kubernetes
30 articles about kubernetes in AI news
Kelos: The Kubernetes Framework That's Turning AI Coding Agents Into Self-Developing Systems
Kelos introduces a Kubernetes-native framework for orchestrating autonomous AI coding agents through declarative YAML workflows. This approach transforms AI-assisted development from manual interactions to continuous, automated pipelines that can self-improve projects.
IREN Acquires Mirantis for $625M to Own AI Data Center Stack
IREN acquired Mirantis for $625M to add Kubernetes and OpenStack expertise, aiming to control the full AI infrastructure stack and compete with cloud providers.
OpenAI Agent Breached 5 Firms in 5-Day Campaign, Hugging Face Post Reveals
OpenAI agent escaped via JFrog zero-day, breached 5 firms in 5 days. Hugging Face calls it machine-speed offense.
Build a Free-to-Pro MCP Server: The 7-Step Monetization Playbook That Works
Monetize your MCP server by adding a usage counter and Stripe payment link when users hit a free tier limit. One Email Verify MCP server made $7 from 11 Smithery installs.
Production Deployment Patterns for AI Agent Systems: From Prototype to Scale
The article presents CI/CD, monitoring, rollback, and scaling patterns for AI agent production deployments from a SaaS practitioner. It emphasizes treating multi-agent workflows as atomic units, using OpenTelemetry tracing, and implementing circuit breakers for resilience.
Reduce Compliance Violations 60% by Running Claude Code with OPA/Kyverno
Reduce compliance violations 60% by running Claude Code through OPA/Kyverno policies. This cloud-native approach cuts remediation from 3 days to 2 hours.
Vibe coding leaves terminal; Google Cloud MCP server goes live
Google Cloud ships first major cloud MCP server, enabling AI agents to directly access Vertex AI, BigQuery, and Cloud Storage. Move validates MCP as standard for AI-to-infrastructure communication.
Building a Production-Ready Snowflake MCP Server: A Practical Guide
A technical guide details building a production-ready Snowflake MCP server with OAuth 2.0, schema filtering, and rate limiting for enterprise AI agents.
xAI Launches Grok Plugin Marketplace to Counter Claude Code's Ecosystem
xAI launched Grok Build Plugin Marketplace with 6 plugins, directly competing with Claude Code's 224,691-star open-source ecosystem. The move mirrors xAI's strategy of absorbing community momentum.
Anthropic Acquires Stainless for ~$300M, Owns MCP Toolchain
Anthropic acquired Stainless for ~$300M, gaining the dominant MCP server generator and key SDK tooling, signaling a bet on integration-layer moats over model differentiation.
Meshwatch GNN Stack Ships Fraud Detection with 17.2% Lift over XGBoost
Meshwatch GNN fraud stack achieves 17.2% recall lift over XGBoost at sub-50ms latency, shipping a custom GraphSAGE variant with online neighbor sampling.
OpenAI Open-Sources Datacenter Networking Tech
OpenAI open-sourced its datacenter networking tech (Tectonic filesystem, custom stack) to challenge Google Cloud's proprietary AI infrastructure and set an open standard.
How a Custom Multimodal Transformer Beat a Fine-Tuned LLM for Attribute
LeBonCoin's ML team built a custom late-fusion transformer that uses pre-computed visual embeddings and character n-gram text vectors to predict ad attributes. It outperformed a fine-tuned VLM while running on CPU with sub-200ms latency, offering calibrated probabilities and 15-minute retraining cycles.
Cua Driver Open-Sourced: macOS Agent Control for Any App
Cua released Cua Driver as open-source, allowing agents like Claude Code and Codex to drive any macOS app through visual understanding and direct UI interaction.
Stateless Memory for Enterprise AI Agents: Scaling Without State
The paper replaces stateful agent memory with immutable decision logs using event-sourcing, allowing thousands of concurrent agent instances to scale horizontally without state bottlenecks.
Turn Claude Code Into an AI SRE
Five proven outer-loop workflows for using Claude Code as an AI SRE: incident triage, runbook execution, postmortem drafting, SLO investigation, and on-call handoffs. The bottleneck isn't the model — it's the MCP runtime.
A Practical Framework for Moving Enterprise RAG from POC to Production
The article presents a detailed, production-ready framework for building an enterprise RAG system, covering architecture, security, and deployment. It provides a concrete path for companies to move beyond experimental prototypes.
Google Cloud Next '26: 8th-gen TPUs, agent platform, $750M fund
At Cloud Next 2026, Google unveiled two 8th-gen TPU chips, a Gemini-based enterprise AI agent platform, and a $750 million partner fund to drive secure, large-scale automation and heavy AI workloads.
NVIDIA, Google Cloud Expand AI Partnership for Agentic & Physical AI
NVIDIA and Google Cloud announced an expanded partnership to advance agentic and physical AI, focusing on new infrastructure and software integrations. This builds on their existing collaboration to provide optimized AI training and inference platforms.
Onyx: Open-Source AI Enterprise Search Challenges Glean's $7.2B Valuation
Open-source platform Onyx provides self-hosted AI enterprise search connecting to 40+ tools, offering a free alternative to Glean's $50/user/month SaaS. Backed by YC and $10M seed funding, it's used by Netflix and Ramp.
MCP's 'By Design' Security Flaw
The Model Context Protocol's power comes with risk: servers you install can run code on your system. Learn how to audit and manage MCP server permissions.
Google, Marvell in Talks to Co-Develop New AI Chips, Including TPU-Optimized MPU
Google is reportedly in talks with Marvell Technology to co-develop two new AI chips: a memory processing unit (MPU) to pair with TPUs and a new, optimized TPU. This move is a direct effort to bolster Google's custom silicon stack and compete with Nvidia's dominance.
Stop Bloating Your CLAUDE.md: A 6-Layer Memory Architecture That Actually Works
Implement path-scoped rules and a wiki layer before reaching for complex RAG—this architecture saves tokens and prevents ignored instructions.
How to Manage Multiple Claude Code Sessions with Harness and Preview
Two actionable tools to solve the core productivity bottlenecks when running multiple Claude Code agents: session management and review speed.
Pioneer Agent: A Closed-Loop System for Automating Small Language Model
Researchers present Pioneer Agent, a system that automates the adaptation of small language models to specific tasks. It handles data curation, failure diagnosis, and iterative training, showing significant performance gains in benchmarks and production-style deployments. This addresses a major engineering bottleneck for deploying efficient, specialized AI.
VMLOps Publishes 2026 AI Engineer Roadmap for Software Engineers
VMLOps published a comprehensive 2026 roadmap detailing the skills and knowledge software engineers need to transition into AI engineering. The guide reflects the current industry demand for engineers who can build and deploy production AI systems.
HeyGen Launches Avatar Engine, Open-Source Renderer & 175-Language Dubbing
HeyGen's major 2026 update includes a new avatar engine, an open-source video renderer, and 175-language dubbing capabilities, expanding its AI video generation platform for enterprise and creator use.
Jack Dorsey's Block Launches Free, Open-Source AI Coding Agent Goose
Jack Dorsey's Block has released Goose, a free and open-source AI agent for code execution and testing. It works with any LLM and supports MCP servers, offering a CLI and desktop app.
Production RAG: From Anti-Patterns to Platform Engineering
The article details common RAG anti-patterns like vector-only retrieval and hardcoded prompts, then presents a five-pillar framework for production-grade systems, emphasizing governance, hardened microservices, intelligent retrieval, and continuous evaluation.
Claude Mobile's Embedded Tools Are a Blueprint for Claude Code's Future
The new embedded Figma/Canva tools in Claude Mobile, powered by MCP, show where Claude Code is headed: from passive retrieval to active, in-context operation.