Our Work

Production Systems, Not Prototypes

Every project here is running in production. Real data, real constraints, real results.

Defense12 weeks

Edge Voice Noise-Robust Voice Command System

Build a hands-free voice command interface for field operators working in extreme-noise environments (95dB+). Required sub-200ms latency and fully offline operation on battery-powered hardware.

Custom ASRONNX RuntimeEdge HardwarePyTorchCustom DSPTensorRT
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96%+Command accuracy in high noise
<200msEnd-to-end latency
<6WPower budget
80+Recognized commands
Oil & Gas8 weeks

PredictML Industrial Predictive Maintenance

Predict critical equipment failures from multi-sensor time-series data across a fleet of industrial assets to prevent unplanned downtime costing $500K+/day.

Gradient BoostingTime-Series ClassificationFocal LossFeature EngineeringStreaming Pipeline
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85%+Fault detection accuracy
34%Reduction in unplanned downtime
72hrAdvance warning window
$2M+Annual savings per asset
Manufacturing10 weeks

VisionQC Automated Quality Inspection

Replace manual quality inspection on a high-throughput production line. Required sub-millimeter defect detection at production speed with zero tolerance for missed defects.

Object DetectionTensorRTPLC IntegrationEdge DeploymentActive Learning
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97%Detection accuracy
0False negatives in 30-day audit
130+Units inspected/hour
60%QC labor cost reduction
Real Estate16 weeks

PropVision Real Estate Analytics Engine

Build a property valuation and investment analytics platform processing 12M listings with satellite imagery, census data, and 30 MLS feeds for undervalued property identification.

LightGBMResNet-50PostGISMaxar ImageryFastAPIAirflow
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4.2%Median valuation error
12MProperties indexed
127Acquisitions in year 1
7.2%Avg. undervaluation captured
Healthcare / Biotech10 weeks

BioSeq Engine Microbiome Sequencing Pipeline

Process 16S rRNA sequencing data to classify canine gut health profiles, correlate microbiome signatures with health outcomes, and generate actionable dietary recommendations.

DADA2Random ForestScikit-learnPostgreSQLDockerFastAPI
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91%Health profile accuracy
2.3MSequences processed/day
340+Bacterial taxa classified
48hrSample-to-report turnaround
Financial Services14 weeks

FinGuard Financial Anomaly Detection

Detect anomalous transactions and market manipulation patterns across high-frequency trading data with sub-second latency and less than 0.1% false positive rate at production scale.

Isolation ForestAutoencoderApache KafkaApache FlinkXGBoostRedis
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94%Anomaly detection recall
0.08%False positive rate
<500msDetection latency
$4.7MFraud prevented in Q1
Logistics12 weeks

RouteML Fleet Route Optimization

Optimize delivery routes for a 200-vehicle fleet across 3 metro areas, accounting for real-time traffic, delivery windows, vehicle capacity, and driver hours-of-service constraints.

OR-ToolsPPO (RL Agent)ProphetFastAPIRedisPostgreSQL
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23%Fuel cost reduction
31%More deliveries per route
200+Vehicles optimized
99.2%On-time delivery rate
Only 3 spots per month — we're selective for a reason

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