launching the East US 3 region in Atlanta by early 2027 and expanding five existing datacenter regions. The new facilities will enhance resilience and support advanced AI workloads while focusing on sustainability and community benefits.
This article explores viewing Kubernetes not just as a container orchestrator, but as a runtime for declarative infrastructure. It emphasizes the importance of its type system and continuous reconciliation processes, which help maintain the desired state of applications. The author highlights practical approaches for managing Kubernetes clusters effectively.
The article explores the concept of economic bubbles, particularly in tech, arguing that while they can lead to downturns, they also drive significant innovation and infrastructure development. Drawing on historical examples, it highlights how speculative investments can create the conditions for transformative advancements.
Polygon co-founders Sandeep Nailwal and Marc Boiron outline their plan to move all money onchain, creating a streamlined and integrated infrastructure called the Open Money Stack. This system aims to eliminate the constraints of traditional financial systems, allowing seamless, global money movement for consumers, businesses, and AI agents.
This article details LinkedIn's transition from Zookeeper to a new scalable service discovery system designed to handle the demands of a growing number of microservices. The new system, which uses Kafka and a Service Discovery Observer, improves scalability, compatibility, and extensibility while supporting multiple programming languages.
This article details how infrastructure drift occurs when actual setups differ from Terraform configurations, leading to unexpected costs and security risks. It offers practical solutions for detecting and remediating drift, including automation strategies and real-world examples of financial waste caused by unmanaged drift.
This article details the rapid growth of crypto cards that allow users to spend stablecoins at traditional merchants. It highlights how these cards bridge digital assets and real-world transactions, with a focus on the infrastructure and geographic opportunities driving adoption.
This article discusses a security solution that identifies and maps attacker infrastructure, like domains and command-and-control servers, before any launch. It allows organizations to shut down these threats early, protecting customers and assets from potential breaches. The system enhances security operations by providing real-time intelligence against AI-driven attacks.
Wikipedia has merged its mobile and desktop domains to eliminate redirects, improving mobile response times by 20% and enhancing SEO performance. This change addresses outdated practices and streamlines user experience across devices.
This article explains how NetBird created a distributed AI inference infrastructure that connects GPU resources across various cloud providers. It highlights the ease of multi-cloud networking using existing technologies without the usual complications of VPNs and firewall configurations.
Amazon Leo is set to launch in early 2026, offering three satellite terminal options aimed at the US, UK, and Germany. Unlike competitors, Amazon focuses on building infrastructure for telcos rather than directly targeting consumers, using its Prometheus chip to drive down costs and enhance performance.
The article discusses the misconceptions around operations (ops) in software development, arguing that ops is essential for efficient systems and shouldn’t be viewed negatively. It emphasizes the need for a clear distinction between development and operations roles, highlighting how both are vital for successful engineering outcomes.
SubImage helps organizations manage their cloud and on-premises security by mapping infrastructure, identifying vulnerabilities, and addressing misconfigurations. It uses AI to provide actionable insights and integrates easily with existing tools without requiring maintenance.
This article outlines the development of Altitude, a platform leveraging stablecoin infrastructure to enhance financial services. It discusses the shift from traditional banking partnerships to self-custodial smart accounts, emphasizing the importance of technical execution and ownership of the tech stack. The piece also addresses the hard problems in the space, including privacy, compliance, and user experience.
This article explains how to manage parallelism in Terraform to speed up resource provisioning. It covers how to control dependencies, adjust the parallelism flag, and when to split configurations for better performance.
This article details how Uber Eats developed its semantic search system to improve order discovery and conversion rates. It covers the architecture, model training, and challenges faced while scaling the platform to handle diverse queries effectively.
This report highlights a dramatic increase in DDoS attacks in 2025, with a record 47.1 million incidents, primarily driven by the Aisuru-Kimwolf botnet. The final quarter saw significant growth in both the frequency and intensity of attacks, particularly affecting the telecommunications sector. Hong Kong and the UK emerged as key targets, with Bangladesh leading as the top attack source.
New Relic developed Weather Station, an internal system that performs over 100,000 connectivity checks per hour across its multi-cloud infrastructure. This tool allows for rapid detection and diagnosis of network issues by continuously validating network paths, significantly improving the speed of issue detection and resolution.
Agentfield provides a control plane for deploying intelligent agents as microservices, addressing the challenges of scale and trust in production systems. It offers built-in identity, auditing, and production-ready infrastructure to simplify the transition from prototypes to operational software.
Spacelift has launched Plugins to help integrate various infrastructure tools directly into workflows, streamlining processes for security, cost estimation, and compliance. This feature allows teams to customize their setups without having to rely on complex scripts or rigid processes. Users can also create their own plugins using the Spaceforge SDK.
This article discusses running HashiCorp Nomad on Red Hat OpenShift to manage edge computing workloads. It highlights how Nomad provides flexibility and connectivity for resource-constrained environments, while OpenShift offers security and lifecycle management. The piece also outlines considerations for implementing this architecture effectively.
Replicate is now part of Cloudflare, enhancing AI model deployment and management. The goal is to provide developers with robust tools to run AI models in a more integrated and efficient manner across various platforms. This partnership aims to leverage Cloudflare's network capabilities for advanced AI applications.
The article discusses ongoing payment issues faced by digital-first companies, particularly marketplaces, highlighting the slow and opaque nature of transactions that hinder growth and trust. It emphasizes the need for better integration and real-time communication between systems to streamline operations and reduce manual work.
This article discusses the benefits of owning a data center instead of relying on cloud services. It covers practical aspects like power, cooling, server setup, and software management, based on comma.ai's own experience. The author emphasizes self-reliance, cost savings, and engineering challenges.
The article discusses the impact of AI on different types of software companies, highlighting a divide between those reliant on human users and those that serve bots. It argues that while user-interface software is at risk, infrastructure software will thrive as AI adoption increases. The author suggests investing in API and infrastructure companies while avoiding traditional IT services firms.
This article details Shopify's extensive preparations for the Black Friday Cyber Monday (BFCM) weekend, including year-round capacity planning and chaos engineering exercises. It outlines how the team conducts load testing and scale tests to identify and fix potential bottlenecks before peak traffic. The focus is on ensuring the infrastructure can handle unprecedented demand in 2025.
This article discusses the rapid evolution of AI infrastructure, focusing on the demand for advanced memory solutions like 16-Hi HBM and the implications for programming and robotics. It highlights how the increasing capabilities of AI models are outpacing current hardware, leading to a potential shift in how we leverage AI in various fields.
This article discusses LinkedIn's approach to improving HDFS block placement for its massive data clusters. It explains how they adapted their block placement policy to streamline maintenance operations, reduce data replication, and maintain high data availability. The changes were necessary due to the challenges of managing over 5 exabytes of data efficiently.
The article discusses how the crypto industry has matured in 2025 through advancements in infrastructure, global adoption, and the rise of decentralized finance. It highlights significant growth in stablecoins, tokenization of real-world assets, and the intersection of crypto with AI technologies, showcasing a shift from speculation to real-world applications.
This article covers strategies for observing and scaling MLOps infrastructure on Amazon EKS. It details essential metrics for monitoring ML workloads, the hardware landscape, and how to implement Prometheus for effective metrics collection in Kubernetes environments.
The article outlines the challenges enterprises will face in scaling AI systems by 2026. It emphasizes the need for robust data governance, vendor independence, and updated infrastructure to handle the demands of AI workloads. Companies not adapting to these changes risk falling behind.
The article discusses Stakpak's efforts to simplify DevOps by addressing the challenges developers face with infrastructure management. CEO George Fahmy highlights the shortcomings of current AI tools in automating tasks that developers dislike and outlines Stakpak's solutions for security, tool fragmentation, and knowledge sharing.
In 2025, stablecoins transformed into a key financial infrastructure, with BVNK processing $30 billion in payments. The article highlights how businesses are leveraging stablecoins for real-world transactions, evolving from basic payment flows to innovative financial products. BVNK's platform enhancements and regulatory support have enabled this rapid growth.
Meta is starting a new initiative called Meta Compute, aiming to build tens of gigawatts of energy infrastructure this decade, with plans to scale up to hundreds of gigawatts over time. Santosh Janardhan and Daniel Gross will lead this effort, which they see as a strategic advantage in their operations.
Google needs to double its AI serving capacity every six months to keep up with growing demand, according to its AI infrastructure leader, Amin Vahdat. At a recent meeting, executives discussed the challenges of competition and the potential risks of over-investing amid concerns about an AI market bubble. Despite these pressures, Google aims to enhance its infrastructure while maintaining efficiency and cost-effectiveness.
Pinterest revamped its Android end-to-end testing by implementing a time-based sharding mechanism, which reduced build times by 36%. This new system balances the workload across testing shards, mitigating delays caused by slower tests. The switch to an in-house testing platform also improved reliability and developer efficiency.
The article discusses multiple ways Ethereum could gain value over the next five years, emphasizing its role as foundational infrastructure for the blockchain economy. It highlights early examples of integration into traditional finance and the importance of Layer 1 for security and accessibility during critical events.
This article outlines Celestia's mission to enable high-volume markets onchain, emphasizing the need for open infrastructure and efficient, equitable access to orderbooks. It discusses the shift from deploying chains to creating markets that can leverage blockspace effectively.
The article discusses how infrastructure software is evolving as AI agents become primary users, rather than human developers. It emphasizes the importance of aligning software with stable mental models and creating interfaces that agents can easily understand and use. The author shares insights on how to design software that accommodates the unique ways AI interacts with systems.
AWS has introduced its European Sovereign Cloud, designed to meet strict data sovereignty requirements for public sector and regulated industries in Europe. This independent cloud infrastructure operates entirely within the EU, ensuring data residency and operational control under European jurisdiction.
This article discusses a significant performance improvement in Pulumi operations, achieving speeds up to 20 times faster. It introduces a journaling feature that allows for more efficient tracking of cloud infrastructure changes while maintaining data integrity during operations.
Sam Altman talks about OpenAI's plans, including their approach to AI personalization, infrastructure costs, and the potential for an IPO. The discussion comes amid rising competition from Google's Gemini 3, prompting a sense of urgency at OpenAI.
The article discusses the rapid increase in AI token consumption and the resulting demand for compute resources. Despite significant capital expenditures for infrastructure, the author highlights constraints like electrical power and DRAM supply that could limit growth in AI capabilities. The piece predicts rising costs and evolving pricing models in response to these challenges.
Cloudflare is working to implement Post-Quantum (PQ) cryptography to secure the Internet against future quantum computing threats. The proposed Merkle Tree Certificates (MTCs) aim to reduce the size and complexity of TLS handshakes, addressing the performance issues posed by large PQ signatures. This shift is essential for maintaining security without degrading performance.
AWS introduces Stack Refactoring for CloudFormation, allowing users to reorganize their infrastructure without downtime. This feature enables moving resources between stacks, renaming IDs, and breaking down large templates into smaller ones while ensuring operational stability. The process is controlled and can be tracked for safety.
SoftBank finalized its $40 billion investment in OpenAI, increasing its stake to about 11%. The funding includes a recent $22 billion tranche, aimed at supporting OpenAI's AI infrastructure and various projects, including a joint venture with Oracle. OpenAI is also preparing for an IPO and has attracted significant investment from Microsoft and Amazon.
xAI raised $20 billion in its Series E funding round, surpassing its $15 billion goal. Major investors include NVIDIA and Cisco, supporting the company's plans to expand its AI infrastructure and develop new products. The firm is actively hiring to bolster its mission of advancing AI technology.
The article discusses how Ethereum will become a central part of the global blockchain economy over the next five years. It highlights early integrations with traditional finance and tech, emphasizing the importance of Ethereum's Layer 1 for reliability and access during critical events.
OpenAI plans to invest $1.15 trillion in hardware and cloud infrastructure from 2025 to 2035, with significant spending allocated to major vendors like Broadcom and Oracle. The article outlines projected annual spending growth and the revenue needed to support this ambitious plan, indicating a sharp increase in OpenAI's operational scale.
Mark Zuckerberg announced that Meta will unveil new AI models and products in the coming months, focusing on AI-driven commerce. He emphasized the unique value of Meta’s access to personal data for creating personalized shopping tools. The company plans significant infrastructure investments to support these efforts.
Pulumi has introduced Agent Skills to improve how AI coding assistants work with Pulumi infrastructure code. These skills provide structured knowledge across various platforms, focusing on best practices for authoring and migrating infrastructure effectively.
Crypto leaders believe that by 2026, the industry will focus less on speculation and more on integrating digital assets into established financial systems. This shift is driven by clearer regulations and the development of new infrastructure that supports institutional participation. The emergence of hybrid finance and onchain solutions marks a significant change in how crypto operates within the financial landscape.