OpenAI’s Symphony Codex Orchestrator Boosts Pull‑Request Throughput Sixfold
OpenAI released Symphony, an open‑source specification that lets its Codex agents pull tickets from Linear and run autonomously until merged. Internal teams reported a sixfold jump in merged pull requests within three weeks, highlighting a new way to eliminate human attention as the primary bottleneck in AI‑driven code generation.
Fixing JavaScript Observability, One Library at a Time
Over the past weeks Sentry has led a cross‑ecosystem push to replace fragile monkey‑patching in JavaScript APM tools with Node’s built‑in TracingChannel API. By having libraries publish structured events on tracing channels, APMs can subscribe without import‑in‑the‑middle hacks, eliminating ESM...
Q1 2026: Harness CD & GitOps Product Update
Harness released its Q1 2026 product update, introducing AI‑powered continuous verification that provides zero‑config health monitoring, native Azure Container Apps support with basic and canary strategies, and major Windows deployment enhancements such as session reuse and dynamic multi‑host targeting. The update...
Consolidate Your GitLab Stack with Gitaly on Kubernetes
GitLab 18.11 makes Gitaly on Kubernetes generally available, letting teams run the entire GitLab stack inside a single Kubernetes cluster. Previously, organizations had to maintain a hybrid architecture with Gitaly on virtual machines, adding operational complexity. The new deployment uses...
Infrastructure for AI Agents: What Platform Teams Need to Build Now
AI agents are moving from code‑assistant roles to autonomous platform citizens, demanding infrastructure that operates at machine speed. Traditional cloud platforms built around human‑centric ticketing and manual approvals become bottlenecks, causing delays that AI‑driven workflows cannot tolerate. The article advocates...
Why Developer Portals Matter More in the Age of AI Agents
Internal developer portals (IDPs) are not obsolete; they are evolving into infrastructure that serves both human developers and AI agents. While AI assistants can answer queries, they lack the enterprise context that IDPs provide, such as service catalogs, compliance policies,...
Limit Credential Exposure with Fine-Grained Personal Access Tokens
GitLab has launched a beta for fine‑grained personal access tokens (PATs), allowing users to restrict a token’s reach to selected projects or groups and assign per‑resource permissions such as Create, Read, Update, and Delete. This replaces the traditional broad‑scoped tokens...
How AI Coding Is Driving Efficiency Gains for Datacom
Datacom is integrating AI‑powered coding assistants such as GitHub Copilot, Cursor and Augment, achieving 20‑30% productivity gains across its digital engineering and SaaS teams. By embedding AI agents that act as business analysts, developers and QA testers, the firm reports...
#547: Parallel Python at Anyscale with Ray
In this episode, hosts Michael Kennedy talks with Ray co‑founders Edward Oaks and Richard Law about the origins and evolution of Ray, the open‑source Python framework that powers large‑scale AI workloads—from its birth in UC Berkeley’s RISE lab for reinforcement...
Lloyds Banking Group Launches Four-Year AI Partnership to Transform Quality Engineering
Lloyds Banking Group announced a four-year research partnership with the University of Glasgow to embed agentic AI into its quality engineering workflows, marking the first large‑scale AI deployment in a regulated bank’s testing function. The program aims to validate AI...
Blitzy Raises $200M at $1.4B Valuation to Build Autonomous Coding Platform
Cambridge‑based Blitzy announced a $200 million Series C financing that lifts its valuation to $1.4 billion. The round, led by Northzone and joined by PSG, Battery Ventures and Jump Capital, backs the company’s push to automate months of software development for Global 2000 firms.
Why Long-Running AI Agents Break on HTTP and How Ably Is Fixing It
Ably CEO Matthew O’Riordan explains that standard HTTP request/response falters when AI agents run for hours, handling multiple tool calls and user interruptions. To address this, Ably introduced a durable‑session layer called AI Transport, which moves the response stream to...
Kubernetes v1.36: Server-Side Sharded List and Watch
Kubernetes 1.36 adds an alpha‑stage server‑side sharded list and watch feature, letting the API server filter resource events before they reach controller replicas. By passing a shardSelector in ListOptions, each replica receives only the hash range it owns, cutting CPU,...
Dyna Software Adds AI Agents to Customize ServiceNow Applications
Dyna Software unveiled Platform Copilot, a suite of AI agents that automatically configure ServiceNow SaaS applications from natural‑language or image inputs. Integrated with ServiceNow’s development tools and large‑language models from OpenAI and Anthropic, the agents generate configurations, preview changes, and...
Cut Claude Code Costs by up to 55% with WozCode
Switched from Copilot to Claude Code two months ago. The capability jump was real. The bill was a horror show. I assumed that was just the price of using a better tool. It isn't. Vanilla Claude Code is structurally inefficient. Too many...
IREN to Acquire Mirantis in $625 Million Stock Deal to Boost AI Cloud Services
IREN Limited (NASDAQ: IREN) signed a definitive agreement to acquire Mirantis, Inc. for an aggregate consideration of about $625 million in IREN ordinary shares. The deal adds Mirantis' Kubernetes‑based cloud infrastructure expertise and a base of more than 1,500 enterprise customers...
Snowflake Launches Observe CLI to Boost AI‑Powered Observability in Data Cloud
Snowflake introduced a command‑line interface (CLI) for its Observe platform, extending AI‑powered observability across the Data Cloud. The move follows Snowflake’s acquisition of Observe three months ago and targets enterprises ingesting hundreds of terabytes of telemetry daily, promising faster, cheaper...
Introducing Chunk Sidecars: Inner Loop Validation that Keeps up with Your Agents
CircleCI unveiled Chunk sidecars, lightweight microVM environments that run alongside developers' local workflows to validate AI‑generated code in real time. By auto‑detecting the tech stack and executing scoped microbuilds within 60 seconds, sidecars give agents immediate feedback, keeping the inner...
Optimizing Performance with Reinforcement Learning at Data Summit 2026
Cisco’s Hina Gandhi presented a reinforcement‑learning framework that enables Apache Spark to self‑tune partitioning decisions before execution. By applying Q‑learning, the RL agent observes metrics such as shuffle size, task duration, data skew, and executor utilization, then selects actions that...
Troubleshoot Performance Issues Faster with the New Grafana Assistant Integration for Database Observability
Grafana Cloud has launched a new AI‑driven Assistant integrated into its Database Observability suite, letting users diagnose slow queries directly from live Prometheus and Loki data. The assistant automatically pulls schema, execution plans, and wait‑event metrics, then delivers a health...
Kubernetes Finally Lands User Namespace Support, but Shared Kernel Problem Remains
Kubernetes 1.36 introduces general‑availability user namespace support, allowing pods to remap root to an unprivileged host UID. This mitigates several high‑severity CVEs by limiting the impact of container escapes and lateral movement. However, all containers still share the same Linux...
Lock Down Your VPS with Outbound Cloudflare Tunnel
New fun thing I did to secure my VPS even further I installed @Cloudflare Tunnel, many of you recommended me this I already had 443 inbound firewall limited to Cloudflare's IP range, but this is even better Cloudflare Tunnel is outbound, which means...
How to Set Up Claude Code Channels Locally
Claude Code Channels provides a lightweight, locally‑run alternative to OpenClaw for connecting Claude AI to Discord. The setup requires a running Claude Code session, a Pro or Max Claude.ai subscription, and the installation of Bun and official Claude plugins. Users...
Vultr, SUSE & Supermicro Debut Unified Cloud-to-Edge Architecture for Global AI Scaling
Vultr, SUSE and Supermicro announced a unified Cloud‑to‑Edge framework that links Vultr’s 33 global cloud regions with rugged Supermicro edge servers, all orchestrated through SUSE’s GitOps‑driven Kubernetes stack. The architecture splits AI workloads across three layers—cloud/near‑edge, metro edge, and a...
Meesho Says 70% of Its Code Is AI-Generated; AI Feeds Drive 75% of Orders
Meesho, the SoftBank‑backed Indian social commerce platform, reports that over 70% of its software code is now generated by AI tools, accelerating product development and testing. AI‑driven personalized feeds account for roughly 75% of all orders, boosting conversion rates by...
Ruby Inventor Matz Working on Native Compiler with AI Help
Ruby creator Yukihiro Matsumoto unveiled Spinel, a native compiler that translates Ruby code into C and then into a standalone executable. Using Anthropic's Claude Code, the project was built in weeks and delivers roughly an 11.6‑fold speed increase over MiniRuby...
Opsera and Cursor Team Up to Embed Autonomous AI Agents in DevOps Workflows
Opsera, the Agentic DevOps platform, and Cursor, a multi‑model AI coding tool, announced a partnership on May 5, 2026, to embed Opsera’s autonomous agents into Cursor’s IDE. The integration promises faster, compliant code generation by shifting security and governance checks...
How NetEase Games Cut LLM Cold Starts From 42 Minutes to 30 Seconds
NetEase Games reduced large language model cold‑start latency from 42 minutes to under 30 seconds by adopting Fluid, a CNCF‑incubated data orchestration layer on Kubernetes. The shift replaced direct cross‑region storage access and a basic Alluxio cache with Fluid’s prefetching...
I Gave Our Developers an AI Coding Assistant. The Security Team Nearly Mutinied
A technology leader approved an AI coding assistant to relieve developers from repetitive tasks, but the security team reacted strongly, fearing uncontrolled code generation. The tool can draft tests, explain legacy code, and suggest refactors, yet it raises questions about...
Scaling the Vision: Operationalizing Creative Workflows at Scale
Applitools is expanding its Customer Success model with a Success Blueprint that turns strategic intent into measurable value by embedding Visual AI into the CI/CD pipeline. The company introduces an Operational North Star framework focused on standardization, velocity, and consistency...
Middleware Unveils OpsAI, AI‑Native SRE Agent Auto‑Resolves Over 80% of Issues
Middleware announced the general availability of OpsAI, an AI‑native Site Reliability Engineering agent that resolves over 80% of production problems before users notice. The tool integrates directly with Middleware's observability stack, delivering 10× faster response times and a detection‑to‑resolution rate...
The Tools Are Ready. So Why Are Most Cloud Native Teams Still Running Three Observability Stacks?
A February 2026 survey of 407 cloud‑native practitioners shows that 46.7% of organizations still run two to three observability tools, while only 7.4% have achieved a single unified stack. Teams cite dashboard and alert configuration (54%) as the biggest setup...
What Is Crowdtesting? Benefits, Types & How It Works
Crowdtesting leverages a global network of real users to evaluate software on actual devices and networks, providing real‑world validation at scale. Platforms such as Global App Testing connect companies with testers in over 190 countries, covering functional, usability, localization, payment,...
Shepherd Model Gateway Cuts GPU Idle Time With Rust
The LightSeek Foundation unveiled Shepherd Model Gateway (SMG), a Rust‑based service layer that offloads all CPU‑bound tasks—tokenization, detokenization, and multimodal preprocessing—from Python‑driven LLM serving pipelines. By replacing the Python Global Interpreter Lock bottleneck with a native gRPC data plane, SMG...
Antony Pegg: I Built Three GitHub Codespaces Walkthroughs for Our Products. Would You Use Them?
Antony Pegg created three GitHub Codespaces walkthroughs that let developers spin up pgEdge’s distributed Postgres products with a single click, eliminating local installation and Docker setup. The demos cover a Helm‑based Kubernetes deployment, the pgEdge Control Plane API, and an...
Improved Debugging for Expo Apps with the React Native SDK
Expo apps generate roughly 75% of the React Native events Sentry receives, prompting the company to upgrade its React Native SDK for better debugging and performance monitoring. The new release automatically enriches every event with OTA update metadata, tags emergency...
Database Schema Migrations with Zero Downtime: The Expand-Contract Pattern
A contract forces a split of a 200 million‑row `full_name` column into `first_name` and `last_name`. The naïve ALTER TABLE approach acquires an ACCESS EXCLUSIVE lock, taking dozens of minutes and taking the application offline. The article introduces the Expand‑Contract pattern, which...
EnforceAuth Open-Sources Zift — A Code Scanner Built to Close the Authorization Gap in Enterprise and AI Systems
EnforceAuth has released Zift, an Apache‑2.0 open‑source scanner that automatically discovers authorization decisions across multi‑language codebases and generates Open Policy Agent (OPA)‑ready Rego policy stubs. In an internal benchmark of a financial app, Zift found only 20% of enforcement points...
DORA Metrics Are Lying to You and AI Is Making It Worse
DORA metrics have long served as a DevOps shorthand for delivery performance, but they only measure the flow of changes, not the team’s grasp of the underlying systems. The rise of AI‑generated code lets engineers ship faster while the code’s...
DevOps Essentials: Containers, Orchestration, CI/CD, IaC, Cloud, Observability, SRE
DevOps in Plain English: • Containerization (Docker) → Package apps with their dependencies • Orchestration (Kubernetes) → Keep containers running at scale • CI/CD (Jenkins, GitHub Actions) → Ship changes automatically • Infrastructure as Code (Terraform) → Provision infra using code • Cloud Computing (AWS/Azure/GCP)...
AI-Driven TensorFlow-to-JAX Migration Mirrors Deterministic Coding Loop
That post today about how Google did an AI-assisted code migration from TensorFlow to JAX? https://t.co/EcyofYfoPB The Planner-Orchestrator-Coder pattern we applied looks a lot like what @CTOAdvisor calls "deterministic coding in a loop." https://t.co/gkGb07wQnq https://t.co/IMxYmPjS5J
Microsoft Enables Hotpatching by Default: Windows Updates without Restarts Become a Reality
Microsoft will enable Hotpatching by default for eligible Windows 11 24H2+ and Windows Server 2025 devices starting in May 2026. The feature lets security‑relevant updates be applied directly in memory, removing the need for a system restart. Hotpatching is limited to devices managed...
Honest Feedback Loops Beat Fancy Eval Dashboards
"The teams that win the next phase of AI engineering won’t be the ones with the most elaborate eval dashboards; they’ll be the ones with the most honest feedback loops." https://t.co/yx5BRTSHCV < invest in evals, says @mjasay
Atlassian AI Reviews 1
This is a crazy use case. Every B2C and SaaS company has the challenge to find apps that are behind the latest style guide 1.5B lines of @Atlassian code being reviewed. Very impressive. #AtlassianTeam26 #AI #CIO https://t.co/9y8utEa5fs
AWS Unveils Generative AI Model Agility Solution to Ease Model Switching
Amazon Web Services rolled out a Generative AI Model Agility Solution, a toolkit that decouples application code from specific large language models. The service promises seamless migration between models such as Claude, Llama or Titan, reducing lock‑in risk and helping...
Add Human‑in‑the‑Loop to Pause AI Code Generation
[blog] How to force your custom agent to stop and seek human approval https://t.co/fPu5tjkMQ4 < in which I use the new human-in-the-loop feature of the Agent Development Kit to approve AI-generated code tutorials. https://t.co/0xkrl1CKmj
Vibe Coding and Spec-Driven Development Will Merge Into AI‑Powered SDLC
My article today on vibe coding vs spec-driven development. IMHO these will converge to full AI SDLC platforms, hopefully with smart naming to accelerate addoption. https://t.co/nwUSAAOk4Q #AtlassianTeam26 #AI #SDLC #DevOps #Agile #CIO
Incredibuild Unveils Islo Sandbox to Secure AI Coding Agents at Scale
Incredibuild announced the launch of Islo, a sandbox that isolates AI coding agents in dedicated cloud environments with granular security policies. The solution lets enterprises run agents 24/7 while protecting codebases, secrets, and infrastructure, aiming to turn experimental AI workflows...
Salt 3008 RC2 Is Now Available
The Salt Project announced Salt 3008 RC2, the second release candidate of its upcoming long‑term support (LTS) version. RC2 is available for download via PyPI, native OS packages, and Docker containers, with source code hosted on GitHub. While master and minion versions...
Accelerate Innovation and Govern Integrity with Red Hat Satellite 6.19
Red Hat unveiled Satellite 6.19, its final RPM‑based release, adding AI‑assisted management, image‑mode support, and hardened vulnerability controls for air‑gapped sites. The update introduces a Model Context Protocol (MCP) server for natural‑language queries, granular RBAC, and SSH‑certificate remote execution. It also...