3.1.1

## What's Changed RLMs * feat(rlm): Add RLM Module and improve PythonInterpreter by @isaacbmiller in https://github.com/stanfordnlp/dspy/pull/9193 * Use `language` in system instructions for `dspy.Code` fields by @mariusarvinte in https://github.com/stanfordnlp/dspy/pull/9106 * Update dspy.RLM to improve reliability and avoid pydantic warnings by @okhat in https://github.com/stanfordnlp/dspy/pull/9210 * fix(RLM): Change FinalAnswerResult to FinalOutput and remove RLM __call__ by @isaacbmiller in https://github.com/stanfordnlp/dspy/pull/9212 GEPA * Fix GEPAFeedbackMetric Protocol missing 'self' parameter by @Copilot in https://github.com/stanfordnlp/dspy/pull/9111 * feat(gepa): add tool description optimization for multi-agent systems by @Ju-usc in https://github.com/stanfordnlp/dspy/pull/8928 * Update pyproject.toml to update gepa from 0.0.22 -> 0.0.24 by @LakshyAAAgrawal in https://github.com/stanfordnlp/dspy/pull/9161 * Patch `dspy.gepa` to handle `list[dict]` output from a `dspy.LM` by @mariusarvinte in https://github.com/stanfordnlp/dspy/pull/9169 Adapters * Upgrade json_repair to fix parsing issue of underscore-style float number by @chenmoneygithub in https://github.com/stanfordnlp/dspy/pull/9088 * Properly yield the last chunk in streaming by @chenmoneygithub in https://github.com/stanfordnlp/dspy/pull/9089 * Avoid unwanted exception chaining when running async tool in sync context by @stevapple in https://github.com/stanfordnlp/dspy/pull/9092 * Enhance StreamListener to support generic type annotations for output by @TomeHirata in https://github.com/stanfordnlp/dspy/pull/9112 * FIX: streamify was appending StatusStreamingCallback directly to the shared settings.callbacks list by @glesperance in https://github.com/stanfordnlp/dspy/pull/9073 * fix(BAMLAdapter): Use docstrings to describe BaseModels by @BenMcH in https://github.com/stanfordnlp/dspy/pull/9125 * Fix Responses API structured outputs by @Olocool17 in https://github.com/stanfordnlp/dspy/pull/9130 Maintenance * Fix UsageTracker AttributeError when using ParallelExecutor with dspy.context by @Copilot in https://github.com/stanfordnlp/dspy/pull/9095 * Update uv.lock dspy version to match the latest release by @chenmoneygithub in https://github.com/stanfordnlp/dspy/pull/9067 * [docs] Add Google-style docstrings for dspy/adapters/chat_adapter.py ChatAdapter class #9063 by @azai91 in https://github.com/stanfordnlp/dspy/pull/9072 * Fix ContextWindowExceededError after 3 retries in react loop by @Copilot in https://github.com/stanfordnlp/dspy/pull/9110 * fix: skip merging when both usage entry values are None by @chizukicn in https://github.com/stanfordnlp/dspy/pull/9121 * Fix: enforce positive `memory_max_entries` for in-memory cache by @mshr-h in https://github.com/stanfordnlp/dspy/pull/9128 * Add typing to `dspy.datasets.dataset` by @max-muoto in https://github.com/stanfordnlp/dspy/pull/9143 * Increase max_iters for dspy.ReAct by @chenmoneygithub in https://github.com/stanfordnlp/dspy/pull/9162 * fix(dspy): prevent argument injection in LocalProvider subprocess calls by @Copilot in https://github.com/stanfordnlp/dspy/pull/9160 * fix(dspy): populate InputField default values in Predict by @ritsuki1227 in https://github.com/stanfordnlp/dspy/pull/9167 * fix(PythonInterpreter): Remove overly permissive read permissions and add strict allow by @isaacbmiller in https://github.com/stanfordnlp/dspy/pull/9081 * Add save / load methods for DSpy settings by @WeichenXu123 in https://github.com/stanfordnlp/dspy/pull/9165 Docs * [doc] Correct conversation history tutorial example by @zhiyanliu in https://github.com/stanfordnlp/dspy/pull/9071 * fix: Resolve broken hover-nlp/hover dataset by @vincentkoc in https://github.com/stanfordnlp/dspy/pull/9069 * Fix missing Real-World Examples and Experimental RL Optimization sections on tutorials page by @0xRaduan in https://github.com/stanfordnlp/dspy/pull/8982 * Refactor ReflectiveExample TypedDict documentation by @LakshyAAAgrawal in https://github.com/stanfordnlp/dspy/pull/9133 * [Automatic] Update api reference by @chenmoneygithub in https://github.com/stanfordnlp/dspy/pull/9135 * Replace ujson with orjson in docs by @togimoto in https://github.com/stanfordnlp/dspy/pull/9148 ## New Contributors * @zhiyanliu made their first contribution in https://github.com/stanfordnlp/dspy/pull/9071 * @azai91 made their first contribution in https://github.com/stanfordnlp/dspy/pull/9072 * @0xRaduan made their first contribution in https://github.com/stanfordnlp/dspy/pull/8982 * @Ju-usc made their first contribution in https://github.com/stanfordnlp/dspy/pull/8928 * @mariusarvinte made their first contribution in https://github.com/stanfordnlp/dspy/pull/9106 * @Olocool17 made their first contribution in https://github.com/stanfordnlp/dspy/pull/9130 * @chizukicn made their first contribution in https://github.com/stanfordnlp/dspy/pull/9121 * @mshr-h made their first contribution in https://github.com/stanfordnlp/dspy/pull/9128 * @max-muoto made their first contribution in https://github.com/stanfordnlp/dspy/pull/9143 * @togimoto made their first contribution in https://github.com/stanfordnlp/dspy/pull/9148 * @ritsuki1227 made their first contribution in https://github.com/stanfordnlp/dspy/pull/9167 * @WeichenXu123 made their first contribution in https://github.com/stanfordnlp/dspy/pull/9165 **Full Changelog**: https://github.com/stanfordnlp/dspy/compare/3.1.0...3.1.1

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