How to Test AI Hallucinations Effectively
AI hallucinations—confident but incorrect outputs—pose financial, legal and safety risks in sectors such as banking and healthcare. Traditional quality assurance struggles to catch these errors because AI responses are nondeterministic and lack a single expected answer. Global App Testing (GAT) proposes a hybrid testing framework that blends large‑scale automation with human validation to surface inconsistencies, validate against ground‑truth sources, and measure hallucination rates. The approach emphasizes high‑risk scenarios, ambiguous prompts, and continuous metric‑driven improvement before deployment.
Open a PR First: Clean History, Safer Reviews
Reasons why you need to open a PR before pushing your files to the git repository, so your history doesn’t get messy, easy to review, safer and that is the standard.
Mistral’s Leanstral Wants to Kill Off Human-in-the-Loop Code Checks, but Is It Blowing in the Wind?
Mistral AI unveiled Leanstral, an open‑source code‑generation agent that couples large‑language‑model output with Lean 4 formal verification to produce mathematically proven code. The system employs a 119‑billion‑parameter mixture‑of‑experts model, activating only 6.5 billion parameters for efficiency, and is offered via a free...
Consistent Hashing Is HARD Until You Learn How Dynamo Actually Uses It
The post demystifies consistent hashing by showing how Amazon Dynamo (the engine behind DynamoDB) implements it in production. It explains why naive modular hashing fails, introduces the hash ring and virtual nodes, and details Dynamo's replication, preference lists, and coordinator...
When Production Logs Become Your Best QA Asset
Tanvi Mittal, a veteran QA engineer, created LogMiner-QA to turn raw production logs into automated Gherkin test scenarios. The open‑source tool uses AI‑driven NLP, clustering and anomaly detection to surface real‑world user flows that traditional test suites miss. It includes...
Why Xray’s AI Test Model Generation Is Key to Scalable DevOps Quality
Xray Enterprise’s AI Test Model Generation, powered by Sembi IQ, automatically transforms natural‑language requirements into structured visual models, giving teams a clear framework for test coverage. The feature embeds directly in Jira, linking models to test cases, executions, and release metrics,...
More Ancient Linux Device Support Faces the Chop
The Linux kernel community is accelerating the removal of legacy drivers to curb long‑standing bugs exposed by LLM‑powered vulnerability scanners. Andrew Lunn’s 18‑patch series targets 3Com Ethernet cards, several Xircom and PCMCIA devices, and newer but still two‑decade‑old adapters like...
Hyve Managed Hosting to Partner with Red Hat to Modernize and Reduce Customer Costs
Hyve Managed Hosting has teamed up with Red Hat to deliver a fully managed platform built on Red Hat OpenShift. The solution lets customers run containerized applications alongside traditional virtual machines from a single control plane. Licensing is tied to physical server...
Open Telemetry Founder Tools up for Project Graduation Party
At GrafanaCon in Barcelona, OpenTelemetry founder Ted Young announced that the project’s top priority for the next year is to make the ecosystem “boring” by stabilizing all components, especially instrumentation, to achieve full CNCF graduation. While SDKs and collectors are...
Open Telemetry Founder Tools up for Project Graduation Party
At GrafanaCon in Barcelona, OpenTelemetry founder Ted Young announced that the project’s final push toward CNCF graduation hinges on making the ecosystem "boring" – meaning fully stable and production‑ready. The priority is to upgrade all instrumentation packages across every supported...
Kubernetes Roadmap for Serious DevOps: From Basics to Production
Kubernetes from zero → production mindset 🚀 If you’re serious about DevOps, this is the roadmap you actually need: • Core concepts (Pods, Deployments, Services) • Architecture (Control Plane vs Workers) • kubectl + YAML fundamentals • Networking (Ingress, Service types) • Storage (PV/PVC) • Security (RBAC,...
GrafanaCON 2026: Grafana Labs Targets the “AI Blind Spot” With New Observability Tools Announced
Grafana Labs unveiled a suite of AI‑focused observability tools at GrafanaCON 2026, including AI Observability in Grafana Cloud, an expanded Grafana Assistant, the Grafana Cloud CLI (GCX), and the open‑source o11y‑bench benchmark. AI Observability entered public preview, letting teams monitor...
Cursor and Chainguard Partner to Lock Down the AI Agent Supply Chain
Cursor and Chainguard announced a partnership that embeds Chainguard’s catalog of hardened container images and vetted language libraries directly into Cursor’s AI‑driven coding agents. The integration lets agents pull dependencies from Chainguard’s signed artifact store instead of public registries, reducing...
Open‑Source Platform Enables Self‑Improving AI Agents
Goodbye agents that silently hallucinate in production. Future AGI just open-sourced a full platform that makes AI agents self-improve... and it's wild. You literally plug in your agent and it traces, evaluates, simulates, guardrails, and optimizes it. That's it. It handles everything: - Traces across...
Successful AI Deployments Prioritize Governance, Ops, and Culture
What separates the organizations that are successfully moving AI into production from those still stuck, and what did the successful ones do differently? https://t.co/EW9phKw1Bw
Axios Npm Supply Chain Compromise – Guidance for Azure Pipelines Customers
On March 31 2026 malicious versions of the popular JavaScript HTTP client Axios (1.14.1 and 0.30.4) were briefly published to the npm registry, embedding a hidden dependency that contacted attacker‑controlled servers. The supply‑chain breach can affect Azure Pipelines builds that resolve dependencies...
Broadcom Teams with Google on Cloud Network Insights, Shifting Capital Toward Observability
Broadcom announced a partnership with Google Cloud to launch Cloud Network Insights, a first‑party observability service built on Broadcom's AppNeta technology. The deal, which also extends a custom TPU supply agreement through 2031, marks a notable pivot in Broadcom's capital...
How Spotify Used Agents to Migrate 1,800 Data Pipelines and Save 10 Weeks of Dev Work
Spotify’s internal Honk tool deployed autonomous agents to migrate roughly 1,800 data pipelines across its backend. The system generated and applied code changes automatically, eliminating the need for manual rewrites. By the end of the effort, Spotify saved an estimated...
Configuring NVIDIA NeMo Agent Toolkit With Docker Model Runner
2025 is being hailed as the year of AI agents, with frameworks like Docker cagent, Microsoft Agent Framework and Google ADK accelerating adoption. However, observability—tracking agent coordination, output quality, and failure diagnostics—has lagged behind. NVIDIA’s open‑source NeMo Agent Toolkit now...
Distributed Tracing Sampling Strategies: Balancing Visibility Vs. Storage Costs
Distributed tracing at massive scale generates terabytes of span data, making full‑trace storage impractical. Sampling trims this flood, but the choice of strategy—head‑based, tail‑based, or adaptive—determines what information survives. Head sampling decides early and saves resources but can miss critical...
Enhanced Smoke Tests Ensure OpenClaw Container Recovery
I'm on a GBrain PR-spree tonight, first up smoke test improvements for when your OpenClaw container dies and you want everything to work when it fires up again https://t.co/e2p0f6NVVN
State of Network Automation with Urs Baumann
Urs Baumann, guest on Software Gone Wild Episode 206, bluntly noted that the core slides he uses to discuss network automation are unchanged from a decade ago, underscoring the sector’s slow evolution. While the conversation highlighted the persistent reliance on...
GStack v1.11.0 Atomically Stacks Versions and Changelogs
Quality of life GStack v1.11.0 release /ship now stacks VERSIONs and CHANGELOGs up atomically so you don't have to go through so much BS trying to get 10 PR's ready to go all landed on main It's a good problem to have,...
Tredence Unveils Agentic AI Suite on Google Cloud, Promising Up to 40% Cost Cuts for Retailers
Tredence announced a new agentic AI suite on Google Cloud aimed at e‑commerce and retail decision‑makers. The platform promises to cut total cost of ownership by up to 40%, automate up to 98% of manual processes, and shrink deployment cycles...
CleanStart Launches Shell‑less, Read‑only Containers to Harden DevOps Pipelines
CleanStart introduced a statically compiled init binary, clnimg-init, that automatically converts Docker images into shell‑less, read‑only containers. The change requires no modifications to Dockerfiles, CI/CD pipelines or deployment processes, removing the migration barrier that has kept many enterprises from adopting...
Kubernetes 1.36 Rolls Out 70 Enhancements, Boosting AI‑Driven DevOps
Kubernetes 1.36 was released with 70 enhancements, cementing its role as the backbone of AI‑driven infrastructure. The update brings fine‑grained Kubelet API authorization to GA, a beta Resource Health State for Dynamic Resource Allocation, and an alpha Workload Aware Scheduling...
Cloudflare Launches GA Sandboxes, Giving AI Agents Persistent Isolated Environments
Cloudflare announced the general availability of its Sandboxes service, providing developers with persistent, isolated Linux environments for AI agent workloads. The rollout, part of Agents Week, follows a beta that began in June and aims to tighten security and streamline...
SUSE and NVIDIA Unveil AI Factory: GitOps‑Driven Stack for Sovereign Enterprises
SUSE and NVIDIA announced the SUSE AI Factory at SUSECON in Prague, a GitOps‑driven software stack that combines SUSE AI and NVIDIA AI Enterprise for secure, sovereign AI workloads. The solution targets regulated enterprises and is slated for general availability...
Snowflake Unveils AI Automation Upgrades to Power the Agentic Enterprise
Snowflake rolled out major upgrades to its Snowflake Intelligence and Cortex Code platforms, adding AI‑driven automation, new integrations and a mobile app. The enhancements aim to turn the data cloud into a control plane for an "agentic enterprise," with more...
Curl Removed From Omnibus-GitLab FIPS Packages in 19.0
GitLab’s Omnibus‑GitLab 19.0 release removes the internally built curl binary from all FIPS‑compliant packages, switching to the curl supplied by the underlying Linux distribution. The change is driven by curl 8.18.0 dropping support for OpenSSL 1.x, which broke GitLab’s previous bundling...
Neo's Integration Catalog: Give Your Agent Access to the Tools It Needs
Pulumi announced the launch of the Neo Integration Catalog, a centralized hub that connects Pulumi Neo to six major DevOps tools—Atlassian, Datadog, Honeycomb, Linear, PagerDuty and Supabase—via the Model Context Protocol. Administrators configure API credentials once, and the encrypted tokens...
Git Review for TestComplete Projects
Teams using SmartBear TestComplete often see a flood of changed files after a minor test tweak, making code reviews inefficient. The article proposes a risk‑based classification of TestComplete artifacts and a disciplined Git workflow that prioritizes script and keyword‑test files,...
Opsera Launches Forge AI Software Factory to Cut Legacy Costs
Opsera announced Forge, an intent‑ and context‑aware AI software factory that claims to generate production‑grade applications in minutes. The platform aims to reduce the roughly 40% of enterprise IT spend tied up in legacy maintenance by embedding governance and compliance...
I Just Wanted Endpoints
The author highlights a missing orchestration layer—dubbed Layer 2C or the Reasoning Plane—between AI hardware and inference endpoints. On a single NVIDIA DGX Spark, they manually juggle vLLM and Ollama containers, deciding model placement, memory swaps, and runtime selection. At cloud...
New VS Code Extension - Week Three: Memory, Stability, and Moving at Kilo Speed Into the Future
Kilo released its third weekly update for the rebuilt VS Code extension, focusing on two long‑standing pain points: Windows memory consumption and session stability. The v7.2.20 build moves Agent Manager’s git work into the extension host, caps diff sizes and tunes...
Orkes Raises $60M to Scale AI Workflow Orchestration
Orkes announced a $60 million Series B round, led by AVP with new investor Prosperity7 Ventures joining existing backers. The funding follows a $20 million Series A in 2024 and brings total capital raised to roughly $80 million. Orkes, built by the engineers behind Netflix’s...
Kubernetes v1.36: User Namespaces in Kubernetes Are Finally GA
Kubernetes 1.36 makes User Namespaces generally available, a Linux‑only feature that lets pods run with root privileges confined to a user namespace. Setting hostUsers:false isolates capabilities such as CAP_NET_ADMIN to the container, preventing host‑wide escalation. The GA release relies on...
How to Build a QA Culture: Why Your Whole Team Should Write Tests (Not Just Engineers)
Traditional QA departments are giving way to a shared‑responsibility model where every team member contributes to testing. Companies adopting this QA culture start testing during planning, have developers own their tests, and enable non‑technical staff to create codeless browser tests....
Jim Bugwadia on Why Finding a Kubernetes Problem Is only Half the Battle for Kyverno Users
Kyverno, the leading open‑source policy engine for Kubernetes, officially graduated from the Cloud Native Computing Foundation (CNCF) at KubeCon + CloudNativeCon in Amsterdam, becoming only the 35th project to achieve this milestone. The graduation marks a transition from incubation to a governance‑focused,...
Testing In The SDLC: Why Quality Can’t Wait Until The End
Testing should be embedded in every stage of the software development lifecycle rather than relegated to a final QA gate. Early‑stage testing—during requirements, design, and development—cuts defect‑fix costs from days to hours, while production monitoring supplies the most realistic test...
Gemini Deploys AI Solutions to Streamline Operations as Crypto Exchange Navigates Challenging Business Environment
Gemini unveiled its “First Responder” AI agent on April 20, 2026, automating alert investigation, log analysis, code review and triage decisions. The always‑on system is designed to reduce false‑positive alerts, curb engineer fatigue and free staff for higher‑value work. The...
Datadog Digs Down Into GPU Efficiency as AI Costs Soar
Datadog has integrated GPU monitoring into its observability platform as AI workloads drive up cloud compute costs. The vendor reports GPUs now account for 14% of cloud spend, and IDC forecasts AI infrastructure spending reached $89.9 billion in Q4 2025, up 62%...
Antithesis Teaches AIs To Correct Their Own Output
Antithesis, a software verification startup, unveiled tools that let AI coding agents automatically detect and fix their own code errors. The new suite operates without human intervention, alerting developers only when an issue cannot be resolved and offering remediation suggestions....
GStack Turns Claude Code Into Full AI Engineering Team
GStack is an open-source toolkit built by YC President & CEO @garrytan that turns Claude Code into an AI engineering team — with skills for office hours, design, code review, QA, and browser testing. In this video, Garry walks through how...
Surprised No Issues Found with Anthropic AI Review
how tf are there no problems found using @AnthropicAI ultra review lol. I vibe coded this entire project there has to be at least one issue https://t.co/HmUQEDtrbo
Mabl Unveils Next-Generation Agentic Testing Platform for the AI Development Era
mabl introduced a next‑generation agentic testing platform called “Active Coverage” to keep quality validation in step with AI‑generated code. The launch adds features such as Agent Instructions, Cloud Test Generation, Runtime Recovery, Conversational Results Analysis, and Atlassian Rovo integration. The...
Explore Cloud Run Sandboxes – Details & Sign‑Up Link
I heard you like sandboxes, so here is a thread with more details about Cloud Run sandboxes and a link to sign up
Migration Hardening Essential for Massive Markdown Repositories
Turns out migration hardening matters a lot when you have 50k markdown files in your brain repo https://t.co/kgoCFverRF
CI/CD Integration: Running Playwright on GitHub Actions: The Definitive Automation Blueprint
Integrating Playwright with GitHub Actions turns manual end‑to‑end testing into an automated gate, delivering a reproducible Linux runner that matches OS, Node.js, and browser versions each time. The built‑in workflow generator eliminates boilerplate, while native sharding and matrix strategies split...
Passive Monitoring Saves Tokens Compared to Constant Polling
Most people use /loop to poll their logs every few minutes. That burns tokens the entire time, even when nothing's happening. Claude Code's Monitor tool (v2.1.98+) does the opposite. It watches in the background, zero tokens while idle, and speaks up...