* feat(server): cross-node RSSI-weighted feature fusion + benchmarks
Adds fuse_multi_node_features() that combines CSI features across all
active ESP32 nodes using RSSI-based weighting (closer node = higher weight).
Benchmark results (2 ESP32 nodes, 30s, ~1500 frames):
Metric | Baseline | Fusion | Improvement
---------------------|----------|---------|------------
Variance mean | 109.4 | 77.6 | -29% noise
Variance std | 154.1 | 105.4 | -32% stability
Confidence | 0.643 | 0.686 | +7%
Keypoint spread std | 4.5 | 1.3 | -72% jitter
Presence ratio | 93.4% | 94.6% | +1.3pp
Person count still fluctuates near threshold — tracked as known issue.
Verified on real hardware: COM6 (node 1) + COM9 (node 2) on ruv.net.
Co-Authored-By: claude-flow <ruv@ruv.net>
* fix(ui): add client-side lerp smoothing to pose renderer
Keypoints now interpolate between frames (alpha=0.25) instead of
jumping directly to new positions. This eliminates visual jitter
that persists even with server-side EMA smoothing, because the
renderer was drawing every WebSocket frame at full rate.
Applied to skeleton, keypoints, and dense body rendering paths.
Co-Authored-By: claude-flow <ruv@ruv.net>
* feat: DynamicMinCut person separation + UI lerp smoothing
- Added ruvector-mincut dependency to sensing server
- Replaced variance-based person scoring with actual graph min-cut on
subcarrier temporal correlation matrix (Pearson correlation edges,
DynamicMinCut exact max-flow)
- Recalibrated feature scaling for real ESP32 data ranges
- UI: client-side lerp interpolation (alpha=0.25) on keypoint positions
- Dampened procedural animation (noise, stride, extremity jitter)
- Person count thresholds retuned for mincut ratio
Co-Authored-By: claude-flow <ruv@ruv.net>
* docs: update CHANGELOG with v0.5.1-v0.5.3 releases
Co-Authored-By: claude-flow <ruv@ruv.net>
Remove from index: daemon.pid, vectors.db, memory.db,
pending-insights.jsonl, session state, node_modules.
These are machine-specific runtime artifacts that should
never have been committed.
Co-Authored-By: claude-flow <ruv@ruv.net>
Agents completed three of seven ADR-017 integration points:
1. subcarrier_selection.rs — ruvector-mincut: mincut_subcarrier_partition
partitions subcarriers into (sensitive, insensitive) groups using
DynamicMinCut. O(n^1.5 log n) amortized vs O(n log n) static sort.
Includes test: mincut_partition_separates_high_low.
2. spectrogram.rs — ruvector-attn-mincut: gate_spectrogram applies
self-attention (Q=K=V) over STFT time frames to suppress noise and
multipath interference frames. Configurable lambda gating strength.
Includes tests: preserves shape, finite values.
3. bvp.rs — ruvector-attention stub added (in progress by agent).
4. Cargo.toml — added ruvector-mincut, ruvector-attn-mincut,
ruvector-temporal-tensor, ruvector-solver, ruvector-attention
as workspace deps in wifi-densepose-signal crate.
Cargo.lock updated for new dependencies.
Remaining ADR-017 integrations (fresnel.rs, MAT crate) still in
progress via background agents.
https://claude.ai/code/session_01BSBAQJ34SLkiJy4A8SoiL4
- install.sh: 7-step interactive installer detecting system, toolchains,
WiFi hardware (interfaces, ESP32 USB, Intel CSI debug), and recommending
the best build profile (verify/python/rust/browser/iot/docker/field/full)
- Rust is the primary recommended runtime (810x faster than Python)
- Makefile: 15+ targets including make install, make check, make build-rust,
make build-wasm, make bench, make run-api, make run-viz
- README: Updated installation section with Rust-primary ordering, removed
mock testing references, added v2.2.0 changelog entry
https://claude.ai/code/session_01Ki7pvEZtJDvqJkmyn6B714
- Add detailed wifi-Mat user guide covering:
- Installation and setup
- Detection capabilities (breathing, heartbeat, movement)
- Localization system (triangulation, depth estimation)
- START protocol triage classification
- Alert system with priority escalation
- Field deployment guide
- Hardware setup requirements
- API reference and troubleshooting
- Update main README.md with wifi-Mat section and links
- Fix compilation issues:
- Add missing deadline field in AlertPayload
- Fix type ambiguity in powi calls
- Resolve borrow checker issues in scan_cycle
- Export CsiDataBuffer from detection module
- Add missing imports in test modules
- All 83 tests now passing
rUv
Reuven
Claude
