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One Decorator Away From Production-Ready AI Agents

DEV Community·Hedi Manai·23 days ago
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Every agent developer hits the same wall. The demo works. Then it goes to production — and the cracks show up fast. No retry logic when APIs fail. Identical queries hammering your LLM endpoint over and over. No visibility into what's actually happening. And before long, you're writing the same cache managers, retry decorators, and circuit-breaker wrappers you wrote on the last project. ToolOps is built to make that boilerplate disappear. What It Is: ToolOps is a framework-agnostic Python SDK that wraps any async function in a single decorator, adding caching, retries, circuit breakers, request coalescing, and observability — with zero changes to your business logic. Think of it the way a service mesh works for microservices: the infrastructure wraps around your code without touching it. What It Does: Caching that actually fits production. ToolOps supports in-memory caching for speed, file-based for lightweight persistence, and PostgreSQL for durable, distributed caching shared across processes.…

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