MCP and A2A: The Twin Protocols Multi-Agent Systems Can't Ignore in 2025
Google's A2A protocol just hit the Linux Foundation, backed by AWS and Microsoft. But without MCP for tools, your multi-agent dreams stay demos.
Google's A2A protocol just hit the Linux Foundation, backed by AWS and Microsoft. But without MCP for tools, your multi-agent dreams stay demos.
Production AI agents aren't your grandma's chatbots anymore. They're sprawling workflows that crash spectacularly, and if you're not tracing every step, you're flying blind.
Your shiny AI agent just routed a million-dollar order to Narnia. Dashboards shrug. Time to rethink observability from the ground up.
Your LLM feature aced staging. Production? A $5K surprise awaits. OpenTelemetry fixes that with automatic token tracking.
Everyone thought chaining AI agents would unlock god-like automation. Reality? They're crumbling under their own weight. Here's the gritty truth from the trenches.