Looking for a comprehensive comparison of open-source orchestration frameworks like Temporal and Prefect for managing complex, long-running LLM agent pipelines in production environments.
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Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
Looking for a comprehensive comparison of open-source orchestration frameworks like Temporal and Prefect for managing complex, long-running LLM agent pipelines in production environments.
4 real searches · 1 real-search pass
Temporal Prefect LangGraph Hatchet Restate Dagster Flyte open source workflow orchestration LLM agents production comparison durable execution human in the loopGoogle ↗
OBSERVED
official documentation Temporal durable execution workflows retries signals updates open source self hostedGoogle ↗
OBSERVED
official Prefect documentation workflows deployments retries concurrency events self hosted open sourceGoogle ↗
OBSERVED
LangGraph documentation persistence durable execution interrupts human in the loop deploymentGoogle ↗
OBSERVED
Badge and edge weight = share of passes that produced the query. Hover a query for its intent and routing format.
Query classes
Google's semantic query class for every sub-query: what kind of answer each search is after, simulated vs real.
Classifying 4 queries…
Searches and sources
ChatGPT4 real searches · gpt-6
Temporal Prefect LangGraph Hatchet Restate Dagster Flyte open source workflow orchestration LLM agents production comparison durable execution human in the loop Google ↗
official documentation Temporal durable execution workflows retries signals updates open source self hosted Google ↗
official Prefect documentation workflows deployments retries concurrency events self hosted open source Google ↗
LangGraph documentation persistence durable execution interrupts human in the loop deployment Google ↗
- Website · temporal.io
- Documentation · docs.temporal.io
- GitHub · github.com
- documentation/docs/evaluate/understanding-temporal.mdx at main · temporalio/documentation · github.com
- Temporal Design Patterns · docs.temporal.io
- Website · prefect.io
- Documentation · docs.prefect.io
- GitHub · github.com
- Website · langchain.com
- Documentation · docs.langchain.com
- GitHub · github.com
- langgraph · langchain-ai.github.io
- LangGraph vs Temporal: AI Agent Orchestration Compared · langchain.com
- Website · hatchet.run
- Documentation · docs.hatchet.run
- GitHub · github.com
- 🪓 What is Hatchet? · docs.hatchet.run
- Durable Execution · docs.hatchet.run
- Website · restate.dev
- Documentation · docs.restate.dev
- GitHub · github.com
- Website · dagster.io
- Documentation · docs.dagster.io
- GitHub · github.com
- Concepts · op-graph-docs.dagster.dagster-docs.io
- Automate · main.archive.dagster-docs.io
- Automating your data pipelines · op-graph-docs.dagster.dagster-docs.io
- Website · flyte.org
- Documentation · docs.flyte.org
- GitHub · github.com
- Platform | Flyte 2 is The Durable Runtime Built for Open Source · flyte.org
- Tasks | Union.ai Docs · union.ai
- OpenTelemetry · opentelemetry.io
- Langfuse · langfuse.com
- Prometheus · prometheus.io
- Grafana · grafana.com
Queries
4 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
Temporal Prefect LangGraph Hatchet Restate Dagster Flyte open source workflow orchestration LLM agents production comparison durable execution human in the loop OBSERVED | Google ↗ AI Mode ↗ | — | — | — | — | 1x of 1 | |
official documentation Temporal durable execution workflows retries signals updates open source self hosted OBSERVED | Google ↗ AI Mode ↗ | — | — | — | — | 1x of 1 | |
official Prefect documentation workflows deployments retries concurrency events self hosted open source OBSERVED | Google ↗ AI Mode ↗ | — | — | — | — | 1x of 1 | |
LangGraph documentation persistence durable execution interrupts human in the loop deployment OBSERVED | Google ↗ AI Mode ↗ | — | — | — | — | 1x of 1 |