Sonatype says 91 Spring vulnerabilities affecting more than 209,000 software components highlight how AI is accelerating vulnerability discovery and creating a new patching challenge for DevSecOps teams.
AI is Coding Us Into a Corner
AI-powered patching and coding is putting us on a track towards a deepening dependency on future frontier models. The modern tools we use today to fix yesterday’s coding problems are […]
AI-Assisted Development Under Deadline: What It Takes to Ship Production Code on an Unfamiliar Stack
How Claude Code accelerated development on an unfamiliar stack while proving that production-ready AI-generated code still requires human judgment.
AI Moved the Bottleneck From Writing Code to Understanding and Trusting It
AI coding boosts velocity, but without stronger review, governance and codebase visibility, teams risk higher costs, security gaps and production failures.
TL;DR
AI Is Exposing a Growing Blind Spot in Open Source Security
With AI, teams across organizations are now building internal applications faster than ever, often pulling in open source libraries and frameworks without much thought about long-term support, lifecycle management, or […]
Survey Surfaces Multiple Challenges Measuring AI Coding Productivity
A Harness survey reveals that while 89% of organizations see AI boosting developer productivity, a third of the workday is consumed by untracked AI tasks like fixing bugs, code reviews, and managing cognitive load
Open Source Contribution is About More Than Just Altruism
Passive consumption of open source software creates hidden costs, including $670,000 annually in internal workarounds; however, organizations that shift to upstream contribution report up to 5x returns through improved talent retention and faster development cycles.
GitHub’s Spec Kit Puts the Spec Back in Software Development
GitHub’s open-source Spec Kit aims to eliminate “vibe coding” by prioritizing durable specifications over vague prompts, providing a structured, agent-agnostic workflow for Copilot, Claude, and Gemini.
The Velocity Trap: Why Shipping Faster Is Making Systems Worse
There is a particular flavour of engineering dysfunction that looks, from the outside, like peak performance. Deployments are frequent. Sprint velocity is high. The feature backlog is shrinking. Leadership is […]
When Code Becomes Cheap, Engineering Becomes Governance
AI agents can now generate in minutes what once took teams weeks, but the real shift is not faster coding. It is the collapse of code scarcity. As software production becomes industrialized, the job of engineers is moving from writing lines to governing systems, managing risk and deciding what should exist in the first place.
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