Latest from Adrian

Atlassian Underpins Code Creation With New Agentic Insight Channels
Atlassian used its Team ’26 user conference this month in Anaheim to explain how its platform has now further evolved to underpin the reality of what the company defines as the AI‑native organization. This still-emerging entity is a company (or indeed a department, an individual team or working group) where human teams are co‑creating alongside […]
May 6, 2026 · 3 minAll articles by Adrian Bridgwater
Showing 1–24Claude’s Code Quality Conundrum Continues
Anthropic admits to a month-long degradation in Claude’s output due to reasoning “effort” tradeoffs, cache bugs, and verbosity prompts. As Opus 4.7 rolls out with mixed developer reviews, the company is doubling down on “frontier safety” with the restricted Mythos model while leaning on high-profile advisors like Rishi Sunak to navigate global AI regulation.
Lightrun: IT is in the Dark Over Coding Assistant Runtime Visibility
Software runs, but sometimes it doesn’t… and that’s often down to a lack of runtime visibility in relation to platform engineering teams being able to trust coding assistants and AI-powered site reliability engineering (SRE) services.
GitHub Copilot Pulls Drawstring On Tighter Developer Usage Limits
New limits for GitHub Copilot come as no surprise. To roll out over the next few weeks, at the time of writing, two usage limit restrictions will come into place.
How Much Is That AI Subscription in the Window?
An analysis of the escalating AI subscription wars between Anthropic and OpenAI, highlighting the “Single Prompt Sinkhole” phenomenon where power users exhaust $100/month limits in hours and the industry’s shift toward observability to justify opaque, agentic-heavy pricing models.
Developers Using Anthropic Claude Code Hit by Token Drain Crisis
Anthropic’s Claude Code users report Max tier quotas exhausting in under 20 minutes. Explore the “Cache-22” of prompt caching, session limits, and why AI coding “opacity” is stalling developer workflows.
OpenTelemetry Gets Kotlin Multiplatform API & SDK
OpenTelemetry expands its observability reach with a native Kotlin Multiplatform API and SDK. Contributed by Embrace, this update enables vendor-neutral telemetry across JVM, iOS, and web, offering idiomatic Kotlin support and optimized performance for mobile and client-side applications.
Tekton Kubernetes-Native CI/CD Project Reaches CNCF Incubation
The CNCF TOC has voted to accept Tekton as an incubating project. As a Kubernetes-native framework for CI/CD, Tekton enables developers to build, test, and deploy across clouds by treating pipelines as standard K8s resources. Originally part of Knative, it now offers a modular ecosystem including Triggers and Chains for supply chain security, integrating deeply with Argo CD and Sigstore.
Open Source’s ‘Eternal September’, GitHub Keeps Maintainers Covered for All Seasons
Open source is experiencing an “Eternal September” due to a massive influx of contributions fueled by AI. While this increases engagement, it overwhelms maintainers. GitHub is introducing tools like interaction limits and improved triage to protect maintainer sustainability and trust.
Please Grow Up, Coder Launches AI Maturity Self-Assessment Tool
Coder introduces an AI maturity self-assessment service to help organizations evaluate their AI adoption in software development. As teams transition from ad hoc usage to structured workflows, this tool addresses the need for governance and oversight in AI-driven projects.
Eficode Unifies Operations to Join AI Software Development Landgrab
The march to build comprehensive software application development platforms aligned and optimized for the AI-first era is running at a breakneck pace. Latest to join the current land grab and pledge allegiance to the delivery of high-value AI-driven outcomes is Helsinki, Finland-based Eficode. Pronounced (exactly as it sounds) Eficode in American English, but presumably given […]
New Relic AWS Integrations Go Deep on Root Cause Observability Analysis
New Relic expands its observability platform with deep AWS integrations to speed incident resolution and support AI-driven DevOps workflows.
AWS Transform Modernizes Any Codebase, App, API or Runtime
Platforms, paradigms, processes and processing itself all evolve. Because the information technology industry crosses from one chasm to another on an apparently endless loop of perpetual change, applications and wider systems need to be almost continually modernized. Amazon Web Services wants to enable that process with AWS Transform, a service that now ships with new […]
Microsoft Morphs Fusion Developers To Full Stack Builders
Microsoft sees a new democratization of all users, now also being able to engage in the creation and modification of application functions.
Special Agents, StackGen Drives DevOps Deeper Into Infrastructure
StackGen’s Autonomous Infrastructure Platform features AI agents to build and manage cloud infrastructure with autonomous capabilities.
GitGuardian Humanizes Non-Human Identity Controls Inside Developer Workflows
GitGuardian says its MCP server enables DevOps teams to detect, respond to and remediate security incidents as code is being written.
Coralogix MCP Server Offers Observability View Into AI Agents
Full-stack observability platform company Coralogix has detailed the launch of its new Model Context Protocol Server technology. The product is designed to allow third-party AI agents to connect directly to Coralogix’s observability data services to provide a deeper view into the new fabric of agentic AI connections. Breaking down the observability viewfinder on offer here, […]
Java at 30 Years Old: An Industry Perspective
Java is 30. If that makes you feel old, cheer up. Remember how groundbreaking and appealing the Java software language and platform has been over the years, think about how it has helped nurture a huge proportion of enterprise open source development (not to mention how it has essentially underpinned the web itself) and – […]
Life After Death, HeroDevs Acquires Xeol To Remediate Unsupported Software Zombies
Xeol tracks end-of-life data in 100,000+ open-source software packages to help identify and remediate unsupported software in one streamlined workflow.
WaveMaker UI Code Accelerator Pictures Pixel Perfection
WaveMaker AutoCode identifies and generates components from Figma designs, enabled for proprietary design systems to remove long-standing first-mile bottleneck in app development.
Endor Labs Forks Semgrep to Opengrep for Static Code Analysis
Software application development lifecycle (SDLC) analysis company Endor Labs has worked with a cadre of industry partners to now launch Opengrep, a toolset designed to ensure static software application code analysis remains open and accessible.
Perforce Forks Puppet, Community Considers Muppet
DevOps platform company Perforce is forking Puppet, the open-source configuration management technology it acquired in May 2022.
Can One Developer Productivity Framework Rule Them All?
Multiple dimensions are needed to capture software development comprehensively because changes to one dimension, such as speed, may negatively affect others (e.g. quality or effectiveness).
Code Busters: Are Ghost Engineers Haunting DevOps Productivity?
A study coming out of Stanford University conducted by software engineering productivity specialist Yegor Denisov-Blanch claims that developer teams are rife with so-called ghost engineers who do virtually no work.