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Title: GitHub - fireflyframework/fireflyframework-agentic: In-process Python metaframework on Pydantic AI for production GenAI — composable, protocol-driven layers for agents & middleware, tools, reasoning (ReAct/CoT/ToT/Reflexion), memory, validation/QoS, DAG pipelines, embeddings & vector stores, model/agent observability via OpenTelemetry, and explainability. · GitHub

Open Graph Title: GitHub - fireflyframework/fireflyframework-agentic: In-process Python metaframework on Pydantic AI for production GenAI — composable, protocol-driven layers for agents & middleware, tools, reasoning (ReAct/CoT/ToT/Reflexion), memory, validation/QoS, DAG pipelines, embeddings & vector stores, model/agent observability via OpenTelemetry, and explainability.

X Title: GitHub - fireflyframework/fireflyframework-agentic: In-process Python metaframework on Pydantic AI for production GenAI — composable, protocol-driven layers for agents & middleware, tools, reasoning (ReAct/CoT/ToT/Reflexion), memory, validation/QoS, DAG pipelines, embeddings & vector stores, model/agent observability via OpenTelemetry, and explainability.

Description: In-process Python metaframework on Pydantic AI for production GenAI — composable, protocol-driven layers for agents & middleware, tools, reasoning (ReAct/CoT/ToT/Reflexion), memory, validation/QoS, DAG pipelines, embeddings & vector stores, model/agent observability via OpenTelemetry, and explainability. - fireflyframework/fireflyframework-agentic

Open Graph Description: In-process Python metaframework on Pydantic AI for production GenAI — composable, protocol-driven layers for agents & middleware, tools, reasoning (ReAct/CoT/ToT/Reflexion), memory, validation/...

X Description: In-process Python metaframework on Pydantic AI for production GenAI — composable, protocol-driven layers for agents & middleware, tools, reasoning (ReAct/CoT/ToT/Reflexion), memory, validat...

Opengraph URL: https://github.com/fireflyframework/fireflyframework-agentic

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Dynamic Workflows	https://github.com/fireflyframework/fireflyframework-agentic/blob/main/docs/workflows.md
Observability	https://github.com/fireflyframework/fireflyframework-agentic/blob/main/docs/observability.md
Resilience	https://github.com/fireflyframework/fireflyframework-agentic/blob/main/docs/resilience.md
Storage	https://github.com/fireflyframework/fireflyframework-agentic/blob/main/docs/storage.md
Explainability	https://github.com/fireflyframework/fireflyframework-agentic/blob/main/docs/explainability.md
Security	https://github.com/fireflyframework/fireflyframework-agentic/blob/main/docs/security.md
Secure Script Execution	https://github.com/fireflyframework/fireflyframework-agentic/blob/main/docs/execution.md
Experiments	https://github.com/fireflyframework/fireflyframework-agentic/blob/main/docs/experiments.md
Lab	https://github.com/fireflyframework/fireflyframework-agentic/blob/main/docs/lab.md
Evaluation	https://github.com/fireflyframework/fireflyframework-agentic/blob/main/docs/evaluation.md
fireflyframework-agentic-studio	https://github.com/fireflyframework/fireflyframework-agentic-studio
	https://github.com/fireflyframework/fireflyframework-agentic#development
pytest	https://docs.pytest.org/
pytest-asyncio	https://pytest-asyncio.readthedocs.io/
pytest-cov	https://pytest-cov.readthedocs.io/
ruff	https://docs.astral.sh/ruff/
pyright	https://microsoft.github.io/pyright/
httpx	https://www.python-httpx.org/
	https://github.com/fireflyframework/fireflyframework-agentic#contributing
CONTRIBUTING.md	https://github.com/fireflyframework/fireflyframework-agentic/blob/main/CONTRIBUTING.md
	https://github.com/fireflyframework/fireflyframework-agentic#changelog
CHANGELOG.md	https://github.com/fireflyframework/fireflyframework-agentic/blob/main/CHANGELOG.md
	https://github.com/fireflyframework/fireflyframework-agentic#license
LICENSE	https://github.com/fireflyframework/fireflyframework-agentic/blob/main/LICENSE
python	https://github.com/topics/python
framework	https://github.com/topics/framework
embeddings	https://github.com/topics/embeddings
multi-agent	https://github.com/topics/multi-agent
agents	https://github.com/topics/agents
observability	https://github.com/topics/observability
reasoning	https://github.com/topics/reasoning
ai-agents	https://github.com/topics/ai-agents
rag	https://github.com/topics/rag
pydantic	https://github.com/topics/pydantic
opentelemetry	https://github.com/topics/opentelemetry
vector-database	https://github.com/topics/vector-database
agent-framework	https://github.com/topics/agent-framework
llm	https://github.com/topics/llm
prompt-engineering	https://github.com/topics/prompt-engineering
chain-of-thought	https://github.com/topics/chain-of-thought
llmops	https://github.com/topics/llmops
genai	https://github.com/topics/genai
agentic-ai	https://github.com/topics/agentic-ai
pydantic-ai	https://github.com/topics/pydantic-ai
Readme	https://github.com/fireflyframework/fireflyframework-agentic#readme-ov-file
Apache-2.0 license	https://github.com/fireflyframework/fireflyframework-agentic#Apache-2.0-1-ov-file
Code of conduct	https://github.com/fireflyframework/fireflyframework-agentic#coc-ov-file
Contributing	https://github.com/fireflyframework/fireflyframework-agentic#contributing-ov-file
Security policy	https://github.com/fireflyframework/fireflyframework-agentic#security-ov-file
Please reload this page	https://github.com/fireflyframework/fireflyframework-agentic
Activity	https://github.com/fireflyframework/fireflyframework-agentic/activity
Custom properties	https://github.com/fireflyframework/fireflyframework-agentic/custom-properties
1 fork	https://github.com/fireflyframework/fireflyframework-agentic/forks
Report repository	https://github.com/contact/report-content?content_url=https%3A%2F%2Fgithub.com%2Ffireflyframework%2Ffireflyframework-agentic&report=fireflyframework+%28user%29
Releases 26	https://github.com/fireflyframework/fireflyframework-agentic/releases
v26.06.14 Latest Jun 30, 2026	https://github.com/fireflyframework/fireflyframework-agentic/releases/tag/v26.06.14
+ 25 releases	https://github.com/fireflyframework/fireflyframework-agentic/releases
Please reload this page	https://github.com/fireflyframework/fireflyframework-agentic
Contributors	https://github.com/fireflyframework/fireflyframework-agentic/graphs/contributors
Please reload this page	https://github.com/fireflyframework/fireflyframework-agentic
Python 95.4%	https://github.com/fireflyframework/fireflyframework-agentic/search?l=python
Shell 2.2%	https://github.com/fireflyframework/fireflyframework-agentic/search?l=shell
PowerShell 1.4%	https://github.com/fireflyframework/fireflyframework-agentic/search?l=powershell
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Community	https://github.community/
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