From 101d8b69a682a6a2bcd58d437b3541b4168b6dc5 Mon Sep 17 00:00:00 2001
From: igerber <isaac.gerber@gmail.com>
Date: Mon, 19 Jan 2026 08:37:48 -0500
Subject: [PATCH 1/2] Bump version to 2.1.1

Updates version in all locations:
- diff_diff/__init__.py
- pyproject.toml
- rust/Cargo.toml
- CHANGELOG.md (new entry + comparison link)

Co-Authored-By: Claude Opus 4.5 <noreply@anthropic.com>
---
 CHANGELOG.md          | 27 +++++++++++++++++++++++++++
 diff_diff/__init__.py |  2 +-
 pyproject.toml        |  2 +-
 rust/Cargo.toml       |  2 +-
 4 files changed, 30 insertions(+), 3 deletions(-)

diff --git a/CHANGELOG.md b/CHANGELOG.md
index d5bb0a8f..f69b7f29 100644
--- a/CHANGELOG.md
+++ b/CHANGELOG.md
@@ -5,6 +5,32 @@ All notable changes to this project will be documented in this file.
 The format is based on [Keep a Changelog](https://keepachangelog.com/en/1.1.0/),
 and this project adheres to [Semantic Versioning](https://semver.org/spec/v2.0.0.html).
 
+## [2.1.1] - 2026-01-19
+
+### Added
+- **Rust backend acceleration for TROP estimator** delivering 5-20x overall speedup
+  - `compute_unit_distance_matrix` - Parallel pairwise RMSE computation for donor matching
+  - `loocv_grid_search` - Parallel leave-one-out cross-validation across 180 parameter combinations
+  - `bootstrap_trop_variance` - Parallel bootstrap variance estimation
+  - Automatic fallback to Python when Rust backend unavailable
+  - Logging for Rust fallback events to aid debugging
+- **`/bump-version` skill** for release management
+  - Updates version in `__init__.py`, `pyproject.toml`, and `rust/Cargo.toml`
+  - Generates CHANGELOG entries from git commits
+  - Adds comparison links automatically
+- **`/review-pr` skill** for code review workflow
+
+### Changed
+- **TROP estimator performance optimizations** (Python backend)
+  - Vectorized distance matrix computation using NumPy broadcasting
+  - Extracted tuning constants to module-level for clarity
+  - Added `TROPTuningParams` TypedDict for parameter documentation
+
+### Fixed
+- Tutorial notebook validation errors in `10_trop.ipynb`
+- Pre-existing RuntimeWarnings in CallawaySantAnna bootstrap (documented)
+- TROP `pre_periods` parameter handling for edge cases
+
 ## [2.1.0] - 2026-01-17
 
 ### Added
@@ -410,6 +436,7 @@ and this project adheres to [Semantic Versioning](https://semver.org/spec/v2.0.0
   - `to_dict()` and `to_dataframe()` export methods
   - `is_significant` and `significance_stars` properties
 
+[2.1.1]: https://github.com/igerber/diff-diff/compare/v2.1.0...v2.1.1
 [2.1.0]: https://github.com/igerber/diff-diff/compare/v2.0.3...v2.1.0
 [2.0.3]: https://github.com/igerber/diff-diff/compare/v2.0.2...v2.0.3
 [2.0.2]: https://github.com/igerber/diff-diff/compare/v2.0.1...v2.0.2
diff --git a/diff_diff/__init__.py b/diff_diff/__init__.py
index 8cb90651..aebf32a5 100644
--- a/diff_diff/__init__.py
+++ b/diff_diff/__init__.py
@@ -131,7 +131,7 @@
     load_mpdta,
 )
 
-__version__ = "2.1.0"
+__version__ = "2.1.1"
 __all__ = [
     # Estimators
     "DifferenceInDifferences",
diff --git a/pyproject.toml b/pyproject.toml
index 00a2caf8..05b8586f 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -4,7 +4,7 @@ build-backend = "maturin"
 
 [project]
 name = "diff-diff"
-version = "2.1.0"
+version = "2.1.1"
 description = "A library for Difference-in-Differences causal inference analysis"
 readme = "README.md"
 license = "MIT"
diff --git a/rust/Cargo.toml b/rust/Cargo.toml
index 6a2c1c2f..4cdf9e0a 100644
--- a/rust/Cargo.toml
+++ b/rust/Cargo.toml
@@ -1,6 +1,6 @@
 [package]
 name = "diff_diff_rust"
-version = "2.0.4"
+version = "2.1.1"
 edition = "2021"
 description = "Rust backend for diff-diff DiD library"
 license = "MIT"

From f83dd65f92ac9ba16f13ee1d832fd31304333278 Mon Sep 17 00:00:00 2001
From: igerber <isaac.gerber@gmail.com>
Date: Mon, 19 Jan 2026 08:38:46 -0500
Subject: [PATCH 2/2] Add .mcp.json, .claude/reviews/, scripts/ to .gitignore

- .mcp.json may contain tokens
- .claude/reviews/ contains generated PR review files
- scripts/ contains local utility scripts

Co-Authored-By: Claude Opus 4.5 <noreply@anthropic.com>
---
 .gitignore | 9 ++++++++-
 1 file changed, 8 insertions(+), 1 deletion(-)

diff --git a/.gitignore b/.gitignore
index b430d9b4..d0212dad 100644
--- a/.gitignore
+++ b/.gitignore
@@ -67,5 +67,12 @@ Cargo.lock
 # Maturin build artifacts
 target/
 
-# Claude Code - local settings (user-specific permissions)
+# Claude Code - local settings and generated files
 .claude/settings.local.json
+.claude/reviews/
+
+# MCP configuration (may contain tokens)
+.mcp.json
+
+# Local scripts (not part of package)
+scripts/