René's URL Explorer Experiment

Title: GitHub - Project-Navi/ordvec: Training-free ordinal & sign quantization for compressed nearest-neighbour retrieval over high-dimensional embeddings. Pure Rust, zero system dependencies. · GitHub

Open Graph Title: GitHub - Project-Navi/ordvec: Training-free ordinal & sign quantization for compressed nearest-neighbour retrieval over high-dimensional embeddings. Pure Rust, zero system dependencies.

X Title: GitHub - Project-Navi/ordvec: Training-free ordinal & sign quantization for compressed nearest-neighbour retrieval over high-dimensional embeddings. Pure Rust, zero system dependencies.

Description: Training-free ordinal & sign quantization for compressed nearest-neighbour retrieval over high-dimensional embeddings. Pure Rust, zero system dependencies. - Project-Navi/ordvec

Open Graph Description: Training-free ordinal & sign quantization for compressed nearest-neighbour retrieval over high-dimensional embeddings. Pure Rust, zero system dependencies. - Project-Navi/ordvec

X Description: Training-free ordinal & sign quantization for compressed nearest-neighbour retrieval over high-dimensional embeddings. Pure Rust, zero system dependencies. - Project-Navi/ordvec

Opengraph URL: https://github.com/Project-Navi/ordvec

X: @github

direct link

Domain: github.com

route-pattern	/:user_id/:repository
route-controller	files
route-action	disambiguate
fetch-nonce	v2:801ad982-541a-095e-5b54-1ac2396ce7e8
current-catalog-service-hash	f3abb0cc802f3d7b95fc8762b94bdcb13bf39634c40c357301c4aa1d67a256fb
request-id	D14A:33D2D8:247E25:32CE4C:6A4C7767
html-safe-nonce	92e795e534ea7d93171a2826e3fbbccca4874fa26067973117fc2eac84b6fdce
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og:image:alt	Training-free ordinal & sign quantization for compressed nearest-neighbour retrieval over high-dimensional embeddings. Pure Rust, zero system dependencies. - Project-Navi/ordvec
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benchmarks	https://github.com/Project-Navi/ordvec/tree/main/benchmarks
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docs	https://github.com/Project-Navi/ordvec/tree/main/docs
examples	https://github.com/Project-Navi/ordvec/tree/main/examples
examples	https://github.com/Project-Navi/ordvec/tree/main/examples
experiments/ordinal-routing-research	https://github.com/Project-Navi/ordvec/tree/main/experiments/ordinal-routing-research
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fuzz	https://github.com/Project-Navi/ordvec/tree/main/fuzz
fuzz	https://github.com/Project-Navi/ordvec/tree/main/fuzz
ordvec-ffi	https://github.com/Project-Navi/ordvec/tree/main/ordvec-ffi
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ordvec-go	https://github.com/Project-Navi/ordvec/tree/main/ordvec-go
ordvec-go	https://github.com/Project-Navi/ordvec/tree/main/ordvec-go
ordvec-manifest-python	https://github.com/Project-Navi/ordvec/tree/main/ordvec-manifest-python
ordvec-manifest-python	https://github.com/Project-Navi/ordvec/tree/main/ordvec-manifest-python
ordvec-manifest	https://github.com/Project-Navi/ordvec/tree/main/ordvec-manifest
ordvec-manifest	https://github.com/Project-Navi/ordvec/tree/main/ordvec-manifest
ordvec-python	https://github.com/Project-Navi/ordvec/tree/main/ordvec-python
ordvec-python	https://github.com/Project-Navi/ordvec/tree/main/ordvec-python
results/beir	https://github.com/Project-Navi/ordvec/tree/main/results/beir
results/beir	https://github.com/Project-Navi/ordvec/tree/main/results/beir
src	https://github.com/Project-Navi/ordvec/tree/main/src
src	https://github.com/Project-Navi/ordvec/tree/main/src
tests	https://github.com/Project-Navi/ordvec/tree/main/tests
tests	https://github.com/Project-Navi/ordvec/tree/main/tests
.gitignore	https://github.com/Project-Navi/ordvec/blob/main/.gitignore
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CHANGELOG.md	https://github.com/Project-Navi/ordvec/blob/main/CHANGELOG.md
CHANGELOG.md	https://github.com/Project-Navi/ordvec/blob/main/CHANGELOG.md
CODE_OF_CONDUCT.md	https://github.com/Project-Navi/ordvec/blob/main/CODE_OF_CONDUCT.md
CODE_OF_CONDUCT.md	https://github.com/Project-Navi/ordvec/blob/main/CODE_OF_CONDUCT.md
CONTRIBUTING.md	https://github.com/Project-Navi/ordvec/blob/main/CONTRIBUTING.md
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Cargo.lock	https://github.com/Project-Navi/ordvec/blob/main/Cargo.lock
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DCO	https://github.com/Project-Navi/ordvec/blob/main/DCO
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GOVERNANCE.md	https://github.com/Project-Navi/ordvec/blob/main/GOVERNANCE.md
LICENSE-APACHE-2.0	https://github.com/Project-Navi/ordvec/blob/main/LICENSE-APACHE-2.0
LICENSE-APACHE-2.0	https://github.com/Project-Navi/ordvec/blob/main/LICENSE-APACHE-2.0
LICENSE-MIT	https://github.com/Project-Navi/ordvec/blob/main/LICENSE-MIT
LICENSE-MIT	https://github.com/Project-Navi/ordvec/blob/main/LICENSE-MIT
Makefile	https://github.com/Project-Navi/ordvec/blob/main/Makefile
Makefile	https://github.com/Project-Navi/ordvec/blob/main/Makefile
README.md	https://github.com/Project-Navi/ordvec/blob/main/README.md
README.md	https://github.com/Project-Navi/ordvec/blob/main/README.md
RELEASING.md	https://github.com/Project-Navi/ordvec/blob/main/RELEASING.md
RELEASING.md	https://github.com/Project-Navi/ordvec/blob/main/RELEASING.md
ROADMAP.md	https://github.com/Project-Navi/ordvec/blob/main/ROADMAP.md
ROADMAP.md	https://github.com/Project-Navi/ordvec/blob/main/ROADMAP.md
SECURITY.md	https://github.com/Project-Navi/ordvec/blob/main/SECURITY.md
SECURITY.md	https://github.com/Project-Navi/ordvec/blob/main/SECURITY.md
THREAT_MODEL.md	https://github.com/Project-Navi/ordvec/blob/main/THREAT_MODEL.md
THREAT_MODEL.md	https://github.com/Project-Navi/ordvec/blob/main/THREAT_MODEL.md
cliff.toml	https://github.com/Project-Navi/ordvec/blob/main/cliff.toml
cliff.toml	https://github.com/Project-Navi/ordvec/blob/main/cliff.toml
codecov.yml	https://github.com/Project-Navi/ordvec/blob/main/codecov.yml
codecov.yml	https://github.com/Project-Navi/ordvec/blob/main/codecov.yml
deny.toml	https://github.com/Project-Navi/ordvec/blob/main/deny.toml
deny.toml	https://github.com/Project-Navi/ordvec/blob/main/deny.toml
README	https://github.com/Project-Navi/ordvec
Code of conduct	https://github.com/Project-Navi/ordvec
Contributing	https://github.com/Project-Navi/ordvec
Apache-2.0 license	https://github.com/Project-Navi/ordvec
MIT license	https://github.com/Project-Navi/ordvec
Security	https://github.com/Project-Navi/ordvec
	https://github.com/Project-Navi/ordvec#ordvec
	https://github.com/Project-Navi/ordvec/actions/workflows/ci.yml
	https://github.com/Project-Navi/ordvec#license
	https://github.com/Project-Navi/ordvec#minimum-supported-rust-version
	https://scorecard.dev/viewer/?uri=github.com/Project-Navi/ordvec
	https://www.bestpractices.dev/en/projects/12977/silver
	https://codecov.io/gh/Project-Navi/ordvec
	https://crates.io/crates/ordvec
	https://docs.rs/ordvec
	https://github.com/Project-Navi/ordvec#what-is-ordinal-retrieval
	https://github.com/Project-Navi/ordvec#benchmark-at-a-glance
BEIR	https://github.com/beir-cellar/beir
	https://raw.githubusercontent.com/Project-Navi/ordvec/main/benchmarks/beir/figures/scaling_curve.png
Benchmarks	https://github.com/Project-Navi/ordvec#benchmarks
Benchmarks	https://github.com/Project-Navi/ordvec#benchmarks
	https://github.com/Project-Navi/ordvec#whats-different
details + honest scope	https://github.com/Project-Navi/ordvec/blob/main/docs/RANK_MODES.md#a-consequence-robust-by-construction-on-messy-corpora
	https://github.com/Project-Navi/ordvec#ordinal-index-family
	https://github.com/Project-Navi/ordvec#the-bitmap-prefilter-has-a-checked-finite-model
takens-formalization	https://github.com/Project-Navi/takens-formalization
ordvec-formalization	https://github.com/Project-Navi/ordvec-formalization
docs/RANK_MODES.md	https://github.com/Project-Navi/ordvec/blob/main/docs/RANK_MODES.md
	https://github.com/Project-Navi/ordvec#quickstart
docs/RANK_MODES.md	https://github.com/Project-Navi/ordvec/blob/main/docs/RANK_MODES.md
	https://github.com/Project-Navi/ordvec#caller-owned-serial-two-stage-db--runtime-integration
examples/two_stage_bench.rs	https://github.com/Project-Navi/ordvec/blob/main/examples/two_stage_bench.rs
	https://github.com/Project-Navi/ordvec#python
ordvec-python/	https://github.com/Project-Navi/ordvec/tree/main/ordvec-python
	https://github.com/Project-Navi/ordvec#threading--concurrency
docs/bindings-safety.md	https://github.com/Project-Navi/ordvec/blob/main/docs/bindings-safety.md
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docs/determinism.md	https://github.com/Project-Navi/ordvec/blob/main/docs/determinism.md
THREAT_MODEL.md	https://github.com/Project-Navi/ordvec/blob/main/THREAT_MODEL.md
docs/c-api.md	https://github.com/Project-Navi/ordvec/blob/main/docs/c-api.md
docs/bindings-safety.md	https://github.com/Project-Navi/ordvec/blob/main/docs/bindings-safety.md
docs/artifact-platform-matrix.md	https://github.com/Project-Navi/ordvec/blob/main/docs/artifact-platform-matrix.md
docs/compatibility-policy.md	https://github.com/Project-Navi/ordvec/blob/main/docs/compatibility-policy.md
ordvec-formalization	https://github.com/Project-Navi/ordvec-formalization
proof-spine	https://github.com/Project-Navi/ordvec-formalization/blob/main/docs/proof-spine.md
theorem-map	https://github.com/Project-Navi/ordvec-formalization/blob/main/docs/theorem-map.md
reviewer brief	https://github.com/Project-Navi/ordvec-formalization/blob/main/docs/reviewer-brief.md
https://docs.rs/ordvec	https://docs.rs/ordvec
https://docs.rs/ordvec-manifest	https://docs.rs/ordvec-manifest
Research collaboration	https://github.com/Project-Navi/ordvec#research-collaboration
	https://github.com/Project-Navi/ordvec#benchmarks
	https://github.com/Project-Navi/ordvec#beir-retrieval-public-datasets-reproducible
BEIR	https://github.com/beir-cellar/beir
benchmarks/beir/	https://github.com/Project-Navi/ordvec/tree/main/benchmarks/beir
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	https://raw.githubusercontent.com/Project-Navi/ordvec/main/benchmarks/beir/figures/bars_threaded.png
Scope	https://github.com/Project-Navi/ordvec#scope
	https://github.com/Project-Navi/ordvec#synthetic-stress-test
benchmarks/rank_modes_results.txt	https://github.com/Project-Navi/ordvec/blob/main/benchmarks/rank_modes_results.txt
	https://github.com/Project-Navi/ordvec#scope
	https://github.com/Project-Navi/ordvec#security-index-file-trust
docs/PERSISTED_FORMAT.md	https://github.com/Project-Navi/ordvec/blob/main/docs/PERSISTED_FORMAT.md
docs/INDEX_PROVENANCE.md	https://github.com/Project-Navi/ordvec/blob/main/docs/INDEX_PROVENANCE.md
THREAT_MODEL.md	https://github.com/Project-Navi/ordvec/blob/main/THREAT_MODEL.md
	https://github.com/Project-Navi/ordvec#provenance
turbovec	https://github.com/RyanCodrai/turbovec
@Project-Navi	https://github.com/Project-Navi
@Baur-Software	https://github.com/Baur-Software
	https://github.com/Project-Navi/ordvec#acknowledgements
@toadkicker	https://github.com/toadkicker
@singleton2787	https://github.com/singleton2787
	https://github.com/Project-Navi/ordvec#research-collaboration
GOVERNANCE.md	https://github.com/Project-Navi/ordvec/blob/main/GOVERNANCE.md
	https://github.com/Project-Navi/ordvec#contributing
CONTRIBUTING.md	https://github.com/Project-Navi/ordvec/blob/main/CONTRIBUTING.md
	https://github.com/Project-Navi/ordvec#minimum-supported-rust-version
compatibility policy	https://github.com/Project-Navi/ordvec/blob/main/docs/compatibility-policy.md
docs/msrv-and-features.md	https://github.com/Project-Navi/ordvec/blob/main/docs/msrv-and-features.md
	https://github.com/Project-Navi/ordvec#license
LICENSE-MIT	https://github.com/Project-Navi/ordvec/blob/main/LICENSE-MIT
LICENSE-APACHE-2.0	https://github.com/Project-Navi/ordvec/blob/main/LICENSE-APACHE-2.0
	https://github.com/Project-Navi/ordvec#contribution
ordvec.dev	https://ordvec.dev
rust	https://github.com/topics/rust
information-retrieval	https://github.com/topics/information-retrieval
embeddings	https://github.com/topics/embeddings
simd	https://github.com/topics/simd
nearest-neighbor	https://github.com/topics/nearest-neighbor
ann	https://github.com/topics/ann
quantization	https://github.com/topics/quantization
vector-search	https://github.com/topics/vector-search
vector-database	https://github.com/topics/vector-database
approximate-nearest-neighbor	https://github.com/topics/approximate-nearest-neighbor
Readme	https://github.com/Project-Navi/ordvec#readme-ov-file
Apache-2.0 LICENSE-APACHE-2.0	https://github.com/Project-Navi/ordvec/blob/main/LICENSE-APACHE-2.0
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Releases 4	https://github.com/Project-Navi/ordvec/releases
v0.5.0 Latest Jun 20, 2026	https://github.com/Project-Navi/ordvec/releases/tag/v0.5.0
+ 3 releases	https://github.com/Project-Navi/ordvec/releases
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Rust 78.4%	https://github.com/Project-Navi/ordvec/search?l=rust
Python 17.9%	https://github.com/Project-Navi/ordvec/search?l=python
Shell 1.8%	https://github.com/Project-Navi/ordvec/search?l=shell
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