From Prompt to Paycheck: Wiring an LLM Chain Into Real Gig Platforms

Описание и применение

Автоматический пайплайн от получения задания на фриланс‑платформе до оплаты: опрос API, нормализация задания, выполнение цепочки LLM, упаковка результата и закрытие контракта.

Задача

Freelance marketplaces expose APIs for job discovery and delivery, but automating the entire loop from job ingestion to payment requires careful orchestration of polling, prompt normalization, LLM execution, and result packaging.

Результат

The pattern has survived several months of production use on Upwork‑like APIs, demonstrating reliable job ingestion, prompt consistency, and automated payment closure.

Рабочий процесс

• Poll or webhook for new listings
• Normalize job JSON into a canonical prompt schema
• Run LLM chain (prompt → retrieval → tool use → validation)
• Package LLM output into platform‑expected format
• Submit deliverable and close contract, trigger payment

Доказательства

Platform APIs are rate‑limited; aggressive polling gets you banned. A simple exponential back‑off with jitter works well.

Источник