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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