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Thursday, June 25, 2026

The Unglamorous Side of Rust Web Development

2026-06-25 12:11
🚀 Dive into the challenges of Rust web development! In a recent guest post by Mateusz Maćkowski and Marek Grzelak, they discuss the common hurdles developers face when building JSON APIs in Rust. Key points include: - The complexity of async Rust and its debugging issues. - Inconsistent error handling across frameworks. - Fragmented ecosystem making choices overwhelming for newcomers. Batteries-included frameworks like Loco.rs and cot.rs are making strides, but there's still a way to go....
Irina Mihajlovic

How Learning How to Ask Questions Changed Everything for Me at Cisco

2026-06-25 12:00
Learning to ask questions can significantly impact growth and confidence. Aaryan Naithani, a software engineer intern at Cisco, reflects on his journey. Initially hesitant to ask for help, he realized that not seeking guidance hindered his progress. A turning point came when he reached out for support, discovering that asking questions is essential for learning. Embracing this approach transformed his experience at Cisco. 💡🤝 #CiscoInterns #CareerGrowth #LearningJourney #AskQuestions
Cisco Interns

Our Research on Membership Inference Attacks and Preventing Privacy Leaks

2026-06-25 10:02
🚨 Privacy Alert! 🚨 Recent research highlights the risks of membership inference attacks on chatbots and large language models (LLMs). These attacks can reveal whether specific individuals' data was used in training without directly accessing databases. The study emphasizes that current detection methods may not be enough to protect user privacy, especially for fine-tuned models. Researchers are exploring these vulnerabilities to help developers strengthen their models against such threats. 🛡️...
Katie Fraser

Explicit Lazy Imports Are Coming to Python 3.15

2026-06-25 08:21
🚀 Exciting news for Python developers! Python 3.15 introduces explicit lazy imports through PEP 810. This feature allows module loading to be deferred until first use, improving startup speed and reducing memory usage. 🔍 Using proxy objects, it maintains interpreter optimizations while ensuring backward compatibility with control flags for gradual adoption. 🛠️ Python 3.15.0b1 is now available for testing. Developers can download it using `uv` or `pyenv` and start exploring this feature in...
Cheuk Ting Ho

How to integrate OpenShift AI and PG Airman MCP Server

2026-06-25 07:15
Explore the engineering behind the Data Governance Copilot in Part 3 of our series! This article details the copilot's container-level architecture, highlighting the use of high-level frameworks like Llama Stack versus lower-level Python libraries. It also covers the mechanics of formatting LLM messages and the user query flow. Stay tuned for more on integrating OpenShift AI and PG Airman MCP! 🚀🔍 #DataGovernance #OpenShiftAI #AIIntegration #TechArchitecture #MachineLearning
Peter Samouelian

Build a RHEL environment with image builder and content templates

2026-06-25 07:15
🚀 Building a consistent RHEL environment is essential for maintaining operational stability. Red Hat's image builder and Lightspeed content templates streamline this process. 🔧 The image builder allows for customized image creation, while content templates ensure standardized package management. This leads to consistent deployments and updates across your systems. 📋 The process involves creating a content template, building an image blueprint, deploying the system, and updating templates as...
Shane McDowell

Implement mTLS and zero trust with cert-manager and trust-manager

2026-06-25 07:15
🚀 Exciting updates are here for the cert-manager operator on Red Hat OpenShift! Version 1.19 introduces the trust-manager, allowing admins to customize and distribute trusted CA bundles across Kubernetes clusters. This upgrade enhances automated management of TLS certificates and builds the foundation for mutual TLS (mTLS) security. By efficiently managing certificate lifecycles, teams can adopt zero trust principles, ensuring secure communication between workloads. 🔗 Explore the benefits of...
Nick Png

Why you should use Fromager to build your Python dependency trees from source

2026-06-25 03:01
Struggling with Python dependency trees? 🐍 Fromager simplifies building from source by generating two key artifacts: build-order.json and graph.json. These tools ensure reproducibility and auditability—critical for secure environments like finance and regulated AI. It addresses common issues with pip, such as circular dependencies and lack of customization for build flags. Learn more about how Fromager can enhance your Python projects! 📦🔍 #Python #Fromager #DependencyManagement #OpenSource...
Lalatendu Mohanty, Rohan Devasthale

Google Antigravity agents get full context with GitLab Orbit

2026-06-25 00:00
🚀 Exciting news for developers! Google Antigravity now integrates with GitLab Orbit, allowing agents to access structured project data directly from the Antigravity MCP Store. With this integration, agents can query relationships between projects, pipelines, merge requests, and vulnerabilities, enhancing their ability to understand the software lifecycle. 🛠️ Discover how this improves workflows, from blast radius analyses to onboarding, enabling faster responses and accurate insights....
Source: GitLab Blog
Regnard Raquedan

Wednesday, June 24, 2026

OpenAI wants to claim more of the AI stack with Jalapeño, its first custom chip

2026-06-24 20:55
OpenAI has unveiled Jalapeño, its first custom inference accelerator, developed with Broadcom and supported by Celestica. This chip aims to enhance the performance of large language models (LLMs) while making AI faster and more cost-effective. OpenAI is positioning itself to control a greater share of the AI stack. The move reflects a trend among tech giants, as companies like Google and Amazon have also created their own AI chips. 🔍💻🌐 #OpenAI #Jalapeño #AI #TechNews #Innovation
Meredith Shubel

Azul wants to find your unpatched JVMs before AI does

2026-06-24 20:53
🔍 Azul Systems is offering a free vulnerability risk assessment for Java Virtual Machines (JVMs). This tool helps DevOps and SecOps teams identify unpatched JVMs and enhance security before AI-driven threats emerge. The assessment scans networks to find JVM instances and provides a prioritized remediation roadmap, referencing established vulnerability databases. Azul's approach targets its security-only Critical Patch Updates, aiming to minimize risks during Java updates. They claim this...
Darryl K. Taft

Will it Mythos? One coder’s verdict on Anthropic’s blend of debugging

2026-06-24 20:51
Anthropic's journey with Claude Fable 5 and Mythos 5 has sparked interest among developers. Joe Cooper, a Texas-based coder, expresses skepticism about Mythos's ability to find complex security bugs. He aims to create a benchmarking service to test Mythos against other models, using his tool, Nelson, for bug hunting. Cooper’s analysis, titled "Will It Mythos?", draws inspiration from a popular YouTube series. He highlights the differences in bug identification across models and mentions that...
Adrian Bridgwater

Chainguard targets Java’s unpatched vulnerability backlog with drop-in remediated libraries

2026-06-24 20:48
Chainguard has launched its Libraries for Java, addressing unpatched vulnerabilities in legacy Java systems. This solution focuses on the Spring Boot ecosystem, offering backported fixes for critical CVEs across multiple frameworks. With the rise of AI-assisted scanning tools, the security landscape has become more challenging, generating numerous vulnerability reports each month. Many Fortune 500 companies still rely on outdated frameworks, increasing their risk. Chainguard's approach allows...
Darryl K. Taft

AMD FSR Upscaling 4.1 RDNA 3 Support Now Available in FSR SDK 2.3 Update

2026-06-24 19:07
🚀 Exciting news for gamers and developers! The AMD FSR "Redstone" SDK 2.3 update introduces ML-powered FSR Upscaling 4.1.1, enhancing performance on AMD Radeon RX 7000 Series GPUs. This update also includes Frame Generation 4.0.1 and Ray Regeneration 1.2 improvements for RDNA 4 GPUs. Neural rendering is set to transform real-time graphics, making it easier to deliver high-quality visuals across various platforms. 🎮💻 #AMD #FSR #GamingTech #Graphics #GameDevelopment

Maximizing Uptime: The Power of AI Troubleshooting for Industrial Networks

2026-06-24 18:03
Maximizing uptime in industrial networks is crucial. Cisco's AI Troubleshooting acts as a digital teammate for OT teams, continuously sensing faults and diagnosing issues. This technology speeds up resolution with step-by-step remediation, addressing the challenges of slow, reactive troubleshooting processes. In today's hyper-connected environments, effective solutions are vital for minimizing downtime and costs. #IndustrialIoT #AI #Troubleshooting #NetworkUptime #Cisco
Rohit Agarwalla

Agentic infrastructure operations begin with accurate, reliable infrastructure data

2026-06-24 16:37
Organizations are increasingly leveraging AI for infrastructure management, targeting automation and efficiency. 🤖 However, the effectiveness of these AI agents hinges on the quality of infrastructure data. Inaccurate data can lead to serious issues, such as data exposure and system outages. 📉 Many enterprises struggle with fragmented tools, which create gaps in their infrastructure visibility. A unified model of infrastructure is essential for reliable AI operations. Infrastructure...
Doug Sillars

Accelerating BEV Pooling on NVIDIA GPUs for Physical AI Applications

2026-06-24 16:30
🚗💡 BEV perception is gaining traction in autonomous vehicles and robotics. It simplifies multi-camera data into a unified top-down view, aiding in navigation and planning. BEV pooling is crucial for converting depth-aware features into a compact BEV tensor, but it can introduce latency issues. The article discusses BEVPoolV3, which optimizes this process on NVIDIA GPUs, detailing strategies for improving performance. #BEVPerception #NVIDIA #AI #AutonomousVehicles #Robotics
John Yang

Sakana Fugu is more than a router. But it’s not the blueprint for AI sovereignty, either.

2026-06-24 12:30
Sakana AI recently launched Fugu, a multi-agent orchestration system aimed at enhancing performance while minimizing reliance on single providers. 🤖 Fugu reportedly matches benchmarks set by competitors, breaking tasks into subtasks and routing them across expert agents. However, user feedback is mixed regarding its performance and cost. While positioned as a step towards AI sovereignty, some experts express skepticism about its effectiveness. Fugu's internal logic is based on proprietary...
Meredith Shubel

Optimizing distributed AI inference: Advanced deployment patterns

2026-06-24 07:16
Optimizing distributed AI inference involves key strategies to enhance performance. The article discusses three main optimization levers: 1. Prefill/decode disaggregation. 2. Key-value (KV) cache strategy. 3. Speculative decoding. These strategies aim to improve cost, latency, and throughput based on specific deployment needs. Effective implementation can lead to significant cost savings, particularly in high-demand environments. For more insights, check the full article! 🧠💻📊 #AI...
Fatih E. Nar, Yuchen Fama, Greg Pereira, Yuan Tang

Beyond regex: Harvesting security logic with LLMs

2026-06-24 07:16
Unlocking the potential of static application security testing (SAST) is crucial for development efficiency. The SastAI initiative at Red Hat, in partnership with NVIDIA, aims to automate the identification of false positives using generative AI. 🤖 Through a multi-stage workflow, SastAI analyzes SAST findings and leverages pattern harvesting to enhance triage efficiency, reducing noise and improving accuracy. 📊 The project utilizes a robust dataset and strategic sampling to ensure quality...
Itay Krispin, Guy Ziv

Build a Red Hat Enterprise Linux EUS image with image-builder CLI

2026-06-24 07:16
🚀 Learn how to build a customized Red Hat Enterprise Linux EUS image using the image-builder CLI! This guide covers prerequisites, including the need for a running RHEL instance. It details defining a repository configuration and creating a blueprint to customize your image. Follow the steps to set up your image, ensuring it supports Extended Update Support for RHEL 9.6. 🔧 #RedHat #Linux #ImageBuilder #EUS #TechGuide
Justin Sherrill

Tuesday, June 23, 2026

Kubernetes teams trust automation to ship code but not to touch CPU, and AI is raising the stakes

2026-06-23 20:56
Kubernetes teams rely on automation for deployments but hesitate to automate CPU and memory adjustments. 🤔 A recent survey of 321 practitioners shows that 82% trust automated delivery, yet 71% require human review for resource optimization. The fear stems from the risks involved in altering resource allocations, which can affect application stability. ⚙️ As AI workloads become more common, the need for efficient resource management grows. The cost of manual oversight is increasing, especially...
Yasmin Rajabi

Anthropic gives @Claude a permanent seat in your Slack channels

2026-06-23 18:50
🚀 Anthropic has introduced Claude Tag, a new feature that embeds Claude into Slack as a persistent team member. This allows Claude to accumulate knowledge and work asynchronously without constant prompts. Available in beta for Enterprise and Team plan customers, Claude Tag replaces the previous Claude integration. It enhances collaboration by enabling Claude to monitor discussions, flag important information, and follow up on unresolved threads. Each channel has its own Claude, promoting...
Paul Sawers

OpenClaw and Hermes agree on what an agent is. They disagree on what controls it.

2026-06-23 17:56
At Microsoft’s Build keynote, CEO Satya Nadella highlighted a shift to agentic AI, showcased by OpenClaw, an open-source project enabling continuous operation of AI agents. OpenClaw connects agents to existing channels, while Hermes Agent focuses on memory for skill enhancement. Both projects aim to refine agent controls, emphasizing different core components. This evolving landscape in AI harness technology is crucial for future developments. 🤖🔗 #AI #OpenSource #TechInnovation #Microsoft...
Janakiram MSV

Developers are now validating code they didn’t write — and may not understand

2026-06-23 17:05
🚀 GitLab's recent AI Accountability Report highlights the challenges developers face with AI-generated code. 91% of organizations now use multiple AI coding tools, boosting coding speed. However, 43% struggle to differentiate between AI and human-written code, raising concerns about control over software quality. Manav Khurana emphasizes the shift in the bottleneck from writing to reviewing code, with 85% of respondents noting increased validation workloads. To address these issues, he...
Adrian Bridgwater

Reliability fail: No automated zone failover for Coinbase’s global trading service

2026-06-23 16:30
Coinbase experienced a significant outage on May 7, lasting nearly 10 hours, affecting all core trading services. This incident coincided with a regional AWS outage, raising concerns about Coinbase's reliance on a single AWS availability zone. ⚠️ While other companies managed to maintain operations, Coinbase directed customers to AWS status pages for updates. The company later acknowledged its dependency on a single-location matching engine for trading performance. Understanding the...
Gergely Orosz

Maximize AI Factory Energy Efficiency Through Full-Stack Inference and Training Optimizations

2026-06-23 16:30
Power costs significantly impact AI factory operations, accounting for 40% of overall expenses. Optimizing performance per watt is crucial for reducing token costs and enhancing revenue. ⚡️ NVIDIA leads in offering the lowest costs for AI inference and training through collaboration and innovative designs. Techniques like Mixture-of-Experts (MoE) models enhance energy efficiency without sacrificing performance. 🔍 Operators can leverage these insights to maximize efficiency and profit. 📈...
Sachin Idgunji

Nx debuts Polygraph, taking aim at what’s stalling AI coding agents

2026-06-23 16:30
🚀 Nx has launched Polygraph, a new service that connects multiple repositories into a "synthetic monorepo." This aims to enhance the capabilities of AI coding agents, which often struggle when changes involve multiple repositories. Co-founders Victor Savkin and Jeff Cross, former Google engineers, highlight that while AI can speed up coding, its effectiveness decreases in larger organizations due to coordination needs. Polygraph is currently in early access and free to use. It creates a...
Frederic Lardinois

AI can write the code. Your team still owns the debt.

2026-06-23 16:00
AI is changing the software development landscape, primarily by increasing coding speed. However, this speed comes with challenges in code verification and control. As AI generates code faster, the technical debt landscape is shifting. The costs associated with detecting issues are rising, creating pressure on teams to verify and review AI-generated code. Interestingly, Gartner predicts that architectural debt will make up 80% of technical debt by 2027, highlighting the need for better...
Robert Curlee

PACT: Anonymous Credentials for the Web

2026-06-23 15:29
🌐 New insights on PACT: Anonymous Credentials for the Web! This article dives into the challenges of keeping the web open while addressing bot-related issues. Many sites block bots but risk alienating genuine users due to privacy measures. Increased bot activity is pushing websites to request user info, which can compromise privacy. The balance between security and user experience remains a key concern. Explore the ongoing challenges and proposed designs aimed at addressing these issues....
Dennis Jackson

Boost Inference Performance up to 15x on NVIDIA Blackwell Using DFlash Speculative Decoding

2026-06-23 15:00
🚀 AI systems are evolving from single-turn interactions to complex multiagent workflows, making low-latency inference crucial. DFlash, an open-source lightweight model, enhances this process through speculative decoding. It enables block-parallel GPU work, improving inference performance by up to 15x on NVIDIA Blackwell. 📈 The research team has released 20 DFlash checkpoints on Hugging Face, facilitating developer workflows. DFlash is also being integrated into various NVIDIA GPU inference...
Amr Elmeleegy

GitLab just surveyed 1,500 developers. Here’s why it matters for your codebase.

2026-06-23 15:00
🚀 GitLab's recent survey of over 1,500 developers highlights key insights into AI-assisted software development. 📈 60% of respondents report that AI coding tools have exceeded their ROI expectations, with 78% seeing faster code writing and committing. However, speed without control can lead to significant issues. 🔍 Only 21% experience productivity gains beyond just code generation, indicating a need for better governance. Many organizations adopted AI tools quickly, but 80% say they haven’t...
Manav Khurana

Build an AI Scientist for Life Science Discovery with NVIDIA BioNeMo Agent Toolkit

2026-06-23 13:30
🚀 AI scientists are transforming scientific computing by reading papers, writing code, and generating hypotheses. However, effective discovery in life sciences requires reliable tools. NVIDIA BioNeMo bridges this gap, offering an accelerated tool layer for biomolecular research. It provides agent-ready interfaces for seamless integration, ensuring AI scientists can utilize advanced models effectively. Learn more about how this technology is shaping research! 🔬💻 #NVIDIA #BioNeMo #LifeSciences...
Kyle Tretina

Empowering the Future: Celebrating Excellence at the 2026 USCa Cisco Networking Academy Partner Conference

2026-06-23 13:00
🌟 The 2026 Cisco Networking Academy Partner Conference highlighted the importance of digital skills in today’s AI-driven economy. With a focus on bridging the skills gap, the NetAcad program has impacted 3.4 million students across the U.S., Canada, and the Marshall Islands. An impressive 96% of graduates have achieved career or educational advancements. Personal success stories from instructors and students showcase the program's effectiveness and commitment to fostering a skilled workforce....
Wayne Cuervo

Can DNS become the basis for AI agent identity?

2026-06-23 13:00
The Linux Foundation is set to launch the Agent Name Service (ANS), an open standard aimed at giving AI agents verifiable identities linked to the internet's DNS. 🌐 Originally conceived in a 2025 research paper, ANS has evolved to function as a universal directory, allowing agents to demonstrate domain control through established protocols. 🔐 In addition to ANS, the DNS-AID standard will handle agent discovery, enabling agents to publish their endpoints as DNS records. This initiative is...
Frederic Lardinois

Uplevelling Black Hat Threat Hunters

2026-06-23 12:00
Enhancing threat hunting at Black Hat involves balancing data sources. 📊 Recently, the Splunk Attack Analyzer (SAA) replaced Secure Malware Analytics (SMA) for malware threat analysis. SAA offers detailed data, allowing us to refine our threat landscape reporting. Collaboration was key, as David and Lily developed a query that extracts and reshapes critical submission metadata. This innovation provided deeper insights, improving our workflow efficiency. 🔍 #ThreatHunting #CyberSecurity...
Aditya Raghavan

Connect EvalHub to protected production model servers

2026-06-23 07:01
🔗 Connect EvalHub to your protected model servers! This guide details how to configure your EvalHub runtime for both internal and external model servers. It covers the use of service account tokens, API keys, and custom certificates to ensure secure connections. For a successful evaluation job, the correct authentication method is crucial, especially in production environments. Learn more about securing your AI evaluation infrastructure! #AI #EvalHub #MachineLearning #DataSecurity #RedHatAI
Sobha Cheruku, Prabhu Padashetty, Narayan Sagar, Gin Biak Naulak

Building a custom Red Hat Enterprise Linux kernel for NVIDIA DGX Spark

2026-06-23 07:01
🚀 Building a custom Red Hat Enterprise Linux kernel for the NVIDIA DGX Spark platform requires specific steps. This guide details how to compile the RHEL 10 kernel and NVIDIA GPU driver from source. It outlines prerequisites, including the need for an ARM64 system or DGX Spark Founder's Edition. 🔧 Developers should note this is a Developer Preview, not intended for production use. For full instructions, see the guide! #NVIDIA #RedHat #Linux #Kernel #DGXSpark
Micah Abbott, Henry Geay de Montenon, Jiri Benc

How Telcos Build Autonomous Networks with Agentic AI

2026-06-23 06:00
Telecom operators are increasingly integrating AI into their network operations, customer care, and back-office processes. However, many are still at the beginning stages of achieving full autonomy. 📈 Currently, automation in network operations mainly falls within Level 2–3 of TM Forum’s taxonomy, focusing on predefined solutions. To reach Levels 4–5, telecoms need autonomous agents that can interpret operator intent and make real-time decisions. 🤖 A strong autonomy platform is essential,...
Amogh Dendukuri

Monday, June 22, 2026

Cursor quietly acquires Continue, an open-source alternative to GitHub Copilot

2026-06-22 19:48
Cursor has acquired Continue, an open-source coding assistant, amid ongoing consolidation in AI developer tools. This acquisition aligns with SpaceX's recent $60 billion investment in Cursor. The terms of the deal remain undisclosed, but Continue has announced that its service will be discontinued, and users must export their data by July 15. Industry insights suggest that while GitHub Copilot dominates the market, opportunities for innovation in coding agents still exist. #AI #TechNews...
Paul Sawers