Release: v2.25.2 [skip ci]

- Fix: Stale `build.rs` paths (#749) (f900b5a)
- Improve: Exposing HNSW graph iterators to C++ & Rust (55c43f7)
- Improve: Expose on-disk Index metadata in Rust (7f16323)
- Make: Bump NumKong to 7.6 for Float8 speedups (16681be)
- Fix: Restore 2D NDArray return for `Index.vectors` and `eval.self_recall` (13e2393)
- Improve: Harden Python type hints (cdc7be6)
- Make: Enforce "MinGW Makefiles" in CI (6cdc67e)
- Fix: Index.get returns uninitialized memory for missing keys (22f76d3)
- Make: Switch JNI Linux link to mold (bdcd45d)

Release: v2.25.1 [skip ci]

- Improve: Harden mini-float testing across SDKs (967eb54)
- Make: Expose `nk_shared` symbols for Emscripten builds (91c08cc)
- Docs: Reference related articles for citations (d3314c0)
- Make: Harden JNI builds in CI (1d66b55)
- Make: Use standalone NumKong crate dependency (906b045)

Release: v2.25.0 [skip ci]

- Add: Native UInt8 `u8` API and Float6 `e2m3` & `e3m2` quantization (e4db172)
- Add: Float8 support with E5M2 & E4M3 (bf80af8)
- Add: Uniform hardware caps queries across SDKs (11f4d5c)
- Add: expose `memory_stats` through Rust FFI bindings (d5a04f8)
- Add: `memory_stats_t` struct with per-tape breakdowns (8f6f8f6)

- Fix: Harden `min` & `max` symbols for MSVC (a270651)
- Fix: Over-allocate & in-align striped locks (7aee20f)
- Improve: Print stack-traces in test singal-handlers (94c7ec9)
- Make: Bump NumKong to v7.5 (c666f16)
- Docs: Benchmarks table formatting (95963ff)
- Improve: Extended `uint8` interfaces for Java, Swift, ObjC, JS (82e1196)
- Improve: Smaller & faster `striped_locks_gt` (4a47d18)
- Docs: SIFT & BigANN subsets (1c60c6c)
- Fix: ObjC compilation issue for `b1x8` (d54383d)
- Improve: Reuse `eval.random_vectors` in scripts (2b7f469)
- Improve: New benchmarking suite (4f6d2d7)
- Improve: Type annotations for Python SDK & scripts (c39b15b)
- Improve: Extended `bench.cpp` & datasets for 100M scale (dac569c)
- Make: Split flaky CIBW jobs & add retries (5e0139f)
- Make: Drop deprecated SPDX license expression (#744) (145272f)
- Make: Drop EOL language versions and standardize CI runners (0a803a9)
- Fix: Don't compile NumKong C sources into macOS wheel (2c44fb0)
- Make: Bump deps for MSVC compatibility (36981b0)
- Fix: Re-generate JNI header for `hardware_acceleration` checks (1a3a86e)
- Make: Newer `/Zc:preprocessor` for MSVC in `binding.gyp` (79cd39f)
- Fix: NumKong dispatch for Sorensen and binary vector dimensions (5546dd6)
- Fix: Use `RAND_MAX` instead of `INT_MAX` for random test vectors (d45a616)
- Make: Use "Trusted Publishing" for NPM (8a02676)
- Fix: PyTest module collision & PeachPy on Python 3.11+ (8ed2548)
- Fix: MSVC type-conversion warnings (#709) (98486cd)
- Improve: Test remove/rename/multi in Rust (17dfac3)
- Make: Arm32-friendly NumKong version (6f65872)
- Fix: Move-safe init for Rust SDK (#704) (05b5eb0)
- Fix: Check for `config.expansion` early in `add` (fb2e2f7)
- Fix: Stale vector references in `refine_` within `index_get::update` (#731) (451e2d5)
- Fix: Deduplication logic in `form_reverse_links_` (#729) (9ea8233)
- Make: Switch to Ruff linter (#737) (bff98ed)
- Fix: OpenMP flags forwarding in `build.rs` (#724) (46256a2)
- Fix: Heap-buffer-overflow in HNSW search via sorted_buffer_gt (5697c60)
- Fix: Serial Float16 conversion fallbacks (49b8b2c)
- Make: Avoid `npm ci` in non-dependency-locked state (42e9203)
- Make: Bump Clang due to LLVM optimizer bug (5bd15bb)
- Make: Don't version removed dependency lock files (62724d4)
- Fix: Hash set iterator returns deleted tombstones in `equal_range` (#727) (7d95f6f)
- Fix: `MAP_FAILED` on Windows (#742) (786a7d9)
- Fix: Escalate `MAP_FAILED` on POSIX (#722) (ba47347)
- Fix: Strip nested sub-directories from package distributions (#733) (3832c02)
- Fix: Guard Float16 APIs with `#if arch(arm64)` in Swift SDK (#739) (5bcf787)
- Docs: Rust `Cos` metric docstring (#734) (c9ff5b8)
- Fix: Avoid `IntPtr` global out-of-scope alias in C# (5413341)
- Improve: Expose & test Float8 in Java, ObjC, Go, JS, Rust (bebb539)
- Fix: Stale symbol name in `join` demo (ef0dc4f)
- Improve: Allow non-sequential vector IDs in `bench` (11bcde1)
- Make: Pull NumKong from PyPi (1b46d1b)
- Make: Pull NumKong via CMake (b0f8708)
- Make: Pull SwiftPM NumKong dependency (eede286)
- Make: Pull NumKong crate (46347ec)
- Make: Switch from SimSIMD v6 to NumKong v7 submodule (b2361c3)
- Docs: Link capitalization (98eeb9e)
- Fix: Set equality comparison in Numba JIT PyTest (30381b7)
- Fix: Avoid duplicate neighbor slots in HNSW reverse links (#699) (6995246)
- Fix: Postfix operators for member/candidate iterators in `index_gt` (#718) (7fbf086)
- Fix: Potential UB in `index_dense::add` (#721) (6b69e95)
- Fix: Accurately track total allocated memory in `memory_mapping_allocator_gt` (#608) (3c25f20)
- Fix: Python `serialized_length` missing argument (#714) (5cde3fc)

Release: v2.24.0 [skip ci]

- Add: GetHandle and GetConfig to give access to the C handle in Golang (#705) (dec24b8)

- Make: Bump SimSIMD (2be3bbb)
- Fix: `mmap` flags for FreeBSD (#711) (3ad2485)
- Fix: Compilation errors in Qt environment (#706) (20cb742)
- Fix: Negative denominator in Pearson correlation (#707) (34d5b8c)
- Docs: Fix broken links (#708) (453290d)

Release: v2.23.0 [skip ci]

- Add: Python 3.14 support (#693) (43ee8b7)

Release: v2.22.0 [skip ci]

- Add: Missing GoLang APIs (3590961)
- Add: FilteredSearch and FilteredSearchI8 functions (1f3e086)
- Add: Nil handler validation in FilteredSearchUnsafe (0df8511)
- Add: Filtered search callback support in GoLang bindings (4829a29)

- Fix: Consistent threads capacity in Go tests (cc86de9)
- Make: Bump SimSIMD (42aef88)
- Fix: Missing `switch` cases for settings (6e84b1f)
- Fix: Keep GoLang vectors alive (ba7d699)
- Improve: Make FilteredSearchHandler fields public (55c1ea8)
- Fix: FilteredSearchHandler typo and use correct C function (3cd62ce)
- Improve: Add data field to FilteredSearchHandler test (a17c6fa)
- Fix: Filtered search test logic and remove debug output (95f713e)
- Improve: FilteredSearchUnsafe documentation (72a9f5a)
- Improve: Fewer conditional locks for immutable index views (#689) (4f02166)
- Fix: static is not thread safe (8938d6e)
- Fix: check maxResults > 0 (f109269)
- Fix: exact search return results with size querySize * maxResults (c8adc05)
- Make: Bump CI versions (7685a67)
- Make: Wrong ISA extensions for Windows JNI builds (42ff470)

Release: v2.21.4 [skip ci]

- Fix: Progress callback passing & minor checks (c604a90)
- Fix: Skip key rewrites in `index_gt::update` (#679) (6387134)
- Fix: Correct conditional lock release w/out acquire (#681) (c001112)

Release: v2.21.3 [skip ci]

- Make: Bump SimSIMD (a2aeae4)

Release: v2.21.2 [skip ci]

- Fix: Race condition in `index_gt::update` (5dafaca)

Release: v2.21.1 [skip ci]

- Make: Bump GitHub CI versions (6d44dd6)
- Make: Don't print .Net env libraries in CI (65edd4d)
- Docs: Normalize `noreply.github.com` contributors (abc0b5b)
- Docs: Vald integration in GoLang (3cfbf04)
- Docs: Highlight new Swift & Rust features (dc6a777)