Add persistance hooks

[davorrunje]

Why are these changes needed?

Related issue number

Checks

• I've included any doc changes needed for https://microsoft.github.io/autogen/. See https://microsoft.github.io/autogen/docs/Contribute#documentation to build and test documentation locally.
• I've added tests (if relevant) corresponding to the changes introduced in this PR.
• I've made sure all auto checks have passed.

[codecov-commenter]

Codecov Report

Attention: Patch coverage is 89.28571% with 6 lines in your changes missing coverage. Please review.

Project coverage is 50.34%. Comparing base (ebd0210) to head (4b8b7d9).
Report is 381 commits behind head on main.

Files with missing lines	Patch %	Lines
autogen/persistence/store.py	89.28%	4 Missing and 2 partials ⚠️

Additional details and impacted files

@@             Coverage Diff             @@
##             main    #2187       +/-   ##
===========================================
+ Coverage   38.14%   50.34%   +12.20%     
===========================================
  Files          78       79        +1     
  Lines        7859     7915       +56     
  Branches     1680     1825      +145     
===========================================
+ Hits         2998     3985      +987     
+ Misses       4611     3597     -1014     
- Partials      250      333       +83     

Flag	Coverage Δ
unittest	14.22% <ø> (?)
unittests	49.32% <89.28%> (+11.18%)	⬆️

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[gitguardian]

⚠️ GitGuardian has uncovered 96 secrets following the scan of your pull request.

Please consider investigating the findings and remediating the incidents. Failure to do so may lead to compromising the associated services or software components.

Since your pull request originates from a forked repository, GitGuardian is not able to associate the secrets uncovered with secret incidents on your GitGuardian dashboard.
Skipping this check run and merging your pull request will create secret incidents on your GitGuardian dashboard.

🔎 Detected hardcoded secrets in your pull request

GitGuardian id	GitGuardian status	Secret	Commit	Filename
12853598	Triggered	Generic High Entropy Secret	79dbb7b	test/oai/test_utils.py	View secret
10404693	Triggered	Generic High Entropy Secret	e43a86c	test/oai/test_utils.py	View secret
10404693	Triggered	Generic High Entropy Secret	bdb40d7	test/oai/test_utils.py	View secret
10404693	Triggered	Generic High Entropy Secret	954ca45	test/oai/test_utils.py	View secret
10404693	Triggered	Generic High Entropy Secret	79dbb7b	test/oai/test_utils.py	View secret
10404662	Triggered	Generic CLI Secret	eff19ac	.github/workflows/dotnet-release.yml	View secret
10404662	Triggered	Generic CLI Secret	06a0a5d	.github/workflows/dotnet-release.yml	View secret
10404662	Triggered	Generic CLI Secret	0524c77	.github/workflows/dotnet-release.yml	View secret
10404662	Triggered	Generic CLI Secret	d7ea410	.github/workflows/dotnet-release.yml	View secret
10404662	Triggered	Generic CLI Secret	e43a86c	.github/workflows/dotnet-build.yml	View secret
10404662	Triggered	Generic CLI Secret	841ed31	.github/workflows/dotnet-release.yml	View secret
10404662	Triggered	Generic CLI Secret	802f099	.github/workflows/dotnet-release.yml	View secret
10404662	Triggered	Generic CLI Secret	9a484d8	.github/workflows/dotnet-build.yml	View secret
10404662	Triggered	Generic CLI Secret	e973ac3	.github/workflows/dotnet-release.yml	View secret
10404662	Triggered	Generic CLI Secret	89650e7	.github/workflows/dotnet-release.yml	View secret
10404662	Triggered	Generic CLI Secret	e07b06b	.github/workflows/dotnet-release.yml	View secret
10404662	Triggered	Generic CLI Secret	abe4c41	.github/workflows/dotnet-build.yml	View secret
10404662	Triggered	Generic CLI Secret	7362fb9	.github/workflows/dotnet-release.yml	View secret
12853599	Triggered	Generic High Entropy Secret	79dbb7b	test/oai/test_utils.py	View secret
10404694	Triggered	Generic High Entropy Secret	e43a86c	test/oai/test_utils.py	View secret
10404694	Triggered	Generic High Entropy Secret	954ca45	test/oai/test_utils.py	View secret
10404694	Triggered	Generic High Entropy Secret	bdb40d7	test/oai/test_utils.py	View secret
10404695	Triggered	Generic High Entropy Secret	abad9ff	test/oai/test_utils.py	View secret
10404695	Triggered	Generic High Entropy Secret	954ca45	test/oai/test_utils.py	View secret
10404695	Triggered	Generic High Entropy Secret	c7bb588	test/oai/test_utils.py	View secret
10404695	Triggered	Generic High Entropy Secret	b97b99d	test/oai/test_utils.py	View secret
10404695	Triggered	Generic High Entropy Secret	e43a86c	test/oai/test_utils.py	View secret
12853600	Triggered	Generic High Entropy Secret	79dbb7b	test/oai/test_utils.py	View secret
12853601	Triggered	Generic High Entropy Secret	79dbb7b	test/oai/test_utils.py	View secret
10493810	Triggered	Generic Password	49e8053	notebook/agentchat_pgvector_RetrieveChat.ipynb	View secret
10493810	Triggered	Generic Password	501610b	notebook/agentchat_pgvector_RetrieveChat.ipynb	View secret
10493810	Triggered	Generic Password	49e8053	notebook/agentchat_pgvector_RetrieveChat.ipynb	View secret
10493810	Triggered	Generic Password	501610b	notebook/agentchat_pgvector_RetrieveChat.ipynb	View secret
10493810	Triggered	Generic Password	d422c63	notebook/agentchat_pgvector_RetrieveChat.ipynb	View secret
10493810	Triggered	Generic Password	97fa339	notebook/agentchat_pgvector_RetrieveChat.ipynb	View secret
10493810	Triggered	Generic Password	49e8053	notebook/agentchat_pgvector_RetrieveChat.ipynb	View secret
10493810	Triggered	Generic Password	d422c63	notebook/agentchat_pgvector_RetrieveChat.ipynb	View secret
10493810	Triggered	Generic Password	97fa339	notebook/agentchat_pgvector_RetrieveChat.ipynb	View secret
10493810	Triggered	Generic Password	d422c63	notebook/agentchat_pgvector_RetrieveChat.ipynb	View secret
10493810	Triggered	Generic Password	97fa339	notebook/agentchat_pgvector_RetrieveChat.ipynb	View secret
10493810	Triggered	Generic Password	501610b	notebook/agentchat_pgvector_RetrieveChat.ipynb	View secret
10404696	Triggered	Generic High Entropy Secret	954ca45	test/oai/test_utils.py	View secret
10404696	Triggered	Generic High Entropy Secret	bdb40d7	test/oai/test_utils.py	View secret
10404696	Triggered	Generic High Entropy Secret	79dbb7b	test/oai/test_utils.py	View secret
10404696	Triggered	Generic High Entropy Secret	e43a86c	test/oai/test_utils.py	View secret
10422482	Triggered	Generic High Entropy Secret	79dbb7b	test/oai/test_utils.py	View secret
10422482	Triggered	Generic High Entropy Secret	bdb40d7	test/oai/test_utils.py	View secret
12853602	Triggered	Generic High Entropy Secret	79dbb7b	test/oai/test_utils.py	View secret
11616921	Triggered	Generic High Entropy Secret	a86d0fd	notebook/agentchat_agentops.ipynb	View secret
11616921	Triggered	Generic High Entropy Secret	394561b	notebook/agentchat_agentops.ipynb	View secret
11616921	Triggered	Generic High Entropy Secret	3eac646	notebook/agentchat_agentops.ipynb	View secret
11616921	Triggered	Generic High Entropy Secret	f45b553	notebook/agentchat_agentops.ipynb	View secret
11616921	Triggered	Generic High Entropy Secret	6563248	notebook/agentchat_agentops.ipynb	View secret
12853598	Triggered	Generic High Entropy Secret	2b3a9ae	test/oai/test_utils.py	View secret
12853598	Triggered	Generic High Entropy Secret	c03558f	test/oai/test_utils.py	View secret
10404693	Triggered	Generic High Entropy Secret	c03558f	test/oai/test_utils.py	View secret
10404693	Triggered	Generic High Entropy Secret	2b3a9ae	test/oai/test_utils.py	View secret
10404693	Triggered	Generic High Entropy Secret	0a3c6c4	test/oai/test_utils.py	View secret
10404693	Triggered	Generic High Entropy Secret	76f5f5a	test/oai/test_utils.py	View secret
10404662	Triggered	Generic CLI Secret	954ca45	.github/workflows/dotnet-build.yml	View secret
12853599	Triggered	Generic High Entropy Secret	2b3a9ae	test/oai/test_utils.py	View secret
12853599	Triggered	Generic High Entropy Secret	c03558f	test/oai/test_utils.py	View secret
10404694	Triggered	Generic High Entropy Secret	76f5f5a	test/oai/test_utils.py	View secret
10404694	Triggered	Generic High Entropy Secret	0a3c6c4	test/oai/test_utils.py	View secret
10404695	Triggered	Generic High Entropy Secret	3b79cc6	test/oai/test_utils.py	View secret
10404695	Triggered	Generic High Entropy Secret	11baa52	test/oai/test_utils.py	View secret
12853600	Triggered	Generic High Entropy Secret	c03558f	test/oai/test_utils.py	View secret
12853600	Triggered	Generic High Entropy Secret	2b3a9ae	test/oai/test_utils.py	View secret
12853601	Triggered	Generic High Entropy Secret	c03558f	test/oai/test_utils.py	View secret
12853601	Triggered	Generic High Entropy Secret	2b3a9ae	test/oai/test_utils.py	View secret
10493810	Triggered	Generic Password	3b79cc6	notebook/agentchat_pgvector_RetrieveChat.ipynb	View secret
10493810	Triggered	Generic Password	11baa52	notebook/agentchat_pgvector_RetrieveChat.ipynb	View secret
10493810	Triggered	Generic Password	11baa52	notebook/agentchat_pgvector_RetrieveChat.ipynb	View secret
10493810	Triggered	Generic Password	3b79cc6	notebook/agentchat_pgvector_RetrieveChat.ipynb	View secret
10404696	Triggered	Generic High Entropy Secret	0a3c6c4	test/oai/test_utils.py	View secret
10404696	Triggered	Generic High Entropy Secret	76f5f5a	test/oai/test_utils.py	View secret
10404696	Triggered	Generic High Entropy Secret	c03558f	test/oai/test_utils.py	View secret
10404696	Triggered	Generic High Entropy Secret	2b3a9ae	test/oai/test_utils.py	View secret
10422482	Triggered	Generic High Entropy Secret	2b3a9ae	test/oai/test_utils.py	View secret
10422482	Triggered	Generic High Entropy Secret	c03558f	test/oai/test_utils.py	View secret

and 16 others.

🛠 Guidelines to remediate hardcoded secrets

1. Understand the implications of revoking this secret by investigating where it is used in your code.
2. Replace and store your secrets safely. Learn here the best practices.
3. Revoke and rotate these secrets.
4. If possible, rewrite git history. Rewriting git history is not a trivial act. You might completely break other contributing developers' workflow and you risk accidentally deleting legitimate data.

To avoid such incidents in the future consider

• following these best practices for managing and storing secrets including API keys and other credentials
• install secret detection on pre-commit to catch secret before it leaves your machine and ease remediation.

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^{🦉 GitGuardian detects secrets in your source code to help developers and security teams secure the modern development process. You are seeing this because you or someone else with access to this repository has authorized GitGuardian to scan your pull request.}

[ekzhu]

Close for inactivity. Let's keep thinking about persistence options.