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A generation of agent startups will get commoditized. The ones that survive own one of four stateful layers: Memory, Execution, Tooling, or Governance. Here's how to tell the difference between a moat and glue code.
RunPod H100 at $2.69/hr. Lambda at $4.29/hr. CoreWeave at $6.16/hr — but requires 8-GPU minimums. Which GPU cloud makes sense for your agent workloads?
Google's ADK 2.0 ships graph workflows in four languages with native A2A. OpenAI added sandbox execution and three-tier guardrails. Claude offers the deepest MCP integration in the ecosystem. We built the same multi-step agent across all three — here's how they compare, where each one wins, and what you'll regret picking.
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