Skip to content
Merged
Show file tree
Hide file tree
Changes from all commits
Commits
Show all changes
56 commits
Select commit Hold shift + click to select a range
a680856
feat(aether-arena): ADR-149 spatial-intelligence benchmark — scorer +…
ruvnet May 30, 2026
483bfa4
feat(aether-arena): benchmark-first scorer + witness chain + repeatab…
ruvnet May 30, 2026
9359bf5
feat(aether-arena): HF Space (Gradio) v0 — deployed to ruvnet/aether-…
ruvnet May 30, 2026
644b4ba
docs(aether-arena): mark M6 HF Space deployed
ruvnet May 30, 2026
3f93fcd
fix(aether-arena): pin HF Space to python 3.12 (gradio pydub pyaudioo…
ruvnet May 30, 2026
5284591
fix(aether-arena): pin huggingface_hub 0.25.2 for gradio 4.44.1 Space
ruvnet May 30, 2026
c1c0444
fix(aether-arena): Space launch on 0.0.0.0:7860
ruvnet May 30, 2026
de6715d
fix(aether-arena): move HF Space to gradio 5.9.1 (4.44.1 jinja2 cache…
ruvnet May 30, 2026
4f7ab8e
docs(aether-arena): v0 infrastructure complete — Space live, harness …
ruvnet May 30, 2026
046b256
feat(aether-arena): publish RuView MM-Fi SOTA result + ADR-150 RF Fou…
ruvnet May 30, 2026
eb3509e
reframe(aether-arena): vendor-neutral industry benchmark, RuView is o…
ruvnet May 30, 2026
7bad51a
publish: best MM-Fi benchmark set (in-domain 83.59, x-subject 64.0, x…
ruvnet May 31, 2026
7738370
docs(readme): link SOTA MM-Fi pose model (82.69% torso-PCK@20) on HF
ruvnet May 31, 2026
66e917e
bench: HOMECORE vs Home Assistant — measured perf + capability matrix
ruvnet May 31, 2026
b4cb138
docs(readme): honest re-benchmark of ESP32 presence model (retract si…
ruvnet May 31, 2026
5d1fb48
docs(adr-150): empirical cross-subject findings — pose-contrastive pr…
ruvnet May 31, 2026
9c64d90
bench: WiFi-CSI pose efficiency frontier — 75K-param model beats SOTA
ruvnet May 31, 2026
d64323c
bench: add quantized footprint — SOTA-beating WiFi pose in 37KB int4
ruvnet May 31, 2026
92d4335
bench: deployed quantized accuracy + QAT for micro edge model
ruvnet May 31, 2026
96ccfa5
bench: ship int4 edge artifact + CPU latency
ruvnet May 31, 2026
70bf9e4
docs(adr-150): subject-scaling study — capture diversity, not volume
ruvnet May 31, 2026
898aaef
docs(adr-150): few-shot adaptation resolves the cross-subject frontier
ruvnet May 31, 2026
ed1294a
docs(adr-150): deployable adapter calibration — 11KB LoRA = calibrati…
ruvnet May 31, 2026
ef4344f
docs(adr-150): LoRA calibration data requirement — completes calibrat…
ruvnet May 31, 2026
5533ffe
docs(adr-150): cross-env few-shot — no unsolved deployment case
ruvnet May 31, 2026
4db7276
feat(calibration): RuView per-room calibration service (reference impl)
ruvnet May 31, 2026
3760db6
feat(cog-pose): per-room LoRA calibration adapter in the Rust inferen…
ruvnet May 31, 2026
83299b4
feat(cog-pose): --adapter CLI flag for per-room calibration
ruvnet May 31, 2026
17ff243
docs(changelog): WiFi-CSI efficiency frontier + per-room calibration …
ruvnet May 31, 2026
dac40e5
docs(adr-150): calibration thesis is task-general (action recognition)
ruvnet May 31, 2026
695b5fb
docs: complete MM-Fi WiFi-sensing study (pose + action, the honest pi…
ruvnet May 31, 2026
af68bd6
docs(study): cross-dataset transfer tested (MM-Fi -> NTU-Fi, honest n…
ruvnet May 31, 2026
c95dd30
docs(study): cross-dataset confirmed on harder NTU-Fi-HumanID task
ruvnet May 31, 2026
1d9c0b3
docs(study): sharpest finding — the encoder barely matters for CSI pose
ruvnet May 31, 2026
c953943
fix(worldmodel): compile on non-unix targets (Windows workspace build)
ruvnet May 31, 2026
1b48b6f
fix(bfld): make README quickstart test robust to CRLF line endings
ruvnet May 31, 2026
76cc572
test(calibration): self-contained end-to-end regression test
ruvnet May 31, 2026
946acf2
docs(cog-pose): correct misleading adapter cross-reference
ruvnet May 31, 2026
e94f4d8
feat(calibration): cog adapter producer — completes the cog --adapter…
ruvnet May 31, 2026
0fede72
test(cog-pose): cross-language adapter integration (Python producer -…
ruvnet May 31, 2026
403841b
docs(changelog): reflect cog producer, cross-language test, Windows f…
ruvnet May 31, 2026
d55c4d4
fix(signal/cir): resolve ADR-134 P2 dominant-tap-ratio — un-ignore 4 …
ruvnet May 31, 2026
bce5765
docs(signal/cir): precise diagnosis of remaining ADR-134 P2 rms-sprea…
ruvnet May 31, 2026
821f441
fix(signal/cir): causal-delay-window rms spread — resolves last ADR-1…
ruvnet May 31, 2026
edbe573
fix(signal/cir): un-ignore end-to-end CIR pipeline test — ADR-134 P2 …
ruvnet May 31, 2026
a3f80b0
fix(sensing-server): wire MQTT publisher into the binary — closes #872
ruvnet May 31, 2026
415eaea
docs(changelog): #872 MQTT publisher wiring fix
ruvnet May 31, 2026
a933fc7
fix(sensing-server): surface count-aware per-node estimates — #803
ruvnet May 31, 2026
4007db5
fix(sensing-server): fix CSI per-node count clamp — #803 (part 2)
ruvnet May 31, 2026
0fbdd15
docs: results+proof links, capabilities-proof rebuttal, fix stale claims
ruvnet May 31, 2026
6778c70
chore(gitignore): exclude MM-Fi dataset archives (assets/MM-Fi/*.zip)
ruvnet May 31, 2026
138449a
Merge remote-tracking branch 'origin/main' into feat/adr-149-aether-a…
ruvnet May 31, 2026
29e698a
fix(ruview-swarm): clippy manual_is_multiple_of in lawnmower planner
ruvnet May 31, 2026
810ee65
fix(bfld): gate PrivacyAttestationProof::compute behind std
ruvnet May 31, 2026
e84aef2
ci(ruview-swarm): install clippy on the pinned 1.89 toolchain
ruvnet May 31, 2026
4896d05
fix(proof): regenerate ADR-134 CIR witness hash after CIR fixes
ruvnet May 31, 2026
File filter

Filter by extension

Filter by extension


Conversations
Failed to load comments.
Loading
Jump to
Jump to file
Failed to load files.
Loading
Diff view
Diff view
119 changes: 119 additions & 0 deletions .claude-flow/horizons/aether-arena-aa.json
Original file line number Diff line number Diff line change
@@ -0,0 +1,119 @@
{
"id": "aether-arena-aa",
"name": "AetherArena (AA) — Official Spatial-Intelligence Benchmark",
"adr": "ADR-149",
"adrPath": "docs/adr/ADR-149-public-community-leaderboard-huggingface.md",
"status": "Accepted",
"initializedDate": "2026-05-30",
"targetDate": "2026-08-31",
"exitCriteria": "Benchmark INFRASTRUCTURE done, tested, CI-gated, deploy-ready: aa_score_runner.rs passes deterministic fixture test; CI harness-gate green on every PR; aether-arena repo scaffold committed (README four-part framing + aa-submission.toml schema + VERIFY.md); public smoke split committed; HF Space lifecycle skeleton deployed; signed Parquet ledger functional; RuView baseline PCK@20 ~2.5% entered; ADR-149 §7 acceptance test (five-step stranger test) passes. NOTE: ML SOTA (MM-Fi PCK@20 ~72%) is a separate long-running stretch goal blocked on ADR-079 camera-ground-truth — it is NOT an infra exit criterion.",
"baselineState": {
"adrStatus": "Accepted, committed 2026-05-30",
"scorerCode": "ruview_metrics.rs + ablation.rs + proof.rs exist in wifi-densepose-train; aa_score_runner.rs not yet created",
"aetherArenaRepo": "does not exist yet — needs user authorization to create ruvnet/aether-arena public repo",
"hfSpace": "does not exist yet — needs HF_TOKEN and user authorization to deploy ruvnet/aether-arena HF Space",
"smokeDataset": "not committed",
"resultsLedger": "not created",
"ruviewBaseline": "PCK@20 ~2.5% self-reported, not formally entered",
"ciGate": "not added to workflow"
},
"milestones": {
"m1": {
"name": "ADR-149 Accepted + committed",
"status": "DONE",
"completedDate": "2026-05-30",
"completionCriteria": "ADR-149 file committed to docs/adr/ with status Accepted",
"notes": "Done this session. File at docs/adr/ADR-149-public-community-leaderboard-huggingface.md"
},
"m2": {
"name": "Deterministic scorer runner bin (aa_score_runner.rs)",
"status": "NOT_STARTED",
"completionCriteria": "aa_score_runner.rs compiles, runs ruview_metrics on a committed fixture, emits RuViewTier + SHA-256 proof hash, mirrors existing *_proof_runner.rs pattern; cargo test passes",
"estimatedEffort": "3-5 days",
"owner": "wifi-densepose-train crate or new aa-scorer crate"
},
"m3": {
"name": "CI harness-gate: GitHub Actions workflow",
"status": "NOT_STARTED",
"completionCriteria": "A GitHub Actions workflow runs aa_score_runner on every PR as a build gate; PR fails if scorer fails determinism check; workflow committed and green",
"estimatedEffort": "2-3 days",
"dependency": "M2 must be done first"
},
"m4": {
"name": "aether-arena repo scaffold",
"status": "NOT_STARTED",
"completionCriteria": "ruvnet/aether-arena repo created with: README (four-part framing: Public leaderboard / Private eval split / Open scorer / Signed results); aa-submission.toml manifest schema; VERIFY.md (ADR-149 §7 stranger acceptance test); neutrality/governance section (§2.8); contribution guide",
"estimatedEffort": "3-5 days",
"blockers": ["Needs user authorization to create public ruvnet/aether-arena repo on GitHub"]
},
"m5": {
"name": "Public smoke split committed + private MM-Fi held-out split prep",
"status": "NOT_STARTED",
"completionCriteria": "Public smoke split committed to aether-arena repo (stranger can score locally); private MM-Fi held-out split prepared under non-public path with CC BY-NC 4.0 attribution; Wi-Pose explicitly excluded from v0",
"estimatedEffort": "5-7 days",
"riskNotes": "MM-Fi CC BY-NC 4.0: AA must remain non-commercial and carry MM-Fi attribution; raw frames stay in private split; only derived CSI features + scores may be exposed"
},
"m6": {
"name": "HF Space (Gradio) skeleton",
"status": "BLOCKED",
"completionCriteria": "HF Space deployed at ruvnet/aether-arena with submission lifecycle (submitted->validated->quarantined->smoke_scored->full_scored->published/rejected); sandboxed scorer container wired; basic leaderboard table rendered",
"estimatedEffort": "7-10 days",
"blockers": [
"Needs HF_TOKEN — check .env for HF_TOKEN or HUGGINGFACE_TOKEN",
"Needs user authorization to create/deploy ruvnet/aether-arena HF Space (outward-facing public deployment)"
]
},
"m7": {
"name": "Signed append-only Parquet results ledger",
"status": "NOT_STARTED",
"completionCriteria": "HF dataset ruvnet/aether-arena-results created; append-only Parquet ledger with signed rows; determinism_gate enforced; no row can be silently edited",
"estimatedEffort": "3-5 days",
"ledgerSchema": "submitter, model_ref, category, feature_set, tier, pck20, oks, mota, vitals_bpm_err, latency_p50, latency_p95, privacy_leakage, cross_room_deg, proof_sha256, scored_at, harness_version",
"dependency": "M6 must be scaffolded first"
},
"m8": {
"name": "RuView baseline entry + public launch",
"status": "NOT_STARTED",
"completionCriteria": "RuView wifi-densepose-pretrained baseline entered (honest PCK@20 ~2.5%); ADR-149 §7 five-step stranger acceptance test passes; v0 live with Presence + Pose + Edge-latency + Determinism categories active; Privacy and Cross-room shown as gated/coming-soon",
"estimatedEffort": "3-5 days",
"dependency": "M4+M5+M6+M7 complete",
"notes": "ML SOTA improvement (PCK@20 ~72%) is a SEPARATE stretch goal blocked on ADR-079 P7-P9 camera ground truth. NOT a blocker for infra launch."
}
},
"activeMilestone": "m2",
"completedMilestones": ["m1"],
"knownRisks": [
"HF_TOKEN not confirmed present in .env — check before M6 work begins",
"ruvnet/aether-arena public repo creation is outward-facing — needs explicit user authorization",
"MM-Fi CC BY-NC 4.0: AA must stay legally non-commercial and brand-distinct from commercial RuView product; or seek MM-Fi commercial grant before any paid tier",
"Wi-Pose has research-use-only terms (no redistribution grant) — excluded from v0; revisit only if terms are clarified with authors",
"HF Space free CPU tier may be too slow for Candle/tch inference pipeline — may need ZeroGPU or self-hosted scorer on cognitum-20260110 GCloud A100/L4",
"ADR-079 camera-ground-truth (PCK@20 SOTA) is P7-P9 pending — NOT an infra blocker; must not be conflated with AA infra completion",
"Neutrality/governance risk: RuView seeded the scorer — must be demonstrably scored through the same public pipeline as any other entrant (§2.8 controls)"
],
"driftSignals": {
"timeline": "GREEN — just initialized, no timeline pressure yet",
"scope": "GREEN — scope locked at four-part structure per ADR-149 §2 decision",
"approach": "GREEN — reuse pattern (existing ruview_metrics + proof.rs) confirmed in ADR-149",
"dependency": "YELLOW — HF_TOKEN and ruvnet/aether-arena repo authorization are external blockers with unknown ETA",
"priority": "GREEN — active feature branch feat/adr-136-146-streaming-engine in progress; AA infra can proceed in parallel on its own branch"
},
"stretchGoals": {
"sotaML": "MM-Fi PCK@20 SOTA ~72% — separate ML effort blocked on ADR-079 P7-P9 camera-ground-truth data collection; NOT an infra exit criterion",
"privacyAxis": "ADR-145 §10 membership-inference attacker — activate Privacy leaderboard axis once attacker is implemented and published",
"crossRoom": "Multi-room held-out split — activate Cross-room generalization axis",
"multiOrgSteering": "Invite co-maintainers from other projects once >=N external entries land"
},
"sessionHistory": [
{
"date": "2026-05-30",
"type": "initialization",
"accomplished": [
"ADR-149 Accepted and committed to docs/adr/",
"Horizon record initialized in .claude-flow/horizons/aether-arena-aa.json",
"Memory stored in horizons namespace under key horizon-aether-arena-aa",
"Session check-in record stored in horizon-sessions namespace"
]
}
]
}
94 changes: 94 additions & 0 deletions .github/workflows/aether-arena-harness.yml
Original file line number Diff line number Diff line change
@@ -0,0 +1,94 @@
name: AetherArena harness gate (ADR-149)

# Runs the AetherArena scoring harness as a PR build gate. Every PR that touches
# the scorer, the metrics, or the benchmark scaffold must keep the deterministic
# score hash stable (ADR-149 §2.5 determinism_gate). If the scoring maths changes,
# the hash moves and this gate fails until `expected_score.sha256` is regenerated
# and reviewed — so scorer drift can never land silently.
#
# This is the "a PR that runs the harness as part of the build process" requirement.

on:
pull_request:
paths:
- 'v2/crates/wifi-densepose-train/src/ruview_metrics.rs'
- 'v2/crates/wifi-densepose-train/src/ablation.rs'
- 'v2/crates/wifi-densepose-train/src/bin/aa_score_runner.rs'
- 'aether-arena/**'
- '.github/workflows/aether-arena-harness.yml'
push:
branches: ['feat/adr-149-aether-arena']
workflow_dispatch:

permissions:
contents: read
pull-requests: write

jobs:
harness-gate:
name: Run AA scorer harness (determinism gate)
runs-on: ubuntu-latest
defaults:
run:
working-directory: v2
steps:
- uses: actions/checkout@v4

- name: Install Rust toolchain
run: rustup show && rustc --version

- name: Cache cargo
uses: actions/cache@v4
with:
path: |
~/.cargo/registry
~/.cargo/git
v2/target
key: aa-harness-${{ runner.os }}-${{ hashFiles('v2/Cargo.lock') }}

# 1. Build the pure-Rust scorer (no torch / no GPU → fast PR gate).
- name: Build AA score runner
run: cargo build -p wifi-densepose-train --bin aa_score_runner --no-default-features

# 2. Determinism gate: the committed expected hash must still match. A
# non-zero exit here fails the PR.
- name: Run determinism gate
run: cargo run -q -p wifi-densepose-train --bin aa_score_runner --no-default-features

# 3. Repeatability analysis (witness chain): the harness must produce one
# identical proof hash across many runs — any nondeterminism fails here.
- name: Repeatability analysis (16 runs)
run: cargo run -q -p wifi-densepose-train --bin aa_score_runner --no-default-features -- --repeat 16

# 4. Real-scoring smoke: score a sample prediction against the public smoke
# split, exercising the actual model-scoring path (not just the fixture).
- name: Real-scoring smoke test
run: |
cargo run -q -p wifi-densepose-train --bin aa_score_runner --no-default-features -- \
--split ../aether-arena/fixtures/smoke_split.json \
--pred ../aether-arena/fixtures/smoke_pred.json --json

# 5. Witness ledger chain integrity: the append-only results ledger must
# verify (every prev_hash link + row_hash intact = no silent edits).
- name: Verify witness ledger chain
working-directory: aether-arena/ledger
run: python3 ledger_tools.py verify

# 6. Emit the witness row + repeatability into the PR run summary.
- name: Witness row → job summary
if: always()
run: |
ROW=$(cargo run -q -p wifi-densepose-train --bin aa_score_runner --no-default-features -- --json)
REP=$(cargo run -q -p wifi-densepose-train --bin aa_score_runner --no-default-features -- --repeat 16)
{
echo "## AetherArena harness gate (witness chain)"
echo ""
echo "Deterministic witness (ADR-149 §2.2 / proof + repeatability):"
echo '```json'
echo "$ROW"
echo "$REP"
echo '```'
echo ""
echo "If the determinism gate failed, the scoring maths changed: regenerate with"
echo '`cargo run -p wifi-densepose-train --bin aa_score_runner --no-default-features -- --generate-hash > aether-arena/fixtures/expected_score.sha256` and review the diff.'
} >> "$GITHUB_STEP_SUMMARY"
6 changes: 6 additions & 0 deletions .github/workflows/ruview-swarm-ci.yml
Original file line number Diff line number Diff line change
Expand Up @@ -60,8 +60,14 @@ jobs:
runs-on: ubuntu-latest
steps:
- uses: actions/checkout@v4
# v2/rust-toolchain.toml pins channel "1.89" with profile "minimal" (no
# clippy). dtolnay@stable installs clippy on the floating "stable"
# toolchain, but the override makes cargo use the separate "1.89"
# toolchain — so `cargo clippy` errors "cargo-clippy is not installed for
# 1.89". Install clippy on the pinned toolchain that cargo actually uses.
- uses: dtolnay/rust-toolchain@stable
with:
toolchain: "1.89"
components: clippy
- name: Cache cargo
uses: actions/cache@v4
Expand Down
7 changes: 7 additions & 0 deletions .gitignore
Original file line number Diff line number Diff line change
Expand Up @@ -261,3 +261,10 @@ v2/crates/rvcsi-node/*.node
v2/crates/rvcsi-node/binding.js
v2/crates/rvcsi-node/binding.d.ts
v2/crates/rvcsi-node/npm/

# AetherArena private optimization staging — never published until reviewed
aether-arena/staging/

# MM-Fi benchmark dataset archives — large data, fetch separately, never commit
assets/MM-Fi/E0*.zip
assets/MM-Fi/*.zip
9 changes: 9 additions & 0 deletions CHANGELOG.md
Original file line number Diff line number Diff line change
Expand Up @@ -7,7 +7,16 @@ and this project adheres to [Semantic Versioning](https://semver.org/spec/v2.0.0

## [Unreleased]

### Fixed
- **Person count no longer pinned to 1 — addresses #803.** The aggregate occupancy reported by the sensing server was derived from `smoothed_person_score`, an EMA-smoothed *activity* score (amplitude variance / motion / spectral energy). That score saturates near a single occupant — one moving person maxes it out — so it cannot discriminate occupancy *count* and stayed clamped at 1 across S3/C6 and the Python/Docker/Rust servers. Meanwhile the count-aware per-node estimates the ESP32 paths already compute (firmware `n_persons`, and the DynamicMinCut `corr_persons`) were stashed in `NodeState::prev_person_count` and then **discarded** by the aggregator (same dead-wiring class as #872). The aggregator now takes `max(activity_count, node_max)` via a unit-tested `aggregate_person_count` helper, so a node positively estimating 2–3 occupants is surfaced instead of overwritten. The fix can only ever *raise* the count when a node reports more people, so the single-occupant case is provably never inflated (regression-guarded by test). **Second half:** the pure-CSI per-node path itself clamped its own estimate — the DynamicMinCut occupancy (`estimate_persons_from_correlation`, 0–3) was mapped to a score via `corr_persons / 3.0`, putting 2 people at 0.667, *just under* the 0.70 up-threshold of `score_to_person_count`, so the per-node count never climbed past 1 (so `node_max` was also stuck at 1 for CSI-only nodes). Replaced it with a threshold-aligned `corr_persons_to_score` mapping (1→0.40, 2→0.74, 3→0.96) whose steady state round-trips back to the same count through the EMA + hysteresis, while still gating transient noise. A convergence test replays the exact EMA loop to prove min-cut=2 now reports 2 (and documents that the old `/3.0` mapping reported 1). Full multi-person accuracy still depends on the underlying estimator quality; this removes the two server-side clamps that masked it. 586 sensing-server tests pass.
- **MQTT publisher now actually runs (`--mqtt`) — closes #872.** The `--mqtt*` flags were defined only in `cli::Args` (dead code, referenced nowhere) while the binary parses a *separate* `main::Args` with no mqtt fields, and `main.rs` never started the `mqtt::` publisher — so MQTT/Home-Assistant integration was completely unwired (`--mqtt` errored as an unexpected argument, and even with the Docker image's `--features mqtt` build the publisher never ran). Earlier attempts chased a Docker *rebuild*; the real cause was disconnected *code*. Extracted the flags into a shared `cli::MqttArgs` (`#[command(flatten)]` into both structs), spawn the publisher on `--mqtt`, and bridge the JSON sensing broadcast into the typed `VitalsSnapshot` stream with a defensive `serde_json::Value` mapping. Verified end-to-end against `mosquitto`: 20 HA auto-discovery entities + live state (presence/person-count/…). 577 (default) / 580 (`--features mqtt`) tests pass.

### Added
- **WiFi-CSI pose: efficiency frontier + per-room calibration service** (ADR-150 §3.2–3.6). Two beyond-SOTA results on the MM-Fi benchmark, plus the deployment mechanism that resolves real-world generalization:
- **Efficiency frontier** — a **75 K-param model beats published SOTA** (74.3% vs MultiFormer 72.25% torso-PCK@20); every config from `micro` up is Pareto-dominant (smaller *and* more accurate than prior work). Shipped a deployable **int4 edge model (~20 KB, verified 74.08%, 0.135 ms single-thread CPU)** — published at [`ruvnet/wifi-densepose-mmfi-pose/edge`](https://huggingface.co/ruvnet/wifi-densepose-mmfi-pose). See [`docs/benchmarks/wifi-pose-efficiency-frontier.md`](docs/benchmarks/wifi-pose-efficiency-frontier.md).
- **Generalization solved by few-shot calibration** — zero-shot cross-subject (~64%) and cross-environment (~10%) are *not* closeable by algorithms (CORAL, DANN, instance-norm, contrastive foundation-pretraining all tested, all failed) or by more training subjects (saturates ~64%). But **~100–200 labeled in-room samples recover SOTA-level pose**: cross-subject 64→76%, **cross-environment 10→73% (60% from just 5 samples)** — deployable as a **~11 KB per-room LoRA adapter** on a frozen shared base. Full empirical chain in ADR-150 §3.2–3.6.
- **Calibration service (complete, both model paths, cross-language verified)** — `aether-arena/calibration/`: `calibrate.py` (transformer model, `.npz` adapter) + `infer.py` (verified 3.09%→74.29% on an unseen MM-Fi room), **and `cog_calibrate.py`** which fits a `fc1.a/fc1.b/fc2.a/fc2.b` **safetensors** adapter for the deployed cog conv+MLP model (`pose_v1.safetensors`). Consumed by the Rust product engine: `InferenceEngine::with_adapter()` + `cog-pose-estimation run --config <cfg> --adapter <room.safetensors>`. Self-contained regression tests for both Python producers (`test_calibration.py`, `test_cog_calibration.py`) **plus a cross-language Rust integration test** that loads a real `cog_calibrate.py`-generated adapter fixture and asserts it activates + changes engine output. All green.
- **Windows workspace build + test now green** (cross-platform fixes). `wifi-densepose-worldmodel` imported `tokio::net::UnixStream` unconditionally, so `cargo build/test --workspace` failed to compile on Windows (E0432) — now the OccWorld Unix-socket bridge is `#[cfg(unix)]`-gated with a clear non-unix fallback. And `wifi-densepose-bfld`'s `readme_quickstart_uses_canonical_public_api` test checked a multi-line `pipeline\n .process` needle that never matched on a CRLF checkout — now normalizes line endings. Result: **2,682 workspace tests pass / 0 fail on Windows** (the pre-merge gate was previously unrunnable there).
- **`ruview-swarm` crate (ADR-148)** — drone swarm control system with hierarchical-mesh topology, Raft consensus, MAPPO multi-agent reinforcement learning, and CSI sensing integration. 14 modules: topology (Raft/Gossip/Mesh), formation control (virtual-structure/leader-follower/Reynolds flocking), RRT-APF path planning, auction+FNN task allocation, MARL actor + PPO training loop, security (MAVLink v2 HMAC-SHA256 signing, UWB anti-spoofing, geofencing, Remote ID, FHSS anti-jamming), 10-state fail-safe machine, and SwarmOrchestrator. ITAR-gated coordination features (USML Category VIII(h)(12)) behind `itar-unrestricted` feature.
- **Ruflo integration for `ruview-swarm`** — feature-gated (`ruflo`) AI-agent capability layer connecting to the claude-flow daemon: AgentDB mission memory (`memory_store`/`memory_search`), HNSW pattern learning (`agentdb_pattern-store`/`-search`), AIDefence MAVLink message scanning, and SONA intelligence trajectory hooks. `RufloBackend` trait with `HttpRufloBackend` (JSON-RPC 2.0) and `MockRufloBackend` implementations.

Expand Down
Loading
Loading