Daily Tech Articles Feed

Sources

Tuesday, August 25, 2026

How telemetry pipelines keep AI agent costs under control

2026-08-25 19:01
As enterprises transition to running AI agents, they face rising telemetry costs, complicating monitoring and budget management. 📈💰 A recent survey revealed that 59% of organizations have delayed or canceled AI deployments due to these expenses. High-stakes sectors like cybersecurity are particularly affected, as finance teams often pull the plug on projects. 🔍 With telemetry volume tripling in the past year, businesses are under pressure to manage observability costs, averaging $3.17 million...
Megan Carnegie

Private Preview: DigitalOcean Managed Agents Runtime Services

2026-08-25 19:01
🚀 DigitalOcean has launched Managed Agents Runtime Services (M.A.R.S.) in Private Preview! This new service allows developers to run coding agents and workflows in a fully managed environment. It combines Harness Runtime for execution and Action Gateway for secure access to tools like GitHub and Jira. M.A.R.S. offers features such as durable sessions, isolated execution in Firecracker microVMs, and centralized governance for agent interactions. Developers can maintain flexibility without...
Salman Paracha

Anthropic gives chat and Cowork one memory

2026-08-25 17:00
📢 Anthropic has launched an update for Claude, integrating memory across its Cowork and chat services. This unified memory allows Claude to remember user preferences and important details seamlessly. For example, it can draft updates based on known preferences and manage logistics for events by recalling past conversations. Additionally, Claude now updates memory in real-time during sessions, enhancing workflow efficiency. However, sensitive information like health data or identity details...
Frederic Lardinois

6 Lesser-Known Heroku CLI Commands You Probably Aren’t Using

2026-08-25 16:28
Unlock your productivity with Heroku's lesser-known CLI commands! 🚀 Minimizing context switches is crucial for developers. The Heroku CLI offers powerful tools to streamline your workflow. 1️⃣ Use `heroku config -s` to export app configurations directly to your local .env file. 2️⃣ Monitor active database queries with `heroku pg:ps` for real-time insights. Explore these commands to enhance your coding experience! 💻✨ #Heroku #DeveloperTools #Productivity #CodingTips #CLICommands
Source: Heroku Blog
Andy Smith

Tokenmaxxing is out. How to minimize AI spend without sacrificing security capability.

2026-08-25 16:00
🔍 Security teams are realizing that high-capability AI models can lead to unexpected costs. Effective design is key to minimizing expenses. 💡 By implementing a detection funnel, organizations can narrow down high-volume cases before reaching costly models. This approach can reduce costs to as low as $1 per day in trust and safety work. 📊 The use of tiered models allows for efficient processing, where lightweight models handle the majority of cases, reserving advanced models for complex...
Matt Coons

Perplexity’s Computer agent can now run locally — if you can afford it

2026-08-25 15:34
🚀 Perplexity, in collaboration with Nvidia, has introduced the Portable Computer, its AI assistant for local use. 🔍 While local AI is gaining traction, it requires specific hardware. Options include the Nvidia DGX Spark desktop or a traditional PC with an Nvidia RTX card and sufficient VRAM. 💰 However, costs are significant, with the DGX Spark priced at $4,800 and compatible RTX cards over $1,500. 🛠️ The transition to local operation involved extensive engineering, ensuring the AI can manage...
Frederic Lardinois

Cisco AI Defense + Armada: Distributed AI That’s Safe to Run, Wherever the Mission Requires It

2026-08-25 15:30
🚀 Cisco introduces AI Defense + Armada, enabling distributed AI that operates safely across various environments. The focus remains on foundation-model training in hyperscale regions, while inference and computer vision tasks are moving closer to data sources. This shift aims to reduce latency and enhance control. However, it also complicates security as AI workloads span multiple locations. A new distributed AI security layer is essential for validating models and enforcing policies...
Sriram Sagi

A new chapter for IT operations: Cisco Cloud Control is now generally available for U.S. customers

2026-08-25 15:30
🚀 Exciting news for IT operations! Cisco Cloud Control is now available for U.S. customers. Over 300 customers are already onboarded, with a pre-GA waitlist exceeding 5,000 sign-ups. This platform aims to enhance visibility, AI, and collaboration, simplifying the operating experience across IT environments. Stay tuned for more updates! 🌐💻 #Cisco #CloudControl #ITOperations #AI #TechNews
Balaji Venkatraman

CUDA Python 1.0: Stable APIs, One Foundation, Full Platform Access

2026-08-25 15:00
🚀 CUDA Python 1.0 is here, providing a stable platform for Python developers needing GPU access without deep knowledge of CUDA C++. Key features include: - **cuda.core** for Pythonic access to CUDA runtime. - **cuda.compute** for parallel algorithms in Python. - **cuda.bindings** for low-level CUDA C APIs. This release introduces semantic versioning, ensuring predictable updates and stable APIs. Developers can now collaborate more effectively across GPU libraries. #CUDAPython #GPU...
Elizabeth Goodman

Deep Dive: Automating NetOps with the cisco.catalystcenter Ansible Collection

2026-08-25 14:00
🚀 Discover how Cisco Catalyst Center and Red Hat Ansible Automation Platform are transforming NetOps. This partnership enables teams to automate key tasks like provisioning, SD-Access, and compliance at scale. The cisco.catalystcenter Ansible Collection offers over 300 playbooks for efficient management. Learn more about streamlining operations in your enterprise network! #NetOps #Cisco #Ansible #Automation #ITManagement
Shweta Palande

OpenAI built a chip in nine months. Then it let AI rewrite the code.

2026-08-25 14:00
OpenAI recently announced results for its custom inference chip, Jalapeño, designed for large language model tasks. The chip, developed with Broadcom, aims to improve performance and reduce delays during inference. Results show Jalapeño achieves higher throughput without longer response times, addressing cumulative delays in multi-step tasks. Jalapeño optimizes hardware demands by minimizing data transfer between cores and chips, enhancing efficiency throughout the process. #OpenAI #Jalapeño...
Amanda Caswell

CLI or IDE? Build in verification first

2026-08-25 14:00
The discussion on whether AI coding agents belong in an IDE or CLI highlights a crucial issue: how to verify agent-generated changes. Both environments offer unique advantages for reviewing code. IDEs allow for easier inspection and navigation, while CLIs facilitate automation and scripting. However, neither guarantees the correctness or security of changes. As AI tools can generate multiple changes quickly, establishing a solid verification process is essential. It’s important to treat AI-...
Taylor Luttrell-Williams

Identity Everywhere: Bringing Infrastructure Identity to Agentic IT

2026-08-25 13:00
The article highlights the evolving landscape of identity management in IT. With the rise of AI and automation, identity is no longer just about users. It now includes every entity that interacts with valuable resources. Cisco and Teleport are partnering to address these changes, focusing on 'Infrastructure Identity' to enhance security and streamline workflows. This new approach aims to provide a unified identity framework for both human and machine actions. #CyberSecurity...
Peter Bailey

A Sovereign Offering for What Canada Builds Next

2026-08-25 13:00
Cisco has launched its Sovereign Critical Infrastructure portfolio in Canada, responding to organizations' demand for enhanced control over their data and digital infrastructure. 🇨🇦🔐 This on-premises solution allows customers to manage their systems with greater flexibility. Organizations can choose how to operate, whether fully air-gapped or in hybrid environments. 💻🔒 The initiative also includes support through Cisco's Canadian Secure Technical Services, ensuring expertise in planning,...
Raj Juneja

“You can rent a feature, but you can’t rent a foundation”: why MotherDuck bought the startup already powering its data pipelines

2026-08-25 13:00
🚀 MotherDuck has acquired Tower, a data infrastructure startup, to enhance its AI-driven data pipelines. This marks MotherDuck's first acquisition in its four-year journey. Tower, founded by ex-Snowflake engineers, provides a managed runtime for Python pipelines, streamlining deployment and maintenance tasks. With tools like Tower Control, users can generate, deploy, and run pipelines using simple language, simplifying the data engineering process. #DataInfrastructure #AI #Startups #TechNews...
Paul Sawers

AI agents are spreading fast. Their rules are still catching up.

2026-08-25 13:00
AI agents are increasingly integrated into enterprises, with 86% of organizations reporting their use. However, only 12% understand the associated risks tied to sovereign AI, highlighting a knowledge gap. Cohere's research emphasizes the need for better oversight on data access and activity monitoring. Sovereignty in AI is crucial for maintaining control and preventing dependency on single providers. The IDC survey involved over 500 IT and business leaders from various sectors, revealing that...
Amanda Caswell

Ideas Worth a Longer Conversation: The JetBrains Research Podcast

2026-08-25 08:30
🌐 New insights from the JetBrains Research Podcast! Each week, we dive deeper into AI's impact on software development, moving beyond surface-level discussions on productivity and job displacement. In our latest episode with psychologist Cat Hicks, we explore team dynamics and what truly drives successful software teams. Hicks emphasizes the importance of culture and collaboration over individual talent. Join us for thought-provoking conversations that challenge common beliefs in the...
Katie Fraser

GRPO fine-tuning on Red Hat OpenShift AI: Reinforcement learning from verifiable rewards with Training Hub

2026-08-25 03:16
Explore the latest advancements in GRPO fine-tuning on Red Hat OpenShift AI. This article discusses how reinforcement learning can utilize verifiable rewards to enhance training efficiency. Key insights include the role of the Training Hub in facilitating this process and its implications for developers in AI. Stay informed about the future of AI development! 🤖📊 #RedHat #OpenShiftAI #ReinforcementLearning #AI #TrainingHub
Fiona Waters

Red Hat OpenShift autoscaling with Cluster Autoscaler

2026-08-25 03:16
🚀 Explore the capabilities of the Red Hat OpenShift Cluster Autoscaler! This built-in tool automatically adjusts your cluster size based on workload demands. It integrates seamlessly with the Red Hat OpenShift machine API, using two key resources: ClusterAutoscalerAPI and MachineAutoscalerAPI. Learn how it handles scale-up and scale-down operations, ensuring efficient resource management. Check out the article for practical examples on Microsoft Azure! #RedHat #OpenShift #Autoscaler...
Ramon Gordillo Gutierrez, Jose Ortiz Padilla

Scale software delivery pipelines in isolation without owning the runner fleet

2026-08-25 00:00
🚀 Looking to streamline your software delivery? GitLab Dedicated offers a secure, single-tenant instance that eliminates the need to manage your own runner fleet. With Hosted Runners, each job runs in an isolated VM, enhancing security and reliability. This service adapts to your CI demands, ensuring low wait times and high performance. Key benefits include compliance support, job-level security, and a 99.9% uptime guarantee. Track usage and costs easily with GitLab Credits. Learn more about...
Source: GitLab Blog
Kyurim Rhee

Monday, August 24, 2026

Patching at Fleet Scale, Twice: How DigitalOcean Closed Januscape and the AMD Safe RET Issue Without Customer Impact

2026-08-24 21:25
In July, DigitalOcean faced two significant security vulnerabilities: Januscape and AMD Safe RET. The Januscape flaw was patched fleet-wide in just eight days, with zero customer impact. This involved livepatching and careful rollout strategies. Shortly after, a separate AMD issue required a different approach, impacting 1,600 hypervisors. The team efficiently managed the situation through structured coordination and automation, achieving full remediation in less than 1.5 weeks. DigitalOcean...
Tim Lisko

JetBrains Junie now runs entirely offline. Can you spare a 64 GB M5 Mac?

2026-08-24 20:56
🚀 JetBrains has introduced Junie Local, an AI coding agent that runs entirely offline on developers' machines. Unlike many AI tools that rely on cloud services, Junie Local allows developers to keep their code local, avoiding API costs and the need for internet access. However, developers must still choose the right model and configure settings for optimal performance. Junie was launched in January 2025 and has been integrated into JetBrains' IDEs for various coding tasks. #JetBrains #AI...
Paul Sawers

Ox Alpha’s real mystery isn’t who built it

2026-08-24 19:55
🔍 The focus on Ox Alpha centers not on its creators, but on the implications of using anonymous coding models. Developers are questioning what happens to their private code after it's sent. Ox Alpha was listed on OpenRouter without a claimed developer, raising curiosity about its origins. Benchmarking and fingerprinting efforts have linked Ox Alpha to other models, but identity remains elusive. As investigations continue, the spotlight shifts from who's behind it to the technology itself....
Janakiram MSV

Mutual Post-Quantum Auth over IKEv2 – IPsec Series, Part 8

2026-08-24 19:43
🔐 In the latest installment of the IPsec series, mutual authentication over IKEv2 is explored. The process begins with classical ECDSA followed by post-quantum ML-DSA, highlighting how they authenticate two peers using Docker containers. The setup involves a small Certificate Authority that signs leaf certificates for each peer. This method keeps data transmission efficient, particularly important when using post-quantum certs. #Cybersecurity #PostQuantum #IKEv2 #MutualAuthentication #IPsec
Julio Gomez

Anthropic’s Playground vs. OpenAI’s: The week-old tool beat the six-year incumbent

2026-08-24 19:30
🚀 Anthropic recently launched its new tool, Playground, replacing the Workbench on August 18. This update eliminates features like saved prompts and version history, focusing on a stateless design. 🔄 In a similar move, OpenAI announced plans to retire its saved prompts and evals by November 30. Both companies now believe prompts should be part of the code. 🛠️ A comparison of both tools was conducted by building a PR review bot. The tests showed that Anthropic's Playground successfully...
Nick Lucchesi

Grok Bot vs. Hermes: Where each draws the security boundary

2026-08-24 17:39
AI bots are evolving, but security boundaries differ among them. Grok Bot and Hermes both feature named agents that collaborate on tasks, yet they define their security limits uniquely. Grok Bot isolates by user account, while Hermes uses profiles. OpenClaw and ClawFleet offer alternative methods with sandboxes and containers, respectively. This diversity highlights the urgent need for clearer definitions in bot identities and security boundaries. #AIBots #Cybersecurity #TechTrends #Innovation
Janakiram MSV

Intent to Ship: JPEG XL

2026-08-24 15:32
🚀 New image formats are here! The latest addition is JPEG XL, set to be supported across major browsers like Chrome and Safari soon. This format offers improved features, including progressive rendering, allowing images to display as they download. JPEG XL excels at lossless imagery and compressing JPEGs without losing quality, while AVIF remains a strong option for web-quality photographs. #JPEGXL #WebDevelopment #ImageFormats #Mozilla #BrowserSupport
Jake Archibald

Giga-Scale AI and the Ethernet Evolution: How Spectrum-X Ethernet Rewrites the Rules

2026-08-24 15:08
The rise of generative AI is reshaping data center design, highlighting limitations in traditional Ethernet networks. As AI workloads require synchronized communication across numerous GPUs, traditional Ethernet struggles with performance bottlenecks. NVIDIA's Spectrum-X Ethernet offers a solution, designed specifically for high-demand AI applications, providing low latency and improved bandwidth utilization. The article outlines how Spectrum-X addresses the shortcomings of standard Ethernet,...
Elizabeth Goodman

Rev Up to Recert: Stack Your AI Infrastructure and Ops Knowledge

2026-08-24 15:00
🚀 AI is transforming networking, but understanding it isn't enough. To effectively leverage AI, professionals must build robust infrastructures and operationalize technology for optimal performance. Cisco's "Rev Up to Recert: Stack" offers essential learning paths, including the Designing Cisco UCS-X Series for AI, providing 15 CE credits. Free access is available from August 24 to October 8, 2026. #Cisco #AI #Networking #ContinuingEducation #TechTraining
Quinn Snyder

Cisco Named a Leader in the 2026 IDC MarketScape for Worldwide SASE

2026-08-24 15:00
🚀 Cisco has been named a Leader in the 2026 IDC MarketScape for Worldwide SASE, recognized for its comprehensive approach to security and networking. The evaluation highlighted Cisco's ability to integrate various components into one unified architecture, which is crucial in the AI era. As the demand for trusted identity grows, SASE is tasked with ensuring secure agent workflows while maintaining accountability and control. #Cisco #SASE #CyberSecurity #AI #TechNews
Jeff Scheaffer

NVIDIA Vera Rubin and Blackwell Set a New Standard for Agentic AI Performance per Watt

2026-08-24 15:00
NVIDIA's latest advancements in AI, particularly with Vera Rubin and Blackwell, are driving significant changes in agentic AI performance. AI agents now handle complex workflows, increasing prompt token usage drastically—up to 15 times more than ordinary chat. This shift necessitates new benchmarks to assess hardware efficiency in real-world scenarios. The SemiAnalysis AgentX benchmark evaluates AI infrastructure for agentic-coding inference, showing impressive results: Vera Rubin NVL72...
Elizabeth Goodman

How NVIDIA Groq 3 LPX Unlocks Ultrafast Interactivity at Long Context on NVIDIA Vera Rubin

2026-08-24 15:00
🚀 Exciting advancements in AI technology! NVIDIA Groq 3 LPX serves as the interactive AI inference accelerator for the NVIDIA Vera Rubin platform. This combination enhances performance across various AI workloads, enabling high throughput and interactivity. Recent benchmarks show Groq 3 LPX achieves an impressive 3,431 output tokens/second, supporting multiagent systems with long context and high interactivity. This capability is crucial for multiturn inference in agentic sessions. #NVIDIA...
Tanya Lenz

Maximizing AI Factory Performance per Watt with NVIDIA DSX MaxLPS

2026-08-24 15:00
🔍 AI factories are evolving to focus on maximizing performance per watt, rather than just the number of GPUs. NVIDIA's DSX MaxLPS suite aims to enhance AI output within a fixed power budget by optimizing power allocation, improving performance efficiency, and utilizing advanced cooling techniques. This approach addresses traditional data center challenges by reallocating unused power effectively, enhancing overall productivity. #AI #DataCenters #NVIDIA #Efficiency #TechInnovation
Tanya Lenz

NVIDIA BlueField-4 Powers New Scale-In Network Infrastructure for Agentic AI Factories

2026-08-24 15:00
🚀 NVIDIA has unveiled its Scale-In network infrastructure, powered by BlueField-4, to enhance Agentic AI factories. This new architecture is designed to optimize data movement, security, and operational efficiency. It focuses on dedicated DPU processing to handle multi-terabit bandwidth, ensuring smooth performance for diverse applications. Scale-In transforms traditional north-south network setups, creating a coordinated domain for AI factories, allowing for better tenant isolation and...
Michelle Horton

Solving Agentic AI Fleet Challenges with NVIDIA Vera CPU

2026-08-24 15:00
🚀 AI factories are complex systems where efficiency is key to converting power and capital into completed tasks. GPUs power the models, while CPUs manage orchestration and execution. However, agentic workloads present unique challenges due to their unpredictable nature. Telemetry data shows over 97% of sessions exhibit distinct trajectory profiles, complicating fleet management and design. #AIFactories #NVIDIA #AgenticAI #DataAnalysis #TechInnovation
Michelle Horton

Help AI Coding Agents Write Up-To-Date Code With Modern Golang Skills

2026-08-24 14:18
🚀 AI coding agents can produce Go code, but they often use outdated patterns. To address this, the GoLand team developed **Modern Go Guidelines**. These guidelines help agents write code that aligns with the Go version in your project, from 1.0 to 1.27. They ensure compatibility by providing relevant skills based on the version specified in your go.mod file. The tool utilizes a CLI for focused output, offering concise guidelines and detailed explanations as needed. Explore the GitHub...
Artem Pronichev

How We Optimized the Qwen 3.6 Model for Our Junie Agent

2026-08-24 14:11
🚀 Exciting updates on the Junie Local project! We recently launched an initial version that enables users to run Junie entirely locally on a MacBook M5 with Qwen3.6-27B. This model allows for local inference across various hardware setups. The article details the optimizations made throughout the Junie agent, enhancing its efficiency. Notably, improvements were made to the rolling context and the handling of KV caches, allowing for faster task execution. Read more about the technical aspects...
Stanislav Erokhin

Junie Can Now Run Entirely on Your Mac – No Credits, No Cloud

2026-08-24 14:10
🚀 Junie Local now runs entirely on your Mac without the need for credits or cloud connectivity! With a simple command, you can download and utilize the optimized Qwen3.6 model directly on your machine. Your data stays private, and setup is minimal. Performance improvements focus on prefill speed, ensuring efficient coding assistance. The model has been rigorously tested to deliver competitive results against leading cloud options. Explore the ease of on-device coding with Junie Local!...
Dmitry Savelev

Thomson Reuters trained its own AI model. Then it kept using Anthropic’s anyway.

2026-08-24 13:00
Thomson Reuters has developed its own AI model aimed at legal, tax, and compliance tasks, leveraging proprietary content. This model competes with those from OpenAI, Anthropic, and Google. 💼🤖 The training cost around $40 million and utilized less than 10% of its vast data resources. Despite this, Thomson continues to use Anthropic's technology in products like CoCounsel Legal. 📊 Currently, Thomson's model supports features like Tabular Analysis but is not directly available for purchase....
Amanda Caswell

Run LoRA fine-tuning on Red Hat OpenShift AI with Ray

2026-08-24 07:01
🚀 Ray is a powerful open-source framework for scaling AI workloads, now integrated into Red Hat OpenShift AI. With the inclusion of the Training Hub, users can easily fine-tune large language models using algorithms like LoRA, SFT, and GRPO without complex setup. 🛠️ The article details how to run a LoRA fine-tuning job on Ray, focusing on SQL generation and model evaluation from a Jupyter notebook. A complete guide with examples is available in the Red Hat AI examples repository. 🔄 Ray offers...
Fiona Waters