What Anthropic Actually Changed Claude has always had guardrails around tool use, but recent updates to the model’s behavior — particularly in agentic contexts involving
Most agentic pipelines fail expensively—not because the model lacks capability, but because the prompts feeding it are structurally wasteful and ambiguous about what tool use
How MCP Got Here So Fast When Anthropic released the Model Context Protocol in November 2024, the initial reaction from many engineers was polite skepticism
The Decision That Actually Determines Whether Your Agent Succeeds A customer service agent at a mid-sized SaaS company was handling 400 tickets a day flawlessly
Most multi-agent systems fail not because the underlying models are weak, but because the architectural assumptions going in are wrong. Teams spend weeks debugging coordination
The Framework Question Every Agent Builder Faces Pick the wrong abstraction for your agent infrastructure and you’ll spend more time fighting the framework than shipping