META AI PIPELINE: muse-image-1.0 + sam-3.1 (Gate A Live Masks + Negative Control) + muse-wonder-1.0 vs muse-spark-1.3 Benchmark (n=30, temp 0.1): Wonder 26/30 (86.7%) · Spark 19/30 (63.3%) · Adherence 98.0% vs 92.0% · Launch 90s Pitch →
SENTINEL-1 SAR · ACTIVE MILE 201 SURVEILLANCE

Continuous Orbital Maritime Surveillance with Sentinel-1 SAR & Meta Multimodal AI

When distant-water fishing fleets deliberately disable their AIS transponders to harvest Illex argentinus squid along the Mile 201 Blue Hole corridor, OceanEye Sentinel 2.0 fuses orbital Sentinel-1 C-Band SAR radar with Meta SAM 3.1 sub-pixel segmentation, Muse Wonder 1.0 neuro-symbolic reasoning, and Ed25519 + SHA-256 cryptographic chain of custody.

⚡ META AI MODEL ARENA (n=30, temp=0.1) + SAM 3.1 GATE A ✓ ED25519 + SHA-256 VERIFIED
muse-wonder-1.0 (Zero Pre-Validator Flags) 26/30 (86.7%) · Adh. 98.0%
muse-spark-1.3 (Fast Baseline · 11.7s) 19/30 (63.3%) · Adh. 92.0%
SENTINEL-1 C-BAND (5.405 GHZ) · SAM 3.1 LIVE MASKS (10 CHIPS) · MUSE WONDER 1.0 VS SPARK 1.3 · ED25519 + SHA-256
ORBITAL ARC · 44°S–48°S SOUTH ATLANTIC SENTINEL-1A · IW GRD
MILE 200 EEZ · BLUE HOLE CORRIDOR LU RONG YU 588 · -15.2 NM · AIS OFF
CRITICAL ALERT: Dark Vessel Incursion LU RONG YU 588 (-45.16°S, -59.95°W) · AIS OFF · SYNTHETIC BENCHMARK SCENE
SENTINEL-1 C-BAND: Calibrated IW GRD synthetic scene over Blue Hole (seed 1982) · Dual-Pol VV/VH Fusion
LAYA SYSTEM-1 TRIAGE: Empty-ocean tile rejection in 9.12ms · 44% compute saved
MUSE ARENA BENCHMARK (n=30, temp=0.1): Wonder 26/30 (86.7%) vs Spark 19/30 (63.3%) clean pre-validator pass · Mean Adherence 98.0% vs 92.0%
CHAIN OF CUSTODY: Canonical SHA-256 + Ed25519 Signature (verifiable in-browser via WebCrypto)
INTERCEPTION VECTOR: OPV ARA Bouchard (P-51) bearing 148° at 15.2 NM (operational simulation)
CRITICAL ALERT: Dark Vessel Incursion LU RONG YU 588 (-45.16°S, -59.95°W) · AIS OFF · SYNTHETIC BENCHMARK SCENE
SENTINEL-1 C-BAND: Calibrated IW GRD synthetic scene over Blue Hole (seed 1982) · Dual-Pol VV/VH Fusion
LAYA SYSTEM-1 TRIAGE: Empty-ocean tile rejection in 9.12ms · 44% compute saved
MUSE ARENA BENCHMARK (n=30, temp=0.1): Wonder 26/30 (86.7%) vs Spark 19/30 (63.3%) clean pre-validator pass · Mean Adherence 98.0% vs 92.0%
CHAIN OF CUSTODY: Canonical SHA-256 + Ed25519 Signature (verifiable in-browser via WebCrypto)
INTERCEPTION VECTOR: OPV ARA Bouchard (P-51) bearing 148° at 15.2 NM (operational simulation)
9.12 ms
LAYA Triage Latency Rejects empty ocean tiles before GPU inference (44% compute saved)
12 Dark Targets
Dark Vessels Isolated (Benchmark Scene) 15 injected SAR vessels vs 3 AIS + 1 ghost track (seed 1982)
86.7 %
Muse Wonder Clean Pass (26/30) Pre-validator vs 63.3% Spark (19/30) · McNemar p=0.0156
98.0 %
Mean Pre-Validator Adherence Wonder 98.0% vs Spark 92.0% (100 - 15n penalty formula)

The Four Technological Pillars of OceanEye Sentinel 2.0

Engineered from first principles: microwave radar physics, deterministic System-1 triage, Meta multimodal foundation models, and cryptographic chain of custody.

01. Sentinel-1 C-Band SAR Physics (Dual-Pol VV/VH)

C-Band microwave radar (5.405 GHz) penetrates dense Southern Ocean cloud cover and darkness. Cross-polarized VV/VH fusion suppresses Bragg sea-clutter scatter and isolates high-reflectivity dihedral steel hull returns (>+50 dB RCS).

INTERACTIVE LENS COMPARATOR (CALIBRATED BENCHMARK SEED 1982) 50% CLOUDY OPTICAL / 50% SAR VV+VH
● METALLIC HULL ECHO +51.6 dB RCS
VV+VH CHANNEL · 80m DARK VESSEL (AIS OFF)
SENTINEL-2 OPTICAL (OCEAN CLOUD COVER)
0 VISIBLE CONTACTS · SOUTHERN FOG
λ = 5.54 cm Dual-Pol VV/VH Lee Despeckle Filter Calibrated Benchmark Scene (Seed 1982)
LAYA Logo 9.12 ms · 64 TILES

02. LAYA Deterministic Triage (System 1)

Instead of burning GPU cycles on gigabytes of empty ocean, the deterministic LAYA engine computes tile-level statistical variance in sub-10ms CPU latency, discarding empty sea and forwarding only anomalous SAR chips to SAM 3.1.

8×8 TRIAGE MATRIX 59 DISCARDED (15% OPACITY) · 5 ACTIVE
Sub-10ms CPU Latency Empty-Sea Rejection Decisions, Not Text
SAM 3.1 + NEURO-SYMBOLIC VALIDATOR

03. Meta SAM 3.1 Segmentation + Neuro-Symbolic Validator

The Physical Challenge: Adaptive CA-CFAR thresholding flags radar backscatter peaks, but 6-meter Southern Atlantic wave crests trigger false alarms (sea clutter).

Our Solution: CA-CFAR detection + live sam-3.1 sub-pixel mask segmentation paired with a deterministic neuro-symbolic validator auditing muse-wonder-1.0 vs muse-spark-1.3:

30-Case Benchmark Wonder 26/30 (86.7%)
vs Spark 19/30 (63.3%) · temp=0.1
Pre-Validator Adherence 98.0% vs 92.0%
Mean latency: 28.6s vs 11.7s
SAM 3.1 Live Masks Negative Control 0 FP MUSE Wonder 1.0

04. Cryptographic Chain of Custody (Ed25519)

Every detection is sealed with a canonical SHA-256 hash and an asymmetric Ed25519 signature verifiable in-browser via WebCrypto. Test flipping a single byte in the forensic payload below to trigger immediate cryptographic rejection:

● SIGNATURE VERIFIED · SHA-256 + ED25519
8ce0d8dbf7ffa1c35f2161bf89dc3cfbdab36f9c0919c2d9a6c2faaf0072a921
Canonical SHA-256 Ed25519 RFC 8032 Signature In-Browser WebCrypto

Meta AI Multimodal Pipeline & System Architecture

End-to-end multimodal pipeline chaining calibrated synthesis (muse-image-1.0), sub-pixel radar segmentation (sam-3.1), comparative forensic reasoning (muse-wonder-1.0 vs muse-spark-1.3), and deterministic neuro-symbolic validation.

GC
Lead AI Systems Architect

Gastón Chevarria

Multimodal AI Systems Architecture, SAR Remote Sensing & Cryptographic Verification
SAM 3.1 GATE A MUSE WONDER 1.0 · N=30 ED25519 + SHA-256
1. SAM 3.1 Segmentation (Gate A)
• 10 Verified SAR Chips: 9 dark vessels segmented live + 1 open-ocean negative control chip with 0% False Positives.
• Verification: RLE/PNG masks sealed with SHA-256 in sam_masks.json.
2. Muse Wonder 1.0 vs Spark 1.3 Arena
Evaluated across 30 forensic scenarios (temp=0.1): muse-wonder-1.0 achieves 26/30 (86.7%) zero-flag pre-validator pass rate and 98.0% adherence vs 19/30 (63.3%) for muse-spark-1.3.
3. Reproducible Verification Kit
Deterministic audit suite that recomputes all metrics, validates all 10 SAM 3.1 masks, and verifies all 12 Ed25519 signatures:
4. Machine-Readable Evaluator Manifests
Complete pipeline specification and single-command cryptographic integrity proofs:
Single-Command Cryptographic & Integrity Audit: python3 scripts/check_integrity.py
Launch 90s Judge Tour ➔