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11 posts
How a generator workflow suspends on a latent durable promise and resumes when an HTTP handler settles it by ID.
Block a Resonate generator workflow on human approval for an indefinite duration. The workflow yields a latent durable promise; an Express gateway settles it from outside, and the suspension survives worker crashes.
How a generator-style workflow blocks indefinitely on a ctx.promise() and resumes the moment an external HTTP handler calls resonate.promises.resolve.
Block a workflow on a human click without polling, schedulers, or queues. The workflow yields a durable promise that an HTTP gateway resolves from outside on a later request.
How three sequential LLM agents become four lines of generator code when every yield is a Resonate checkpoint.
Coordinate researcher, writer, and reviewer agents in sequence. Each agent handoff is a durable checkpoint, so a failure mid-pipeline retries only the failed agent — completed agents are not re-run.
Two stdio MCP servers — weather forecast and invoice approval — each backed by a registered Resonate generator workflow.
Wrap a Resonate workflow behind a stdio MCP server so an AI client can call it as a tool. Each tool invocation runs as a durable execution with replay, retry on throw, and durable timers.
How three sequential LLM calls collapse to three lines of generator code when every yield is a Resonate checkpoint.
Sequence three LLM agents — researcher, writer, reviewer — through one generator workflow. Each `yield* ctx.run(...)` is a durable checkpoint, so a mid-pipeline failure retries only the failed agent.
How a workflow suspends on a latent durable promise and resumes when an HTTP handler resolves it by ID.
Block a Resonate workflow on human approval for an indefinite duration. The workflow awaits a latent durable promise; an HTTP gateway resolves it from outside, and the suspension survives worker crashes.
How a Resonate workflow combines an LLM step with a durable-promise approval gate and a re-summarize loop when the human rejects.
Scrape a URL, summarize it with a local LLM, then block on a durable promise until a human confirms or rejects. Rejection re-runs the summarize step; confirmation completes the workflow.
How a node drain that may block for arbitrary human response time is written as a single generator function with checkpointed steps and a blocking durable promise.
Drain Kubernetes worker nodes durably: each node drain is a checkpoint, and when a Pod Disruption Budget blocks eviction the workflow blocks on a durable promise until an operator resolves it over HTTP.
How a download/summarize/approve agent reads as straight-line generator code when scrape, LLM, notification, and human gate are all Resonate primitives.
Scrape a page, summarize it with an LLM, gate the result on human approval, and regenerate on rejection — as one generator workflow. Each step is a durable checkpoint and the approval pause is a latent durable promise the gateway settles from outside.
How a single generator orchestrator triggers a long-running Databricks job and blocks on a durable promise that the notebook resolves out-of-band.
Trigger a Databricks job from a FastAPI service and resume a workflow when the job calls back, without splitting business logic across event handlers. The orchestrator yields a durable promise that the notebook resolves over HTTP.
A multi-turn tool-using LLM agent expressed as one generator function with three branches, where every LLM call, web call, and user prompt is a Resonate durable checkpoint.
An LLM agent that searches the web, scrapes pages, and converses with a user across many turns must not lose context to a crash. Each LLM call, tool call, and user input becomes a durable checkpoint via `ctx.lfc`.