MLOps vs LLMOps vs AgentOps in 2026: What Carries Over, What's New
MLOps vs LLMOps vs AgentOps explained for 2026: how the lifecycle shifts from trained models to prompts to tool-using agents, what carries over (versioning, registries, CI gates, monitoring), what is genuinely new (evals, traces, tool permissions), and a current tool map.
13 minOct 20, 2026What Is MCP (Model Context Protocol)? A Plain-English Guide for 2026
What the Model Context Protocol is and how it works in 2026: hosts, clients and servers, tools, resources and prompts, stdio and Streamable HTTP, every spec version up to the stateless 2026-07-28 release, Linux Foundation governance, adoption, and the real risks.
12 minOct 20, 2026What Is AIOps? A Plain-English Explainer for 2026
What AIOps means in 2026: Gartner coined it in 2016 and renamed the market Event Intelligence Solutions in 2025. How event correlation, anomaly detection and LLM agents for root cause analysis work, the vendors, and where each layer succeeds or fails.
13 minOct 20, 2026What Are AI Agents? Workflows, ReAct and Real Success Rates (2026)
AI agents explained for engineers in 2026: Anthropic's workflows vs agents split, the ReAct loop, tool calling, planning, memory and multi-agent designs, measured success rates from OSWorld (66.3%) to TheAgentCompany (30%), and when not to build one.
13 minOct 20, 2026How to Deploy a Secure Remote MCP Server with OAuth (2026)
Step-by-step: run a remote MCP server over Streamable HTTP as an OAuth 2.1 resource server with Keycloak 26.8.1 and MCP Python SDK 2.3.0, validate audience and scopes per tool, add rate limits and audit logs, deploy to Cloud Run, and fix 401 and discovery errors.
16 minOct 20, 2026Secrets Sprawl 2026: 28.65M Leaked Keys and 64% Still Valid Years Later
What the 2026 secrets sprawl data says: 28.65M new secrets on public GitHub in 2025, AI service keys up 81%, AI-assisted commits leaking at twice the baseline, 24,008 secrets in MCP configs, 10,456 leaky Docker Hub images, and why 64% of old leaks still work.
13 minOct 20, 2026How to Run an AI Coding Agent in GitHub Actions Safely (2026)
Step-by-step hardening for claude-code-action v1.0.254 and codex-action v1.13: SHA pinning, least-privilege permissions, safe triggers, keeping prompt injection from issues away from secrets, tool allowlists, turn caps, rulesets and troubleshooting.
15 minOct 20, 2026How to Defend LLM Apps Against Prompt Injection: 8 Steps (2026)
A practical prompt injection defence guide for LLM apps and agents: break the lethal trifecta, split privileged and quarantined models, gate tool calls in code, sanitise output, add Prompt Guard 2 as a tripwire, and red team with garak 0.17.1 and promptfoo 0.124.1.
17 minOct 20, 2026OWASP Top 10 for LLMs 2026 and Agentic Apps: 20 Risks, Real Incidents
The OWASP Top 10 for LLM Applications 2026 and the Agentic Top 10 explained risk by risk: what moved since 2025, the real incidents behind each entry (EchoLeak, Amazon Q, postmark-mcp, Replit), and the infrastructure controls that contain them.
13 minOct 20, 2026MCP Authorization Explained: OAuth 2.1, RFC 9728 and CIMD in 2026
How MCP authorization works in the 2026-07-28 spec: OAuth 2.1 with PKCE, RFC 9728 protected resource metadata, RFC 8707 resource indicators, Client ID Metadata Documents replacing deprecated DCR, the token passthrough ban, and enterprise IdP access through ID-JAG.
12 minOct 20, 2026AI-Generated Terraform in 2026: Benchmarks, Failure Modes, Guardrails
Can you trust an LLM to write Terraform, Kubernetes YAML or Helm? What IaC-Eval, DPIaC-Eval and three 2025 to 2026 papers measured (19% to 30% first-try success, 8.4% policy compliance), the failure modes they found, and the plan, policy and review gates that make AI-written IaC safe.
12 minOct 20, 2026How to Add Human-in-the-Loop Approval to a LangGraph Agent (2026)
Step-by-step LangGraph 1.2 guide: build a tool-calling agent with interrupt() approval before risky tools, persist it with the Postgres checkpointer, resume with Command, stream updates, deploy, and fix the common errors.
11 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, 2026How to Build an MCP Server in Python and TypeScript (2026)
Build, test and ship an MCP server on the official SDKs: Python mcp 2.3.0 and TypeScript @modelcontextprotocol/server 2.3.1, with tools, resources, prompts, MCP Inspector, Claude Desktop, Claude Code and VS Code config, stateless HTTP, and packaging.
15 minOct 20, 2026How to Build an AI Agent With Tool Calling in Python (2026)
Build an AI agent from scratch in Python with the Anthropic Messages API: tool schemas, an agent loop driven by stop_reason, tool errors with is_error, max iterations, token budgets, JSON logs, and a second provider through an OpenAI-compatible API.
19 min