#Workflows

Workflow design coordinates multi-step agent operations with defined execution order and error handling. Articles cover Microsoft Agent Framework workflow patterns, sequential and parallel composition, and the orchestration strategies that keep complex multi-agent workflows observable and fault-tolerant.

14 posts tagged with workflows. ← All posts

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Pratik Dhanave · ·13 min read

Building Workflows in Microsoft Agent Framework (Python): The Core Model

From a single decorated async function to an explicit graph of executors and agent nodes — the core workflow model in Microsoft Agent Framework, and the two APIs that express it.

From a single decorated async function to an explicit graph of executors and agent nodes — the core workflow model in Microsoft Agent Framework, and the two APIs that express it.

#Microsoft Agent Framework#Python#AI Agents#Workflows#Software Engineering
Pratik Dhanave · ·14 min read

Advanced Workflows in Microsoft Agent Framework (Python)

Once you can wire a chain of executors, the graph earns its keep: concurrency, durable state, composition, and control — the patterns that turn a toy pipeline into a system that survives a crash.

Once you can wire a chain of executors, the graph earns its keep: concurrency, durable state, composition, and control — the patterns that turn a toy pipeline into a system that survives a crash.

#Microsoft Agent Framework#Python#AI Agents#Workflows#Software Engineering#Concurrency
Pratik Dhanave · ·6 min read

"maximum recursion depth exceeded": A Durable-Workflow Checkpointing War Story

Passing an SDK client through a checkpointed agent workflow crashed on circular references. The fix reshaped how I cross @step boundaries.

Threading an SDK client through a checkpointed workflow crashed with maximum recursion depth exceeded. The checkpoint boundary is a serialization boundary: JSON only, values and keys, and anything non-serializable gets injected out-of-band at the composition root.

#Microsoft Agent Framework#Workflows#Agentic AI#Python#Software Engineering
Pratik Dhanave · ·3 min read

Advanced Workflows — Microsoft Agent Framework in Go

Durable workflows in Go: checkpoint and rehydrate, pause on a RequestPort for a human, nest sub-workflows, and coordinate through scoped shared state.

Durable Microsoft Agent Framework workflows in Go: checkpoint and rehydrate a fresh graph, pause on a RequestPort for a human, nest sub-workflows, and coordinate via scoped shared state.

#Microsoft Agent Framework#Go#AI Agents#Workflows#Checkpointing#Backend Engineering
Pratik Dhanave · ·3 min read

Workflow Mechanics — Microsoft Agent Framework in Go

The graph model underneath every multi-agent app: executors as nodes, edges as data flow, and typed events streaming out of `WatchStream` as it runs.

The Microsoft Agent Framework workflow model in Go: executors bound to IDs, AddEdge wiring, WithOutputFrom, and typed WatchStream events - plus an upstream route-builder fix.

#Microsoft Agent Framework#Go#AI Agents#Workflows#Orchestration#Backend Engineering#Multi-Agent Systems
Pratik Dhanave · ·3 min read

Workflow Mechanics — Microsoft Agent Framework in Python

The graph model underneath every multi-agent app: executors as nodes, edges as data flow, and typed events streaming out as it runs.

The Microsoft Agent Framework workflow model in Python: executors as nodes, edges as data flow, switch-case routing, and typed streaming events - learned model-free.

#Microsoft Agent Framework#Python#AI Agents#Workflows#Orchestration#Software Engineering#Multi-Agent Systems#Streaming

All posts on this site are written by Pratik Dhanave, an Agentic AI Architect with 7+ years building production distributed systems, multi-agent AI platforms, and cloud-native infrastructure. About the author → Each article includes working code, architecture diagrams, and references to the specific frameworks and standards discussed. Browse all posts or explore related topics using the tag cloud above.