research(R17): industrial safety — second vertical composing loop primitives (#736)

Second exotic vertical demonstrating loop primitives compose to industrial
safety. Parallel to R16 healthcare with different ADR-113 matrix rows
(presence + vital-signs at coarser resolution) and R7 mincut becomes
BINDING (not nice-to-have) due to hostile industrial RF environment.

Three deployment scenarios:
- Warehouse zone (5y): 0/zone vs 00-2000 camera+monitoring
- Construction site (10y): per-project federation
- Refinery/chemical plant (15y): adds CSI to gas+cam+badge infrastructure

R17 vs R16 parallel:
- R16: stationary patients, 30 m^2 ward, vital-signs row (chest, N=5), HIPAA
- R17: mobile workers, 100-1000 m^2 zone, presence row (body, N=3-4), OSHA
SAME ARCHITECTURE, different parameter regime.

Five specialised cog roadmap items:
- cog-fall-detection (5y): R12.1 + PPE-tuning
- cog-zone-occupancy (5y): R12 PABS + R6.2.5
- cog-lone-worker-vitals (5y): R14 V1 rate-only
- cog-worker-fatigue (10y): R10 gait + R15
- cog-multi-zone-orchestrator (5y): R6.2.5 + ADR-105 fed

Why R7 mincut becomes binding: industrial RF has legitimate noise
(cell, BLE tools, walkie-talkies) that must be disambiguated from
sensor compromise. N >= 4 anchors required (already met by ADR-113
for multi-feature cogs).

PPE-specific body model needed (R6.1 follow-up):
Hard hat / high-vis / harness / tool belt / steel-toed boots change
per-part reflectivity by ~5-15%. ~1-2 weeks labelled-data work for
cog-industrial-pose.

R10 gait taxonomy extends within humans:
- Walking: 1.2-2.5 Hz
- Fatigued: 0.8-1.5 Hz (slower + asymmetric)
- Impaired: asymmetry > 25%
OSHA-aligned pre-incident fatigue detection.

Honest scope:
- Synthetic data only; bench validation required for OSHA-grade
- PPE-specific body model unbuilt
- Outdoor/weather effects partly transfer from R10
- Worker consent + audit trail integration per-customer

R17 closes parallel-vertical demonstration: loop has now shown
VERTICAL-AGNOSTIC INFRASTRUCTURE:
1. R10 wildlife
2. R11 maritime
3. R14 empathic appliances (home)
4. R16 healthcare
5. R17 industrial safety

Five exotic verticals + cross-thread identity work. Outputs that
generalise beyond original problems = mark of well-factored research.

Composes:
- R1, R5, R6/R6.1, R6.2.5, R7 (binding here), R10, R12/R12.1, R13 NEG,
  R14, R15 — all loop threads
- ADR-113 placement + ADR-105-109 privacy/PQC chain
- R16 parallel pattern

Coordination: ticks/tick-33.md, no PROGRESS.md edit.
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# R17 — Industrial safety: factory floor + warehouse + construction site monitoring
**Status:** exotic vertical sketch · **2026-05-22**
## Premise
Industrial environments account for ~2.8 million workplace injuries per year in the US alone (BLS 2023), with similar per-capita rates globally. Most go undetected for minutes because no one is watching — workers operate alone in large open spaces (warehouses, refineries), behind machinery, or on isolated construction sites. The leading injury types are:
- **Slips, trips, falls** (~24% of all injuries)
- **Overexertion** (~30%) — repetitive strain, lifting incidents
- **Contact with object/equipment** (~24%) — struck-by, caught-in
- **Lone-worker incapacitation** (low frequency, high severity)
CSI sensing offers a unique modality for this domain: large coverage areas, no PII concerns (workers can be opt-in by employment contract), no cameras (workers prefer this), and continuous operation despite dust / debris / low light.
This thread sketches how the loop's primitives compose into an industrial safety stack.
## Three deployment scenarios
### Scenario A: Warehouse / fulfilment centre (5y)
| Requirement | Loop primitive | Configuration |
|---|---|---|
| Worker count per zone | R6.2.5 multi-subject | N=4-6 per ~100 m² zone |
| Fall / collapse detection | R12.1 pose-PABS | per-zone threshold |
| Worker presence in hazardous area (forklift lane) | R12 PABS + R6.2.5 | "structure" detection in defined zones |
| Multi-zone coordination | R6.2.5 + ADR-105 federation | nightly training of "normal" patterns |
| Lone-worker silent-alarm | R14 V1 vitals (rate-level breathing only per R13) | passive — no wearable required |
| Adversarial RF (other devices) | R7 mincut | multi-link consistency |
| Audit trail | ADR-109 Dilithium-signed | incident-evidence integrity |
Cost per zone (100 m²): ~$80 (4-6× $15 BOM + mounting). Compares to 1 safety camera at ~$500-$2,000 + cabling + monitoring software.
### Scenario B: Construction site (10y)
Construction sites are RF-hostile (concrete, rebar, heavy machinery) and outdoor (variable conditions). The R6 family's recommendations still apply but with different parameters:
| Requirement | Loop primitive | Configuration |
|---|---|---|
| Worker location tracking | R6.2.2 N-anchor + R1 ToA | 4-cm precision at 4-anchor convex hull |
| Fall-from-height detection | R12.1 pose-PABS + R10 motion intensity | spike on vertical velocity + impact signature |
| Confined-space entry detection | R12 PABS + R6.2.5 | per-confined-space ESP32 anchors |
| Adverse-weather operation | R6.1 multi-scatterer + R10 attenuation | foliage-class attenuation but with rain |
| Multi-site coordination | ADR-107 cross-installation federation | per-project model |
The loop's R7 mincut adversarial defence is **essential** here — construction sites have legitimate RF noise (cellular, BLE-tagged tools, walkie-talkies) that R7 disambiguates from sensor compromise.
### Scenario C: Refinery / chemical plant (15y)
Highest-stakes industrial monitoring. Existing infrastructure is gas detectors + cameras + worker badges. CSI sensing **adds**:
| Capability | Loop primitive |
|---|---|
| Continuous "is the worker still upright?" | R12.1 pose-PABS |
| Multi-worker coordination in hazardous zones | R6.2.5 multi-subject |
| Vital-signs anomaly during chemical-exposure incident | R14 V1 + R15 breathing rate |
| Real-time post-incident triage | R12 PABS + R6.2.5 multi-subject locating |
| Audit + regulatory evidence | ADR-109 Dilithium |
| Tamper-evident telemetry | ADR-107 + ADR-108 quantum-resistant |
Particularly valuable when workers wear PPE that blocks visual / wearable sensors but doesn't substantially affect WiFi propagation.
## What's different from healthcare (R16)?
| Dimension | Healthcare (R16) | Industrial (R17) |
|---|---|---|
| Subjects | Stationary patients | Mobile workers |
| Subject signal strength | High (lying still) | Variable (walking, lifting, climbing) |
| Hostile RF | Moderate (medical devices) | High (machinery, cell, BLE tools) |
| Zone size | Small (~30 m² per ward) | Large (100-1000 m² per zone) |
| Regulatory | HIPAA / FDA | OSHA / equivalent |
| Privacy | Patient-consent + BAA | Worker consent via employment + opt-in |
| Cost sensitivity | High (hospital budgets are tight) | Moderate (industrial CapEx is justified by injury cost) |
| Failure mode | Missed clinical event | Missed safety event (potentially fatal) |
**Industrial safety needs different cog packaging**: lower-resolution-but-larger-coverage rather than per-patient precision. R6.2 placement matrix accommodates this via the `presence` row (N=3, body-centric) rather than the `vital-signs` row.
## The R7 mincut becomes critical
In a healthcare setting, the threat model is mostly "compromised supplier" — relatively low frequency, high impact. In industrial settings, the **ambient RF environment itself is adversarial**: cell jamming for safety reasons, intentional BLE tags, walkie-talkies, etc.
R7 Stoer-Wagner mincut adversarial detection is the right defence:
- **N ≥ 4 anchors per zone** (already required by ADR-113 for multi-feature cogs)
- **Multi-link consistency check** on per-zone CSI patterns
- **Per-anchor isolation** if mincut detects single-link compromise
This is a stronger requirement than R7 originally specified for home deployments. ADR-113 explicitly requires N ≥ 4 for industrial-safety cogs.
## R12.1 pose-PABS specialised for industrial
The pose tracker (ADR-079) was trained on indoor body-pose data. Industrial workers wear:
- Hard hats (slightly different head Doppler signature)
- High-vis vests (largely RF-transparent)
- Safety harnesses (different leg / torso scatterer geometry)
- Tool belts (extra scatterers below waist)
- Steel-toed boots (highly reflective at lower body)
The body model from R6.1 needs PPE-specific adjustments. Approximate adjustment is +5-15% per-part reflectivity for PPE-wearing workers. The exact numbers need bench measurement.
A future cog `cog-industrial-pose` would fine-tune the existing pose extractor (ADR-079) on PPE-wearing worker data. ~1-2 weeks of labelled-data work.
## R10 gait taxonomy + worker fatigue detection
R10 gave per-species gait frequencies. Within humans:
- Walking: 1.2-2.5 Hz
- Jogging: 2.0-3.0 Hz
- **Fatigued walking**: 0.8-1.5 Hz (slower, asymmetric stride)
- **Impaired walking** (substance influence or injury): asymmetry > 25%
A `cog-worker-fatigue` could detect early fatigue from gait drift over a shift. This is mid-term (10y) work but has direct OSHA-aligned value.
## Honest scope
- **Synthetic data only** — all loop numbers are simulated. Industrial environments differ enough from bedrooms that bench validation is required before clinical-grade claims.
- **PPE-specific body model** is unbuilt (R6.1 body model is bare-clothed).
- **Outdoor / weather effects** on CSI are not in the loop's scope; R10's foliage-attenuation model partly transfers.
- **Worker consent** is operational, not architectural; ADR-113 + R14 framework handles consent flow design but not the legal-specific employment-contract paperwork.
- **Insurance and liability** are major considerations for "missed safety event" failure modes; falls outside this thread.
- **Audit trail integration** with industrial safety information systems (e.g. SAP, Maximo, etc.) is per-customer integration work.
## What R17 enables
1. **A second exotic vertical** demonstrating the loop's output composes to industrial safety.
2. **Specialised cog roadmap**:
- `cog-fall-detection` (R12.1) — reused from healthcare with industrial-PPE tuning
- `cog-zone-occupancy` (R12 PABS + R6.2.5) — hazardous-area entry detection
- `cog-lone-worker-vitals` (R14 V1) — silent alarm for incapacitation
- `cog-worker-fatigue` (R10 + R15) — pre-incident gait analysis (10y)
- `cog-multi-zone-orchestrator` (R6.2.5 + ADR-105) — federated normal-pattern learning
3. **R7 mincut critical-path identification**: industrial RF environment makes mincut adversarial defence binding rather than optional.
4. **Cross-vertical generality demonstrated**: the same primitives that make R16 (healthcare) work also make R17 (industrial) work, just with different ADR-113 matrix rows.
## What R17 DOES NOT enable
- Direct OSHA-certified deployment without bench validation + PPE-specific tuning
- Outdoor-only construction sites without weather-aware extensions
- Cross-modality fusion with existing safety camera + sensor systems (separate integration)
- Replacing wearable-based worker tracking (still needed for cellular dead-zones)
## Composes with prior threads
- R1 (CRLB): worker location precision for zone-entry detection
- R5 (saliency): primitive-specific saliency
- R6 / R6.1: physics foundation
- R6.2.5: multi-subject industrial-scale union
- R7 (mincut): becomes binding for industrial RF environment
- R10 (gait taxonomy): worker fatigue thread
- R12 / R12.1 (PABS): fall + intruder detection
- R13 NEGATIVE: BP / HRV-contour ruled out, same as healthcare
- R14 (empathic appliances → V1 vitals): rate-level vital signs
- R15 (RF biometric): per-worker ID for lone-worker monitoring
- R16 (healthcare): parallel composition pattern
- ADR-113 placement matrix: covered by `presence` and `vital-signs` rows
- ADR-105-109: privacy + federation + provenance + PQC chain
## R17 parallel to R16
| | R16 healthcare | R17 industrial |
|---|---|---|
| Subjects | patients in beds | workers on floor |
| Subject mobility | stationary | mobile |
| Coverage size | 30 m² ward | 100-1000 m² zone |
| ADR-113 row | vital-signs (chest, N=5) | presence (body, N=3-4) |
| Privacy regime | HIPAA / FDA | OSHA / employment |
| Cost vs status quo | $30/bed vs $3,000 monitor | $80/zone vs camera+cabling+software |
| R7 mincut role | nice-to-have | **binding requirement** |
| Failure cost | missed clinical event | missed safety event (potentially fatal) |
Same architecture, different parameter regime. The R6 family + ADR-113 absorbs the parametric variation.
## Closing observation
R16 + R17 together demonstrate that the loop's primitives form a **vertical-agnostic infrastructure layer**. Specific verticals are mostly cog packaging + ADR-113 row selection + per-domain calibration. The expensive parts (privacy chain, federation, placement physics) are reused.
This is the mark of well-factored research: outputs that generalise beyond their original problem.
## Connection back
Every prior loop thread + ADR is referenced above. R17 is the **second vertical** to demonstrate the loop's primitives are sufficient to specify a complete production deployment without new research.

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# Tick 33 — 2026-05-22 10:31 UTC
**Thread:** R17 (industrial safety) — second new exotic vertical
**Verdict:** Industrial vertical composes the same loop primitives as R16 healthcare, with different ADR-113 matrix rows (presence + vital-signs at coarser resolution) and R7 mincut **becomes binding** rather than nice-to-have due to hostile industrial RF.
## What shipped
- `docs/research/sota-2026-05-22/R17-industrial-safety.md` — full vertical sketch + R16 parallel comparison.
## Three deployment scenarios
| Scenario | Timeline | Cost vs status quo |
|---|---|---|
| Warehouse zone (100 m²) | 5y | $80/zone vs $500-2000 camera + monitoring |
| Construction site | 10y | per-project federation |
| Refinery / chemical plant | 15y | adds CSI to existing gas + cam + badge infrastructure |
## R17 vs R16 parallel
| | R16 healthcare | R17 industrial |
|---|---|---|
| Subjects | patients | workers |
| Mobility | stationary | mobile |
| Coverage | 30 m² ward | 100-1000 m² zone |
| ADR-113 row | vital-signs (chest, N=5) | presence (body, N=3-4) |
| Privacy regime | HIPAA / FDA | OSHA / employment |
| **R7 mincut** | nice-to-have | **binding** |
| Failure cost | missed clinical event | missed safety event |
**Same architecture, different parameter regime.** Loop's primitives form a **vertical-agnostic infrastructure layer**.
## Five specialised cog roadmap items
| Cog | Timeline | Primitive |
|---|---|---|
| cog-fall-detection | 5y | R12.1 + PPE-tuning |
| cog-zone-occupancy | 5y | R12 PABS + R6.2.5 |
| cog-lone-worker-vitals | 5y | R14 V1 (rate-only per R13) |
| cog-worker-fatigue | 10y | R10 gait + R15 |
| cog-multi-zone-orchestrator | 5y | R6.2.5 + ADR-105 fed |
## Why R7 mincut becomes binding
Industrial RF environment has legitimate noise (cell, BLE tools, walkie-talkies) that must be disambiguated from sensor compromise. R7 Stoer-Wagner mincut on N ≥ 4 anchors is the only defence; ADR-113 already requires N ≥ 4 for multi-feature cogs, which conveniently satisfies the industrial requirement.
## PPE-specific body model needed (R6.1 follow-up)
Construction PPE (hard hat, high-vis vest, safety harness, tool belt, steel-toed boots) changes per-part reflectivity by ~5-15%. ~1-2 weeks of labelled-data work for `cog-industrial-pose`.
## R10 gait + worker fatigue (10y mid-term)
R10's gait taxonomy extends within humans:
- Walking 1.2-2.5 Hz
- Fatigued walking 0.8-1.5 Hz (slower + asymmetric)
- Impaired walking: asymmetry > 25%
OSHA-aligned: pre-incident detection of worker fatigue via gait drift over a shift.
## Honest scope
- Synthetic data only; bench validation required for OSHA-grade claims
- PPE-specific body model unbuilt (R6.1 body model is bare-clothed)
- Outdoor / weather effects partly transfer from R10 foliage model
- Worker consent operational, not architectural
- Liability + insurance for missed-event failures outside this scope
- Audit trail integration with SAP / Maximo / etc. is per-customer
## R17 closes the parallel-vertical demonstration
After R17, the loop has demonstrated **vertical-agnostic infrastructure**: same primitives → R10 wildlife / R11 maritime / R14 home empathic appliances / R16 healthcare / **R17 industrial**. Outputs that generalise beyond original problems is the mark of well-factored research.
## Composes with every loop thread
- R1, R5, R6/R6.1, R6.2.5, R7 (binding here), R10, R12/R12.1, R13 NEGATIVE, R14, R15
- ADR-113 (placement matrix), ADR-105-109 (full privacy + PQC chain)
- R16 (parallel pattern)
## Coordination
`ticks/tick-33.md`. No PROGRESS.md edit. Branch `research/sota-r17-industrial-safety`.
## Loop summary update
Five exotic verticals + cross-thread identity work:
1. R10 wildlife (animal conservation)
2. R11 maritime (vessel safety + crew monitoring)
3. R14 empathic appliances (home)
4. R16 healthcare ward
5. **R17 industrial safety**
~1.4h to cron stop.