Running LLMs Locally in 2026: Ollama vs llama.cpp vs LM Studio vs MLX
A practical 2026 guide to running LLMs locally: Ollama 0.40, llama.cpp 0.7, LM Studio 0.4, MLX and vLLM compared, which models fit in 8, 16, 32 and 64GB, how Q4_K_M quantization works, the bandwidth maths behind tokens per second, licences and privacy.
12 minOct 20, 2026Kyverno vs Gatekeeper vs ValidatingAdmissionPolicy in 2026
Kubernetes policy engines compared for 2026: Kyverno 1.19 (CNCF graduated, ClusterPolicy deprecated for CEL), OPA Gatekeeper 3.23 with CEL and generated VAPs, built-in ValidatingAdmissionPolicy (GA 1.30) and MutatingAdmissionPolicy (stable 1.36), latency numbers, and when to use which.
13 minOct 20, 2026Is Kubernetes Still Worth It in 2026? v1.37, 82% in Production, Real Costs
Is Kubernetes worth it in 2026? What v1.34 to v1.37 shipped, what the CNCF survey's 82% production figure means, what EKS Auto Mode, GKE Autopilot and AKS Automatic cost, when ECS, Cloud Run, Nomad or Fly fit better, and a decision framework for small teams.
12 minOct 20, 2026Ingress NGINX Is Retired: What Replaces It and How to Choose in 2026
Ingress NGINX stopped receiving fixes in March 2026 after seven CVEs in its final seven weeks. What retirement means, why IngressNightmare mattered, where Gateway API stands at v1.6, and how to pick between Envoy Gateway, Cilium, Istio, NGINX Gateway Fabric, Traefik and kgateway.
13 minOct 20, 2026Incident Management in 2026: Opsgenie Ends April 2027, AI SREs Arrive
Incident management in 2026: Opsgenie shuts down on 5 April 2027, FireHydrant now belongs to Freshworks, Grafana OnCall OSS is archived, PagerDuty and incident.io sell AI SRE agents, and the on-call data says learning from incidents is still the weak link.
13 minOct 20, 2026Argo CD vs Flux in 2026: GitOps After Argo CD 3.5 and Flux 2.9
Argo CD vs Flux in 2026: what changed in Argo CD 3.0 to 3.5 and Flux 2.6 to 2.9, who maintains Flux after Weaveworks, what the CNCF surveys say about adoption, how each handles multi-cluster and secrets, and where GitOps costs more than it saves.
13 minOct 20, 2026Crossplane vs Terraform vs Pulumi in 2026: Control Plane or Plan/Apply?
Crossplane vs Terraform, OpenTofu and Pulumi as of October 2026: Crossplane v2 namespaced resources and function pipelines, CNCF graduation, Pulumi running HCL, Terraform 1.16 and OpenTofu 1.13, how each handles drift, what it costs, and which team fits which tool.
12 minOct 20, 2026Hardened Container Images in 2026: DHI Free, Bitnami Gone, 515 CVEs to 0
Container base images in 2026 compared: Docker Hardened Images went free under Apache 2.0, Bitnami moved its catalog to bitnamilegacy, Chainguard cut its free tier to five images, and a grype scan of 12 base images found 515 CVEs in python:3.13 and zero in four minimal images.
12 minOct 20, 2026Chaos Engineering in 2026: Tools, AI Agents and What the Evidence Says
Chaos engineering in 2026: where Chaos Mesh 2.8.5, LitmusChaos 3.33, AWS FIS, Azure Chaos Studio Workspaces, Gremlin and Steadybit stand, how AI agents and MCP servers entered resilience testing, how to run game days, and how thin the evidence that it cuts incidents really is.
13 minOct 20, 2026AI Gateways in 2026: Six Options Compared After LiteLLM's 40-Minute Backdoor
What an AI gateway (LLM gateway) does in 2026 and how LiteLLM, Portkey, Kong, Cloudflare, Envoy AI Gateway (now Agent Router) and OpenRouter compare on routing, budgets, caching and guardrails, plus the LiteLLM PyPI backdoor, three LiteLLM CVEs on CISA KEV, and build vs buy.
13 minOct 20, 2026AI Agent Frameworks Compared (2026): LangGraph, CrewAI, ADK and 7 More
AI agent frameworks compared for October 2026: LangGraph 1.2, CrewAI 1.15, OpenAI Agents SDK 0.24, Claude Agent SDK, Google ADK 2.12, Microsoft Agent Framework 1.22, Pydantic AI 2.57, Mastra and LlamaIndex, with stars, licences, versions and a picking guide.
12 minOct 5, 2026The 2026 SaaS Selloff: IGV Fell 36%, Then Rose 45%. Revenue Grew 11% to 37% the Whole Time
The SaaSpocalypse checked against filings: Anthropic's Cowork plugins on 30 January, Thomson Reuters' worst day ever on 3 February, $285 billion gone in a day and nearly a trillion in a week, a second leg on Mythos in April, IGV down 36 percent to its 10 April low and up 45 percent since; against that, Q2 2026 revenue growth of 11 percent at Salesforce, 24 at ServiceNow, 36 at Datadog and 37 at Snowflake, median retention flat at 110 percent, median multiples from 4.9x to 3.0x to 4.2x, 4,000 Salesforce support roles, Klarna's reversal and $65 billion of Anthropic run-rate.
13 minOct 5, 2026Infrastructure as Code in 2026: Two Forks at 1.16 and 1.13, a $6.4B Owner, 912 Public State Files, and One Agent That Ran terraform destroy
Infrastructure as code three years after the BSL relicence: Terraform 1.16.5 under IBM versus OpenTofu 1.13.1 under the Linux Foundation and who shipped what first, HCP Terraform at $0.10 to $0.99 per resource with the legacy free plan gone, CDKTF and System Initiative archived, Pulumi 3.267 and Crossplane 2.4, a Terraform MCP server that grew from registry lookups to workspace administration in 15 months, 44 percent running AI for infrastructure but 34 percent trusting it, 912 exposed state files with 41 live AWS keys, and the agent that ran terraform destroy on 2.5 years of production.
13 minOct 5, 2026Coding Agents in 2026: Cursor at $2B Then Sold to SpaceX, Cognition at $1B, 58% on Terminal-Bench, and the Only RCT Still Says Slower
The coding-agent market as the primary sources report it in October 2026: Cursor from $500M to $1B to $2B in nine months and then acquired by SpaceX, Cognition from $73M to a $1B run-rate at a $48B valuation, Claude Code past $500M, Lovable at $13.3B, nearly 140,000 organisations on Copilot; four re-pricings from requests to tokens; Terminal-Bench 4.0 topping out at 58.2 percent for $3,267 a run; METR's redesigned study at minus 4 to minus 18 percent against 1.4 to 2x self-reports; 45 percent insecure samples, 1.7x more issues per AI pull request, and curl's bug bounty closed.
14 minOct 5, 2026Browser Agents in 2026: 90.2% on OSWorld-Verified, 20.6% on OSWorld 2.0, and Three Agent Browsers Already Shut Down
Computer-use agents passed the 72.36 percent human baseline on OSWorld-Verified this year (90.2 percent for the top framework, 86.0 for Claude Fable 5), then scored 20.6 percent on the 108-task OSWorld 2.0 that replaced it; Operator, Project Mariner and ChatGPT Atlas were all discontinued within 19 months; prompt-injection success in Anthropic's own tests fell from 23.6 to 11.2 percent and no vendor claims zero; Cloudflare sells HTTP 402 access to agents while 52 percent of crawling is for training; and hosting settled on one headless Chrome per microVM at $0.02 to $0.12 a browser-hour.
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