Files
agent-framework/python/packages/orchestrations
T
Giles Odigwe 47fa59f8e9 Python: bump package versions for 1.4.0 release (#5872)
* fixes

* fixes

* Python: bump package versions for 1.4.0 release

Cuts the python-1.4.0 release. MINOR bump on the released cohort
(agent-framework, agent-framework-core, agent-framework-openai,
agent-framework-foundry: 1.3.0 -> 1.4.0), driven by breaking changes
in experimental skills API and new features. All 21 beta packages
stamp 1.0.0b260514, all 3 alpha packages stamp 1.0.0a260514, and
ag-ui remains at 1.0.0rc1 (freshly promoted). Date stamp reflects
2026-05-14 Pacific.

- Released cohort: 1.3.0 -> 1.4.0
- Beta packages (21): 1.0.0b260507 -> 1.0.0b260514
- Alpha packages (3): 1.0.0a260507 -> 1.0.0a260514
- ag-ui: stays at 1.0.0rc1 (dep bound updated only)
- Inter-package dependency lower bounds updated (>=1.3.0 -> >=1.4.0)
- Fix chatkit StructuredInputItem exhaustiveness for openai-chatkit 1.6.4
- Update CHANGELOG compare links
- uv.lock refreshed

Co-authored-by: Copilot <223556219+Copilot@users.noreply.github.com>

---------

Co-authored-by: Copilot <223556219+Copilot@users.noreply.github.com>
47fa59f8e9 ยท 2026-05-15 09:31:03 +09:00
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Agent Framework Orchestrations

Orchestration patterns for Microsoft Agent Framework. This package provides high-level builders for common multi-agent workflow patterns.

Installation

pip install agent-framework-orchestrations --pre

Orchestration Patterns

SequentialBuilder

Chain agents/executors in sequence, passing conversation context along:

from agent_framework.orchestrations import SequentialBuilder

workflow = SequentialBuilder(participants=[agent1, agent2, agent3]).build()

ConcurrentBuilder

Fan-out to multiple agents in parallel, then aggregate results:

from agent_framework.orchestrations import ConcurrentBuilder

workflow = ConcurrentBuilder(participants=[agent1, agent2, agent3]).build()

HandoffBuilder

Decentralized agent routing where agents decide handoff targets:

from agent_framework.orchestrations import HandoffBuilder

workflow = (
    HandoffBuilder()
    .participants([triage, billing, support])
    .with_start_agent(triage)
    .build()
)

GroupChatBuilder

Orchestrator-directed multi-agent conversations:

from agent_framework.orchestrations import GroupChatBuilder

workflow = GroupChatBuilder(
    participants=[agent1, agent2],
    selection_func=my_selector,
).build()

MagenticBuilder

Sophisticated multi-agent orchestration using the Magentic One pattern:

from agent_framework.orchestrations import MagenticBuilder

workflow = MagenticBuilder(
    participants=[researcher, writer, reviewer],
    manager_agent=manager_agent,
).build()

Documentation

For more information, see the Agent Framework documentation.