MCP 2026-07-28 Spec Migration: 8 Breaking Changes Stateless Servers Must Handle
The MCP 2026-07-28 spec makes servers stateless and horizontally scalable. The 8 changes that break deployed servers, and how to migrate each one.
LangGraph vs CrewAI vs OpenAI Agents SDK vs Pydantic AI (2026)
LangGraph, CrewAI, OpenAI Agents SDK and Pydantic AI compared for 2026: control model, state, streaming, cost and when to pick each agent framework.
Agentic RAG Architecture Patterns: When Plain RAG Is Not Enough
Agentic RAG architecture patterns for 2026: planner-executor retrieval loops, tool-augmented search, and when plain RAG breaks down.
LangGraph vs CrewAI vs Pydantic-AI vs Agents SDK (2026): Which to Pick
LangGraph vs CrewAI vs Pydantic-AI vs OpenAI Agents SDK compared on control, state, memory, streaming and production ops. A 2026 decision guide, not a benchmark.
MCP Server Frameworks (2026): FastMCP vs Official SDK
MCP server frameworks compared: FastMCP vs the official Model Context Protocol SDKs vs alternatives - transports, auth, ergonomics, deployment. 2026 decision guide.
Agentic RAG Architecture: Retrieval Inside the Agent Loop (2026)
Agentic RAG architecture explained: moving retrieval inside the agent loop with planners, query rewriting, hybrid search, rerankers and reflection - patterns, evals, cost and failure modes in 2026.
Agent Benchmarks in 2026: SWE-bench Verified, GAIA, and tau-bench
A deep dive into 2026 AI agent benchmarks: SWE-bench Verified, GAIA, and tau-bench — what they measure, how they leak, and how to read agent leaderboards honestly.
PTC NEXT 2026: Is Intelligent PLM Real?
An analysis of PTC NEXT 2026: Orbit, Jetstream, 12 AI agents, and whether 'Intelligent PLM' is a genuine architecture shift or a rebrand of the digital thread.
Small vs Large LLMs for Agentic Tasks: A 2026 Benchmark
A reproducible 2026 benchmark methodology comparing small and large LLMs on agentic tasks: cost, latency, tool-call accuracy, and when small wins.
LangGraph DeltaChannel: Long-Running Agent Pattern (2026)
LangGraph v1.2 DeltaChannel slashes checkpoint overhead on long agent threads — the pattern, the wire-format change, and when to migrate from full snapshots.