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Webhooks & Async Jobs for Long-Running LLM Tasks

12 posts on webhooks & async jobs for long-running llm tasks — part of api integration on the n4n AI blog.

API integrationGuide

Webhooks for batch inference: what to know before building

Build reliable webhooks batch inference: define contracts, sign callbacks, handle retries idempotently, and reconcile with polling to avoid LLM pipeline gaps.

3 min read
API integrationTutorial

Queueing LLM requests with BullMQ for async processing

Learn how to build a resilient bullmq llm request queue in Node.js to process long-running LLM jobs asynchronously with retries, backoff, and webhooks.

3 min read
API integrationHow-to

How to retry failed webhook deliveries for LLM jobs

Practical guide for engineers on how to retry failed webhook delivery llm callbacks reliably using idempotency, backoff, and dead-letter queues.

4 min read
API integrationHow-to

Handling long-running LLM tasks without blocking requests

Learn how to handle long running LLM tasks asynchronously using job queues and webhooks to keep your API responsive and resilient to provider latency.

4 min read
API integrationGuide

Designing idempotent webhook handlers for LLM job callbacks

Practical guide to building an idempotent webhook handler llm callback system: dedupe strategies, concurrency control, replay testing, and pitfalls.

4 min read
API integrationTutorial

Building a webhook receiver for async LLM completions

Step-by-step tutorial for building a secure webhook receiver for async LLM completions using Python and FastAPI, with runnable code and verification.

3 min read
API integrationHow-to

Using webhooks for long-running LLM batch jobs

Learn how to implement webhooks for long-running LLM batch jobs: upload batches, watch status, and receive completion callbacks with signed HTTP posts.

3 min read
API integrationComparison

How to poll vs webhook for long-running LLM tasks

A head-to-head guide on polling vs webhooks for long-running LLM tasks covering cost, latency, ergonomics, and limits, plus a use-case verdict.

4 min read
API integrationComparison

Async LLM tasks: webhooks, polling, or server-sent events

Compare webhooks vs polling vs sse llm for async inference jobs: capabilities, cost, latency, ergonomics, and limits to pick the right integration pattern.

6 min read
API integrationTutorial

Async LLM jobs with Celery and Redis

Hands-on tutorial for building async LLM jobs with Celery and Redis in Python: set up workers, dispatch tasks, handle retries, and store results.

2 min read
API integrationGuide

Async job queues for LLM API calls: a design pattern

Practical guide to building an async job queue for LLM API calls: job schema, worker patterns, retries, fallback, and pitfalls for reliable inference.

4 min read
API integrationTutorial

Async job patterns for LLM APIs in Node.js

Hands-on tutorial: build async job patterns nodejs llm using BullMQ and webhooks to manage long-running inference calls reliably in production.

3 min read