
One viral tweet sent agent land scrambling to learn graph theory. We go back to school on what a directed agentic graph is, why loops fall short, and how graphs let you trade control for autonomy on purpose.

The C in MCP stands for context, which is also the most overloaded word in AI right now. We go back to school on what context means across the model, the server, and the application, and why it decides whether your MCP server helps an agent or overwhelms it.

Prefect acquires Dagster Labs, bringing together two leading orchestration products for the age of AI. Dagster continues under its existing name and open-source license, fully supported.

One viral tweet sent agent land scrambling to learn graph theory. We go back to school on what a directed agentic graph is, why loops fall short, and how graphs let you trade control for autonomy on purpose.

The C in MCP stands for context, which is also the most overloaded word in AI right now. We go back to school on what context means across the model, the server, and the application, and why it decides whether your MCP server helps an agent or overwhelms it.

A Prefect account executive on running eight-call days through an agent connected to eighteen MCP servers: skills, overnight routines, and draft-only guardrails.

An agentic security questionnaire workflow on Prefect Cloud with full observability, a self-improving knowledge base, and human review built in.

Prefect's approach to durable execution decouples results from workflow identity, enabling cross-workflow caching and exactly-once semantics through composable primitives.


At Prefect, we trigger dbt the moment Fivetran syncs finish—no cron, no waiting. Here's how to wire it up with Fivetran webhooks and Prefect events.

From PowerPoint to Python: How FastMCP replaces traditional knowledge work tools with composable, version-controlled workflows for data engineers.

How we migrated from a CMS to agent-native content operations: 25M tokens, 290 commits, and a category change in how fast we can ship.
Regulated industry engineers: Learn how Prefect's patented, two-component hybrid architecture isolates your code and data to meet strict FedRAMP, HIPAA, and PCI-DSS compliance. Discover the three deployment options (Hybrid, PrivateLink, Customer-Managed) that solve for every requirement—without compromising control.