API versioning strategies that survive breaking changes
URL versions, headers, dates, or no versions at all: how the four common strategies handle a breaking change, and the discipline that matters more.
Elva Blog5 min read
Model Context Protocol
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An API governance checklist that fits in one pipeline
Twelve checks that make API governance real: catalog, contracts, breaking change gates, auth, observability, and agent access, all enforced in CI.
Elva Blog5 min read
MCP vs REST: what changes when agents call your API
MCP does not replace REST. It changes who the caller is. What that shift means for interface design, auth, error messages, and operations.
Elva Blog5 min read
Welcome to Bannerbear V5: A Developer's Guide to Images and Workflows APIs
Generate images, resize videos, automate multi-step video workflows, and more with the Bannerbear V5 API! This developer guide will walk you through some practical examples with code.
Bannerbear Blog9 min read
The best Langfuse alternatives in 2026, honestly compared
A practical guide to Langfuse alternatives in 2026: what each one is licensed under, what its meter counts, who it suits, and when staying on Langfuse is the better call.
PydanticAI Blog15 min read
Introducing PageIndex Flash
PageIndex Flash runs entirely on your own machine and is designed for text-based PDFs. It builds a hierarchical tree index from a PDF's own layout, indexing a 1,000-page document in minutes for about a dollar.
PageIndex Blog7 min read
Kubernetes 1.37 Breaking Changes: What to Check Before You Upgrade
Kubernetes 1.37 removes 25 feature gates, an alpha scheduling API, and 18 kubelet flags, and starts the nftables transition. What breaks, and how to check your cluster.
Radar Blog12 min read
Best Practices for Building AI-Ready APIs
Build efficient, secure APIs for AI agents with conditional endpoints, batch ops, OAuth scopes, and audience restrictions. Optimize your AI agent data API.
Keyapi.ai Blog13 min read
Why Your AI Application Is Exposed (Even When Your Scans Come Back Clean)
AI applications can pass security scans yet remain exploitable through chained attacks across models, tools, data, and business workflows. Learn how DAST, AI pentesting, and red teaming work together to expose end-to-end risk.
AI Code Completion by DeepCode Blog5 min read
The Regulators Already Assume You Have an AI Inventory. Do You?
The regulators are done with “Trust as policy”. That chain used to be an internal maturity problem, something a security program could work on over time: A developer trusts AI-generated code because it compiles. A reviewer trusts an AI-generated summary because it reads plausibly.
Checkmarx Blog6 min read
How to Get More Content From a Webinar Transcript in One Sitting
Try this AI workflow to get a blog post, follow-up email, and newsletter before lunch.
Wistia Remix Blog3 min readCreating a Multi-Agent System with Haystack
Level: Advanced Time to complete: 20 minutes Components Used: Agent, AgentTool, DuckduckgoApiWebSearch, OpenAIChatGenerator, DocumentWriter Prerequisites: You need Haystack 3.1 or newer, an OpenAI API Key, and a Notion Integration set up beforehand Goal: After completing this tutorial, you’ll have…
Haystack by deepset11 min read
Context Engineering: Deciding What an AI System Actually Sees
Coworker AI explains context engineering: the discipline of deciding what goes into a model's window, why less beats more, and how to measure it.
Coworker AI Blog8 min read
MCP Security: The Risks, and What Actually Mitigates Them
Coworker AI covers MCP security: prompt injection through tools, the confused deputy problem, token handling, and which controls actually work.
Coworker AI Blog8 min read
Claude MCP: How to Connect Claude to Your Tools in 2026
Coworker AI shows how to connect MCP servers to Claude Code, the Claude apps, and the API, with the commands, scopes, and the security caveats.
Coworker AI Blog9 min read
MCP vs API: What Changes When You Standardise the Connection
Coworker AI explains MCP vs API: MCP is a standard layer built on top of APIs, what it removes, what it costs, and when a direct call is still better.
Coworker AI Blog7 min read
RAG vs MCP: What They Do, Why They Are Not Alternatives
Coworker AI explains RAG vs MCP: retrieval fetches knowledge, MCP is a connection standard. They solve different problems and most systems need both.
Coworker AI Blog7 min read
What Is Context Rot? Why Long Contexts Degrade and What to Do About It
Coworker AI explains context rot: why model accuracy falls as the context window fills, how to measure it, and why retrieval and a knowledge graph beat volume.
Coworker AI Blog9 min read
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