ruview @ v1039

integrity

size: 55.1 MiB
downloaded: 2026-07-23 14:06 UTC
last checked: 2026-07-23 14:06 UTC

source https://github.com/ruvnet/RuView · available · github

release notes

Automated release from CI pipeline

Changes: research(sota): kick off SOTA research loop + first R5 saliency measurement (#702)

Sets up docs/research/sota-2026-05-22/ as the autonomous-research output dir, with PROGRESS.md as the canonical 15-vector research agenda spanning spatial intelligence, RF features, RSSI-only, and exotic/long-horizon verticals. Cron d6e5c473 (*/10 * * * *) picks threads from this file and self-terminates at 2026-05-22 08:00 ET.

First concrete contribution this tick — R5 subcarrier saliency:

examples/research-sota/r5_subcarrier_saliency.py: pure-numpy port of the count cog's Conv1d encoder + count head, computes per- subcarrier input×gradient saliency via central-difference. 128 samples × 56 subcarriers × 2 forward passes/subcarrier ≈ ~3 s on CPU, no GPU or framework dependency.
docs/research/sota-2026-05-22/R5-subcarrier-saliency.md: research note with motivation, method, novelty argument, and the first measured ranking. Top-8 subcarriers for cog-person-count v0.0.2: [41, 52, 30, 31, 10, 35, 2, 38]. Max/mean ratio 2.85x.
v2/crates/cog-person-count/cog/artifacts/saliency.json: machine- readable per-subcarrier saliency + top-K lists, so future-tick experiments (retrain at K=8/16/32) consume it without re-running.

Key insight from the first measurement: top-8 saliency is band- spread (indices span 2-52), not concentrated. This directly raises R8's (RSSI-only) feasibility ceiling, because RSSI is a band- aggregate — it retains the integral of a band-spread signal. First- order estimate: RSSI-only should hit ~60% of full-CSI accuracy for the count task. R7 (adversarial defence) inherits a concrete defender- priority list: corroborate these 8 subcarriers across nodes.

This commit is the first of many short, focused contributions over the next ~12 hours. PROGRESS.md is the canonical pointer for the next tick to pick up the next thread.

Docker Image: ghcr.io/ruvnet/RuView:a85d4e31e4c5ea6de008dfc741de1906e718ab74

download

unix · zip

curl -fL -o v1039.zip https://ratatoskr.space/pkg/ruview/v1039.zip
                    printf '%s  %s\n' 'a04ece3bd3503e925f37ee1417d94ce45361f552763088eb16c8a153932c8096' 'v1039.zip' | sha256sum -c -

windows · zip

$url = "https://ratatoskr.space/pkg/ruview/v1039.zip"
$out = "v1039.zip"
Invoke-WebRequest -Uri $url -OutFile $out
if ((Get-FileHash $out -Algorithm SHA256).Hash.ToLowerInvariant() -ne "a04ece3bd3503e925f37ee1417d94ce45361f552763088eb16c8a153932c8096") { throw "sha256 mismatch" }

unix · tar.gz

curl -fL -o v1039.tar.gz https://ratatoskr.space/pkg/ruview/v1039.tar.gz
                    printf '%s  %s\n' 'c6fb89d4607657ffab08d18c8236d42f0003c2ada863a723c1af8083ba6c9c86' 'v1039.tar.gz' | sha256sum -c -

windows · tar.gz

$url = "https://ratatoskr.space/pkg/ruview/v1039.tar.gz"
$out = "v1039.tar.gz"
Invoke-WebRequest -Uri $url -OutFile $out
if ((Get-FileHash $out -Algorithm SHA256).Hash.ToLowerInvariant() -ne "c6fb89d4607657ffab08d18c8236d42f0003c2ada863a723c1af8083ba6c9c86") { throw "sha256 mismatch" }

download via yggdrasil mesh

unix · zip

curl -fL -o v1039.zip http://14cc7d57b5e70f679b851fe5b272ce17c70632ff4beb5b35ab64bc706b2485af.pk.ygg/pkg/ruview/v1039.zip
                    printf '%s  %s\n' 'a04ece3bd3503e925f37ee1417d94ce45361f552763088eb16c8a153932c8096' 'v1039.zip' | sha256sum -c -

windows · zip

$url = "http://14cc7d57b5e70f679b851fe5b272ce17c70632ff4beb5b35ab64bc706b2485af.pk.ygg/pkg/ruview/v1039.zip"
$out = "v1039.zip"
Invoke-WebRequest -Uri $url -OutFile $out
if ((Get-FileHash $out -Algorithm SHA256).Hash.ToLowerInvariant() -ne "a04ece3bd3503e925f37ee1417d94ce45361f552763088eb16c8a153932c8096") { throw "sha256 mismatch" }

unix · tar.gz

curl -fL -o v1039.tar.gz http://14cc7d57b5e70f679b851fe5b272ce17c70632ff4beb5b35ab64bc706b2485af.pk.ygg/pkg/ruview/v1039.tar.gz
                    printf '%s  %s\n' 'c6fb89d4607657ffab08d18c8236d42f0003c2ada863a723c1af8083ba6c9c86' 'v1039.tar.gz' | sha256sum -c -

windows · tar.gz

$url = "http://14cc7d57b5e70f679b851fe5b272ce17c70632ff4beb5b35ab64bc706b2485af.pk.ygg/pkg/ruview/v1039.tar.gz"
$out = "v1039.tar.gz"
Invoke-WebRequest -Uri $url -OutFile $out
if ((Get-FileHash $out -Algorithm SHA256).Hash.ToLowerInvariant() -ne "c6fb89d4607657ffab08d18c8236d42f0003c2ada863a723c1af8083ba6c9c86") { throw "sha256 mismatch" }

artifact	format	size	hashes
v1039.zip	zip	55.1 MiB	blake3-24 e95641682c44acffd0e583619d0c0fb0fe1aa7b8b5585aa6 sha256 a04ece3bd3503e925f37ee1417d94ce45361f552763088eb16c8a153932c8096 sha1 320d45472a066894c5e073482d2b75763e7d21e9
v1039.tar.gz	tar.gz	53.7 MiB	blake3-24 a32a772064d2d2983e78cc15a80dd2b04f9bb0f4304be2bf sha256 c6fb89d4607657ffab08d18c8236d42f0003c2ada863a723c1af8083ba6c9c86 sha1 b6da13b0db199886470600ffbb34fe6469a81aa4

install

bazel

http_archive(
    name = "ruview",
    urls = ["https://ratatoskr.space/pkg/ruview/v1039.tar.gz"],
    integrity = "sha256-xvuJ1GB2V/+rCNGMgjbULwADwq2oY6cjwa+Ag7psnIY=",
    strip_prefix = "ruview-v1039",
)

zig

.url = "https://ratatoskr.space/pkg/ruview/v1039.tar.gz",

install via yggdrasil mesh

bazel

http_archive(
    name = "ruview",
    urls = ["http://14cc7d57b5e70f679b851fe5b272ce17c70632ff4beb5b35ab64bc706b2485af.pk.ygg/pkg/ruview/v1039.tar.gz"],
    integrity = "sha256-xvuJ1GB2V/+rCNGMgjbULwADwq2oY6cjwa+Ag7psnIY=",
    strip_prefix = "ruview-v1039",
)

zig

.url = "http://14cc7d57b5e70f679b851fe5b272ce17c70632ff4beb5b35ab64bc706b2485af.pk.ygg/pkg/ruview/v1039.tar.gz",

← v1041 v1037 →