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Flora Brandão for Upsun

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Prompts are the new legacy code 🛠️

Bloated prompts and unnecessary sub-agents waste resources, slow down execution, and inflate costs. Managing complex prompts can quickly become a technical grind.

Here is how Upsun Dispatch optimized their code review agent:

  • The problem: Upsun Dispatch's code review agent was weighed down by excessive prompt text and four unnecessary sub-agents.

  • The fix: They trimmed 80% of the prompt and eliminated all four sub-agents by using pointers instead of full recipes and leveraging evals as specifications.

  • Why it matters: Using the exact same model yielded the same quality output while cutting costs by more than half, running 25% faster, and making prompt transfer between models much easier.

Check out the full technical write-up to see how this method was implemented:

Prompts are the new legacy code - Upsun Developer

Dispatch's code review agent lost 80% of its prompt and four sub-agents. Same model, same quality, cost more than halved, 25% faster. Here's the method.

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