
**TL;DR** - Datadog launches Code Security MCP server; prompt caching becomes table stakes; database branching strategies for AI applications.
1. Implement prompt caching in your Claude integration - cost savings real and implementation straightforward
2. Evaluate Datadog Code Security MCP if already a Datadog customer - integration seamless
3. If building AI agents that modify data, database branching worth evaluating from day one
**Example Prompt:**
Implement prompt caching in a Claude API integration and measure cost reduction over 10K requests.
| Pros | Cons |
|---|---|
| Prompt caching genuine cost reducer | Not all use cases benefit equally |
| Datadog MCP well-integrated | Only valuable if you use Datadog for security |
|---|---|
| Database branching architecturally sound | Most teams do not have infra for it yet |