* fix: correct typos and grammar in points documentation
Fix capitalization of "Qdrant", missing articles, subject-verb agreement,
plural agreement, a wrong noun ("vectors" → "points"), and several
awkward phrasings throughout the page.
Co-Authored-By: Claude Sonnet 4.6 <noreply@anthropic.com>
* fix: convert all headings to title case in points documentation
Co-Authored-By: Claude Sonnet 4.6 <noreply@anthropic.com>
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Co-authored-by: Claude Sonnet 4.6 <noreply@anthropic.com>
* Add TurboQuant quantization documentation (v1.18.0)
Adds a new TurboQuant section to the quantization guide covering the
four encoding options (bits1/bits1_5/bits2/bits4), automatic asymmetric
quantization, distance metric support, and the automatic TQ+ precision
enhancement for sealed segments. Updates the comparison table and
method-selection guidance to recommend TurboQuant over Binary and
Scalar Quantization for new collections. Adds HTTP-only snippets for
basic setup and explicit bit-depth selection.
Co-Authored-By: Claude Sonnet 4.6 <noreply@anthropic.com>
* Consistently use title case for headers
* Restructure doc to lead with TurboQuant
* Clarify rescoring
* Edits
* Soften TQ advice
* Updates
* Fix
* Apply suggestions from code review
Co-authored-by: Jojii <15957865+JojiiOfficial@users.noreply.github.com>
* Review feedback
* Add Go/Java/C# code snippets
* Add list of 4 quantization methods to introduction
* Review feedback
* Stronger advice for TQ4
* Add Python snippets
* Add Rust snippets
* Add TS snippets
* Update recommendation table
* Update production checklist
* Remove link to article
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Co-authored-by: Claude Sonnet 4.6 <noreply@anthropic.com>
Co-authored-by: Jojii <15957865+JojiiOfficial@users.noreply.github.com>
- hybrid-queries: see-also link at end of grouping section
- vectors: clarify MaxSim returns one combined score and point to named vectors + tutorial
- text-search: BM25 short-field calibration note plus BM25F workaround pointer
Co-Authored-By: Claude Opus 4.7 (1M context) <noreply@anthropic.com>
* initial commit; fixed anchor links on internal docs pages
* add back in absolute paths for links in code comments
* fix: update linkchecker include filter to match server port 1314
PR #1629 changed the Hugo server to port 1314 but forgot to update
the --include filter, which still matched port 1313. This caused all
links to be excluded, making the checker a no-op (0 checked, 82277 excluded).
Co-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com>
* Fix url rewrite regex so images are not impacted
* Fix links from non-documentation pages
* Fix broken links
* more broken links
* more broken links
* broken link
* Add srcset width descriptor to .lycheeignore
* Ignore URLs that contain a % character
* Anchor regex so it matches the entire URL
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Co-authored-by: kanungle <neil.kanungo@gmail.com>
Co-authored-by: Claude Opus 4.6 (1M context) <noreply@anthropic.com>
Co-authored-by: Abdon Pijpelink <abdon.pijpelink@qdrant.com>
Abdon Pijpelink