feat: Add optimization package stub#109
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🤖 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 <= 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 <= 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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Requirements
Describe the solution you've provided
implements the package stub for the optimization package. Raises a NotImplemented error at the moment. Version set to 0.0.0
Describe alternatives you've considered
This is the first commit for this package; no alternatives considered.
Additional context
This package will be augmented with the optimization method for AI Config agents.
Note
Low Risk
Low risk: introduces a new stub package and CI/release plumbing without changing existing runtime behavior, but it does add new publish/release jobs that could affect release automation if misconfigured.
Overview
Adds a new
packages/optimizationPython package scaffold (launchdarkly-server-sdk-ai-optimization) with basic project metadata, build/lint/testMakefiletargets, a placeholderApiAgentOptimizationClient.optimize()that raisesNotImplementedError, and a minimal smoke test.Wires the new package into the monorepo and automation by adding it to the uv workspace, expanding CI to run/build it on Linux and Windows across Python 3.9–3.13, and updating
release-pleaseconfig/workflow to version, publish to PyPI, and generate SLSA provenance forpackages/optimization.Written by Cursor Bugbot for commit b9a5601. This will update automatically on new commits. Configure here.