Agentic Claude - a deep dive

satya - 8/6/2026, 11:54:47 AM

Claude Agent SDK overview

Claude Agent SDK overview

satya - 8/6/2026, 11:58:49 AM

Question

  1. I am planning to automate a number of workflows in an enterprise.
  2. The key characteristics are:
  3. MCP tools
  4. Negotiate with the tools
  5. Plan the calling sequence
  6. Test for validation during and after work
  7. Should I use the "agent sdk" that has the built in loop, or should i create my own "harness and loop"?

satya - 8/6/2026, 12:03:42 PM

Claudes opinion

  1. Use the Agent SDK's built-in loop.
  2. It's purpose-built for exactly what you're describing?enterprise workflows with MCP tools, planning, and validation.

satya - 8/6/2026, 12:04:11 PM

Reason

  1. Built-in agentic loop: Claude automatically plans the calling sequence, negotiates with tools, and adapts based on results. You don't reinvent this.
  2. MCP integration: Connect external tools (databases, APIs, etc.) directly. The loop handles tool orchestration.
  3. Validation hooks: Use PreToolUse and PostToolUse hooks to intercept and validate tool calls before and after execution?exactly what you need for testing during and after work.
  4. Cost and turn limits: Cap spending with maxBudgetUsd and maxTurns to prevent runaway workflows.
  5. Permissions system: Control which tools Claude can use and require approval for sensitive operations.

satya - 8/6/2026, 12:05:00 PM

when does your own harness makes sense....

  1. Building your own harness makes sense only if you need fundamentally different behavior (e.g., a non-agentic orchestration model, custom message types, or a completely different loop structure).
  2. For enterprise automation with negotiation and validation, the SDK's loop is battle-tested and handles the hard parts.