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chore: release main (#113)
🤖 I have created a release *beep* *boop* --- <details><summary>launchdarkly-server-sdk-ai: 0.17.0</summary> ## [0.17.0](launchdarkly-server-sdk-ai-0.16.1...launchdarkly-server-sdk-ai-0.17.0) (2026-04-02) ### ⚠ BREAKING CHANGES * Bump minimum LangChain version to 1.0.0 * Split track_metrics_of into sync and async variants ([#112](#112)) * Remove node-scoped methods from AIGraphTracker (track_node_invocation, track_tool_call, track_node_judge_response), use related AIConfigTracker methods instead * Extract shared utilities to openai_helper * Extract shared utilities to langchain_helper * Restructure provider factory and support additional create methods ([#102](#102)) ### Features * Add get_ai_usage_from_response to openai_helper ([4fab18f](4fab18f)) * Add get_tool_calls_from_response and sum_token_usage_from_messages to langchain_helper ([4fab18f](4fab18f)) * Add LangGraphAgentGraphRunner ([56ce0fd](56ce0fd)) * Add LDAIClient.create_agent() returning ManagedAgent ([53fd95e](53fd95e)) * Add ManagedAgentGraph support ([#111](#111)) ([56ce0fd](56ce0fd)) * Add ModelRunner ABC with invoke_model() and ([453c71c](453c71c)) * Add OpenAIAgentGraphRunner ([56ce0fd](56ce0fd)) * Add OpenAIAgentRunner with agentic tool-calling loop ([53fd95e](53fd95e)) * add optimization package stub ([872e81e](872e81e)) * Add optional graph_key to all LDAIConfigTracker track_* methods for graph correlation ([4fab18f](4fab18f)) * Add track_tool_call/track_tool_calls to LDAIConfigTracker ([4fab18f](4fab18f)) * Adds optimization package stub ([58b7731](58b7731)) * Bump minimum LangChain version to 1.0.0 ([dc592c5](dc592c5)) * Deprecated Chat object in favor of ManagedModel ([453c71c](453c71c)) * Deprecated create_chat(), use create_model() on the LDAIClient ([453c71c](453c71c)) * Drop support for python 3.9 ([#114](#114)) ([dc592c5](dc592c5)) * Extract shared utilities to langchain_helper ([453c71c](453c71c)) * Extract shared utilities to openai_helper ([453c71c](453c71c)) * Introduce ManagedAgent and AgentRunner implementations ([#110](#110)) ([53fd95e](53fd95e)) * Introduce ManagedModel and ModelRunner (PR-3) ([#104](#104)) ([453c71c](453c71c)) * Restructure provider factory and support additional create methods ([#102](#102)) ([e6e4907](e6e4907)) * Split track_metrics_of into sync and async variants ([#112](#112)) ([4fab18f](4fab18f)) ### Bug Fixes * make AIGraphTracker.track_total_tokens accept Optional[TokenUsage], skip when None or total &lt;= 0 ([4fab18f](4fab18f)) * Remove node-scoped methods from AIGraphTracker (track_node_invocation, track_tool_call, track_node_judge_response), use related AIConfigTracker methods instead ([4fab18f](4fab18f)) * use time.perf_counter_ns() for sub-millisecond precision in duration calculations ([4fab18f](4fab18f)) </details> <details><summary>launchdarkly-server-sdk-ai-langchain: 0.4.0</summary> ## [0.4.0](launchdarkly-server-sdk-ai-langchain-0.3.2...launchdarkly-server-sdk-ai-langchain-0.4.0) (2026-04-02) ### ⚠ BREAKING CHANGES * Bump minimum LangChain version to 1.0.0 * Split track_metrics_of into sync and async variants ([#112](#112)) * Remove node-scoped methods from AIGraphTracker (track_node_invocation, track_tool_call, track_node_judge_response), use related AIConfigTracker methods instead * Extract shared utilities to openai_helper * Extract shared utilities to langchain_helper * Restructure provider factory and support additional create methods ([#102](#102)) ### Features * Add get_ai_usage_from_response to openai_helper ([4fab18f](4fab18f)) * Add get_tool_calls_from_response and sum_token_usage_from_messages to langchain_helper ([4fab18f](4fab18f)) * Add LangGraphAgentGraphRunner ([56ce0fd](56ce0fd)) * Add LDAIClient.create_agent() returning ManagedAgent ([53fd95e](53fd95e)) * Add ManagedAgentGraph support ([#111](#111)) ([56ce0fd](56ce0fd)) * Add ModelRunner ABC with invoke_model() and ([453c71c](453c71c)) * Add OpenAIAgentGraphRunner ([56ce0fd](56ce0fd)) * Add OpenAIAgentRunner with agentic tool-calling loop ([53fd95e](53fd95e)) * add optimization package stub ([872e81e](872e81e)) * Add optional graph_key to all LDAIConfigTracker track_* methods for graph correlation ([4fab18f](4fab18f)) * Add track_tool_call/track_tool_calls to LDAIConfigTracker ([4fab18f](4fab18f)) * Adds optimization package stub ([58b7731](58b7731)) * Bump minimum LangChain version to 1.0.0 ([dc592c5](dc592c5)) * Deprecated Chat object in favor of ManagedModel ([453c71c](453c71c)) * Deprecated create_chat(), use create_model() on the LDAIClient ([453c71c](453c71c)) * Drop support for python 3.9 ([#114](#114)) ([dc592c5](dc592c5)) * Extract shared utilities to langchain_helper ([453c71c](453c71c)) * Extract shared utilities to openai_helper ([453c71c](453c71c)) * Introduce ManagedAgent and AgentRunner implementations ([#110](#110)) ([53fd95e](53fd95e)) * Introduce ManagedModel and ModelRunner (PR-3) ([#104](#104)) ([453c71c](453c71c)) * Restructure provider factory and support additional create methods ([#102](#102)) ([e6e4907](e6e4907)) * Split track_metrics_of into sync and async variants ([#112](#112)) ([4fab18f](4fab18f)) ### Bug Fixes * make AIGraphTracker.track_total_tokens accept Optional[TokenUsage], skip when None or total &lt;= 0 ([4fab18f](4fab18f)) * Remove node-scoped methods from AIGraphTracker (track_node_invocation, track_tool_call, track_node_judge_response), use related AIConfigTracker methods instead ([4fab18f](4fab18f)) * use time.perf_counter_ns() for sub-millisecond precision in duration calculations ([4fab18f](4fab18f)) </details> <details><summary>launchdarkly-server-sdk-ai-openai: 0.3.0</summary> ## [0.3.0](launchdarkly-server-sdk-ai-openai-0.2.1...launchdarkly-server-sdk-ai-openai-0.3.0) (2026-04-02) ### ⚠ BREAKING CHANGES * Bump minimum LangChain version to 1.0.0 * Extract shared utilities to openai_helper * Extract shared utilities to langchain_helper * Restructure provider factory and support additional create methods ([#102](#102)) ### Features * Add LangGraphAgentGraphRunner ([56ce0fd](56ce0fd)) * Add LDAIClient.create_agent() returning ManagedAgent ([53fd95e](53fd95e)) * Add ManagedAgentGraph support ([#111](#111)) ([56ce0fd](56ce0fd)) * Add ModelRunner ABC with invoke_model() and ([453c71c](453c71c)) * Add OpenAIAgentGraphRunner ([56ce0fd](56ce0fd)) * Add OpenAIAgentRunner with agentic tool-calling loop ([53fd95e](53fd95e)) * add optimization package stub ([872e81e](872e81e)) * Adds optimization package stub ([58b7731](58b7731)) * Bump minimum LangChain version to 1.0.0 ([dc592c5](dc592c5)) * Deprecated Chat object in favor of ManagedModel ([453c71c](453c71c)) * Deprecated create_chat(), use create_model() on the LDAIClient ([453c71c](453c71c)) * Drop support for python 3.9 ([#114](#114)) ([dc592c5](dc592c5)) * Extract shared utilities to langchain_helper ([453c71c](453c71c)) * Extract shared utilities to openai_helper ([453c71c](453c71c)) * Introduce ManagedAgent and AgentRunner implementations ([#110](#110)) ([53fd95e](53fd95e)) * Introduce ManagedModel and ModelRunner (PR-3) ([#104](#104)) ([453c71c](453c71c)) * Restructure provider factory and support additional create methods ([#102](#102)) ([e6e4907](e6e4907)) </details> <details><summary>launchdarkly-server-sdk-ai-optimization: 0.1.0</summary> ## 0.1.0 (2026-04-02) ### ⚠ BREAKING CHANGES * Bump minimum LangChain version to 1.0.0 ### Features * Add optimization package stub ([#109](#109)) ([ebd5166](ebd5166)) * Adds optimization package stub ([58b7731](58b7731)) * Adds optimization package stub ([cc85a05](cc85a05)) * Bump minimum LangChain version to 1.0.0 ([dc592c5](dc592c5)) * Drop support for python 3.9 ([#114](#114)) ([dc592c5](dc592c5)) ### Bug Fixes * consistency with other makefiles ([b9a5601](b9a5601)) </details> --- This PR was generated with [Release Please](https://github.com/googleapis/release-please). See [documentation](https://github.com/googleapis/release-please#release-please). <!-- CURSOR_SUMMARY --> --- > [!NOTE] > **Low Risk** > Low risk because this PR only updates release metadata (versions, manifests, provenance docs, and changelogs) without changing runtime code paths. > > **Overview** > Bumps package versions for the release: `launchdarkly-server-sdk-ai` to `0.17.0`, LangChain provider to `0.4.0`, OpenAI provider to `0.3.0`, and introduces/bumps `launchdarkly-server-sdk-ai-optimization` to `0.1.0` (via `.release-please-manifest.json` and each package’s `pyproject.toml`/`__init__.__version__`). > > Updates `CHANGELOG.md` entries and `PROVENANCE.md` version references to match the new release numbers. > > <sup>Written by [Cursor Bugbot](https://cursor.com/dashboard?tab=bugbot) for commit ae3e183. This will update automatically on new commits. Configure [here](https://cursor.com/dashboard?tab=bugbot).</sup> <!-- /CURSOR_SUMMARY --> --------- Co-authored-by: github-actions[bot] <41898282+github-actions[bot]@users.noreply.github.com> Co-authored-by: jsonbailey <jbailey@launchdarkly.com>
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.release-please-manifest.json

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{
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"packages/sdk/server-ai": "0.16.1",
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"packages/ai-providers/server-ai-langchain": "0.3.2",
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"packages/ai-providers/server-ai-openai": "0.2.1"
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"packages/sdk/server-ai": "0.17.0",
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"packages/ai-providers/server-ai-langchain": "0.4.0",
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"packages/ai-providers/server-ai-openai": "0.3.0",
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"packages/optimization": "0.1.0"
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}

packages/ai-providers/server-ai-langchain/CHANGELOG.md

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# Changelog
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All notable changes to the LaunchDarkly Python AI LangChain provider package will be documented in this file. This project adheres to [Semantic Versioning](http://semver.org).
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## [0.4.0](https://github.com/launchdarkly/python-server-sdk-ai/compare/launchdarkly-server-sdk-ai-langchain-0.3.2...launchdarkly-server-sdk-ai-langchain-0.4.0) (2026-04-02)
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### ⚠ BREAKING CHANGES
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* Bump minimum LangChain version to 1.0.0
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* Restructure provider factory and support additional create methods ([#102](https://github.com/launchdarkly/python-server-sdk-ai/issues/102))
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* Extract shared utilities to langchain_helper
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### Features
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* Add LangGraphAgentGraphRunner ([56ce0fd](https://github.com/launchdarkly/python-server-sdk-ai/commit/56ce0fd63b4301b58f33c17c55c4ecd47e9f8559))
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* Extract shared utilities to langchain_helper ([453c71c](https://github.com/launchdarkly/python-server-sdk-ai/commit/453c71c84adcc6b8a3e316a98907dcb511bc9d41))
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* Add get_ai_usage_from_response to langchain_helper ([4fab18f](https://github.com/launchdarkly/python-server-sdk-ai/commit/4fab18fa62375b6c97cb12a89225805c81ca4ee8))
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* Add get_tool_calls_from_response and sum_token_usage_from_messages to langchain_helper ([4fab18f](https://github.com/launchdarkly/python-server-sdk-ai/commit/4fab18fa62375b6c97cb12a89225805c81ca4ee8))
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* Drop support for python 3.9 ([#114](https://github.com/launchdarkly/python-server-sdk-ai/issues/114)) ([dc592c5](https://github.com/launchdarkly/python-server-sdk-ai/commit/dc592c5a2e2bf3bf679af14a9aa63e81678a69ab))
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### Bug Fixes
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* Use time.perf_counter_ns() for sub-millisecond precision in duration calculations ([4fab18f](https://github.com/launchdarkly/python-server-sdk-ai/commit/4fab18fa62375b6c97cb12a89225805c81ca4ee8))
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## [0.3.2](https://github.com/launchdarkly/python-server-sdk-ai/compare/launchdarkly-server-sdk-ai-langchain-0.3.1...launchdarkly-server-sdk-ai-langchain-0.3.2) (2026-03-16)
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packages/ai-providers/server-ai-langchain/pyproject.toml

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[project]
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name = "launchdarkly-server-sdk-ai-langchain"
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version = "0.3.2"
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version = "0.4.0"
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description = "LaunchDarkly AI SDK LangChain Provider"
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authors = [{name = "LaunchDarkly", email = "dev@launchdarkly.com"}]
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license = {text = "Apache-2.0"}
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dependencies = [
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"launchdarkly-server-sdk-ai>=0.17.0",
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packages/ai-providers/server-ai-openai/CHANGELOG.md

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# Changelog
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All notable changes to the LaunchDarkly Python AI OpenAI provider package will be documented in this file. This project adheres to [Semantic Versioning](http://semver.org).
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## [0.3.0](https://github.com/launchdarkly/python-server-sdk-ai/compare/launchdarkly-server-sdk-ai-openai-0.2.1...launchdarkly-server-sdk-ai-openai-0.3.0) (2026-04-02)
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### ⚠ BREAKING CHANGES
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* Restructure provider factory and support additional create methods ([#102](https://github.com/launchdarkly/python-server-sdk-ai/issues/102))
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* Extract shared utilities to openai_helper
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### Features
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* Add OpenAIAgentRunner with agentic tool-calling loop ([53fd95e](https://github.com/launchdarkly/python-server-sdk-ai/commit/53fd95e2cfb66f4c53c6844cc41170077e6eee8c))
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* Add OpenAIAgentGraphRunner ([56ce0fd](https://github.com/launchdarkly/python-server-sdk-ai/commit/56ce0fd63b4301b58f33c17c55c4ecd47e9f8559))
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* Extract shared utilities to openai_helper ([453c71c](https://github.com/launchdarkly/python-server-sdk-ai/commit/453c71c84adcc6b8a3e316a98907dcb511bc9d41))
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* Add get_ai_usage_from_response to openai_helper ([4fab18f](https://github.com/launchdarkly/python-server-sdk-ai/commit/4fab18fa62375b6c97cb12a89225805c81ca4ee8))
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* Drop support for python 3.9 ([#114](https://github.com/launchdarkly/python-server-sdk-ai/issues/114)) ([dc592c5](https://github.com/launchdarkly/python-server-sdk-ai/commit/dc592c5a2e2bf3bf679af14a9aa63e81678a69ab))
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## [0.2.1](https://github.com/launchdarkly/python-server-sdk-ai/compare/launchdarkly-server-sdk-ai-openai-0.2.0...launchdarkly-server-sdk-ai-openai-0.2.1) (2026-03-16)
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packages/ai-providers/server-ai-openai/pyproject.toml

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version = "0.3.0"
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description = "LaunchDarkly AI SDK OpenAI Provider"
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packages/optimization/CHANGELOG.md

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# Changelog
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## 0.1.0 (2026-04-02)
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### Features
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* Add optimization package stub ([#109](https://github.com/launchdarkly/python-server-sdk-ai/issues/109)) ([ebd5166](https://github.com/launchdarkly/python-server-sdk-ai/commit/ebd5166d86c2d58e4c2fcc0b3fcc983eb49574e6)) ([58b7731](https://github.com/launchdarkly/python-server-sdk-ai/commit/58b7731aa4f0efbd42ff0b93760eb357cdfe219f)) ([cc85a05](https://github.com/launchdarkly/python-server-sdk-ai/commit/cc85a05f0e81acdc33437b51238d67ddf8a92b80))
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* Drop support for python 3.9 ([#114](https://github.com/launchdarkly/python-server-sdk-ai/issues/114)) ([dc592c5](https://github.com/launchdarkly/python-server-sdk-ai/commit/dc592c5a2e2bf3bf679af14a9aa63e81678a69ab))
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### Bug Fixes
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* consistency with other makefiles ([b9a5601](https://github.com/launchdarkly/python-server-sdk-ai/commit/b9a560110b9ef1746b1b1cff2b50ea8b90297acd))
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## 0.0.0 (2026-03-24)
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### Features

packages/optimization/pyproject.toml

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version = "0.0.0" # x-release-please-version
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version = "0.1.0" # x-release-please-version
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description = "LaunchDarkly AI SDK optimization helpers"
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packages/optimization/src/ldai_optimization/__init__.py

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packages/sdk/server-ai/CHANGELOG.md

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All notable changes to the LaunchDarkly Python AI package will be documented in this file. This project adheres to [Semantic Versioning](http://semver.org).
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## [0.17.0](https://github.com/launchdarkly/python-server-sdk-ai/compare/launchdarkly-server-sdk-ai-0.16.1...launchdarkly-server-sdk-ai-0.17.0) (2026-04-02)
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### ⚠ BREAKING CHANGES
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* Restructure provider factory and support additional create methods ([#102](https://github.com/launchdarkly/python-server-sdk-ai/issues/102))
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* Split track_metrics_of into sync and async variants ([#112](https://github.com/launchdarkly/python-server-sdk-ai/issues/112))
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* Remove node-scoped methods from AIGraphTracker (track_node_invocation, track_tool_call, track_node_judge_response), use related AIConfigTracker methods instead
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### Features
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* Introduce ManagedModel and ModelRunner ([#104](https://github.com/launchdarkly/python-server-sdk-ai/issues/104)) ([453c71c](https://github.com/launchdarkly/python-server-sdk-ai/commit/453c71c84adcc6b8a3e316a98907dcb511bc9d41))
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* Introduce ManagedAgent and AgentRunner implementations ([#110](https://github.com/launchdarkly/python-server-sdk-ai/issues/110)) ([53fd95e](https://github.com/launchdarkly/python-server-sdk-ai/commit/53fd95e2cfb66f4c53c6844cc41170077e6eee8c))
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* Add LDAIClient.create_agent() returning ManagedAgent ([53fd95e](https://github.com/launchdarkly/python-server-sdk-ai/commit/53fd95e2cfb66f4c53c6844cc41170077e6eee8c))
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* Add ManagedAgentGraph support ([#111](https://github.com/launchdarkly/python-server-sdk-ai/issues/111)) ([56ce0fd](https://github.com/launchdarkly/python-server-sdk-ai/commit/56ce0fd63b4301b58f33c17c55c4ecd47e9f8559))
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* Add ModelRunner protocol with invoke_model() and invoke_structured_model() ([453c71c](https://github.com/launchdarkly/python-server-sdk-ai/commit/453c71c84adcc6b8a3e316a98907dcb511bc9d41))
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* Add optional graph_key to all LDAIConfigTracker track_* methods for graph correlation ([4fab18f](https://github.com/launchdarkly/python-server-sdk-ai/commit/4fab18fa62375b6c97cb12a89225805c81ca4ee8))
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* Add track_tool_call/track_tool_calls to LDAIConfigTracker ([4fab18f](https://github.com/launchdarkly/python-server-sdk-ai/commit/4fab18fa62375b6c97cb12a89225805c81ca4ee8))
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* Deprecated Chat object in favor of ManagedModel ([453c71c](https://github.com/launchdarkly/python-server-sdk-ai/commit/453c71c84adcc6b8a3e316a98907dcb511bc9d41))
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* Deprecated create_chat(), use create_model() on the LDAIClient ([453c71c](https://github.com/launchdarkly/python-server-sdk-ai/commit/453c71c84adcc6b8a3e316a98907dcb511bc9d41))
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* Drop support for python 3.9 ([#114](https://github.com/launchdarkly/python-server-sdk-ai/issues/114)) ([dc592c5](https://github.com/launchdarkly/python-server-sdk-ai/commit/dc592c5a2e2bf3bf679af14a9aa63e81678a69ab))
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### Bug Fixes
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* Make AIGraphTracker.track_total_tokens accept Optional[TokenUsage], skip when None or total &lt;= 0 ([4fab18f](https://github.com/launchdarkly/python-server-sdk-ai/commit/4fab18fa62375b6c97cb12a89225805c81ca4ee8))
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* Remove node-scoped methods from AIGraphTracker (track_node_invocation, track_tool_call, track_node_judge_response), use related AIConfigTracker methods instead ([4fab18f](https://github.com/launchdarkly/python-server-sdk-ai/commit/4fab18fa62375b6c97cb12a89225805c81ca4ee8))
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* Use time.perf_counter_ns() for sub-millisecond precision in duration calculations ([4fab18f](https://github.com/launchdarkly/python-server-sdk-ai/commit/4fab18fa62375b6c97cb12a89225805c81ca4ee8))
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## [0.16.1](https://github.com/launchdarkly/python-server-sdk-ai/compare/launchdarkly-server-sdk-ai-0.16.0...launchdarkly-server-sdk-ai-0.16.1) (2026-03-16)
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packages/sdk/server-ai/PROVENANCE.md

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