Discover how the emergence of autonomous AI agents is revolutionizing software quality assurance, emphasizing behavior validation, MLOps, and dynamic testing frameworks.
Author: drweb
Explore how vibe coding is changing the landscape of software development, simplifying payments integration and enabling faster prototyping using natural language.
At 2:07 a.m., a core production node went down. CPU usage spiked, latency ballooned and requests started timing out across the cluster. Monitoring tools caught it instantly as dashboards glowed red, alert rules fired and incident payloads were dutifully sent downstream. Everything functioned exactly as designed. Except no one responded. The alert reached every configured […]
I used to think capacity planning was about setting up CloudWatch alarms and hoping they’d fire before things broke. Spoiler: that’s not capacity planning—that’s just reactive firefighting with extra steps. Real capacity planning means knowing you’ll need more database capacity three weeks from now, not three minutes after your site starts timing out. It means […]
In today’s rapidly developing software world, security cannot be an afterthought. DevSecOps, the integration of security practices into every phase of DevOps, requires continuous monitoring and actionable insights to detect and mitigate threats effectively. Observability plays an essential role in this ecosystem by providing deep visibility into the security posture of the development process, enabling […]
Snowflake has signed an agreement to acquire observability startup Observe, moving to fold AI-driven telemetry analysis directly into its AI Data Cloud as enterprises grapple with the operational complexity created by large-scale AI systems. Financial terms were not disclosed, though multiple reports estimate the transaction at roughly $1 billion, which would make it the largest […]
DeepSeek is preparing to launch its next-generation artificial intelligence (AI) model, V4, in mid-February, according to a report in The Information, citing two people with direct knowledge of the company’s plans. The upcoming release marks the Chinese startup’s first major model update since its R1 reasoning model in January 2025 sparked global attention and sent […]
Python has supported type hinting for quite a few versions now, starting way back in 3.5. However, Python itself does not enforce type checking. Instead, you need to use an external tool or IDE. The first and arguably most popular is mypy. Microsoft also has a Python type checker that you can use in VS Code called Pyright, and then there’s the lesser-known Pyrefly type checker and language server. The newest type checker on the block is Astral’s ty, the maker of Ruff. Ty is another super-fast Python utility written in Rust. In this article, you will learn how to switch your project to use ty…
Deterministic AI Testing with Session Recording in cagent AI agents introduce a challenge that traditional software doesn’t have: non-determinism. The same prompt can produce different outputs across runs, making reliable testing difficult. Add API costs and latency to the mix, and developer productivity takes a hit. Session recording in cagent addresses this directly. Record an AI interaction once, replay it indefinitely—with identical results,…
ABOUT SCOPEYScopey Onsite is an early-stage construction tech company building an AI-powered site management platform. Our core product enables field workers to communicate with an intelligent assistant via WhatsApp to log site events, notes, and manage project information in real-time.We are moving from MVP into onsite field testing with established construction companies across Ireland, the UK and Australia. This phase is about building, testing, and improving quickly based on real site feedback.We’re a small, lean, focused product team: a hands-on CTO, a UI/UX Designer, and we’re looking for a senior developer to help us ship fast and build something great.THE…