Healthcare
HIPAA
Medical Image Triage System
CNN classifier that triages medical images by confidence level, routing to the right physician queue with a full HIPAA-compliant audit trail. The model is 20% of the story. The production system around it is 80%.
TensorFlow
EfficientNetB0
SageMaker
Lambda
DynamoDB
SNS
Cognito
KMS
ML Pattern
Computer Vision, CNN transfer learning with confidence-based triage routing
Architecture
S3 ingest → Lambda → SageMaker endpoint → SNS routing → DynamoDB audit trail
Governance
No raw image retention post-classification, KMS encryption, Cognito RBAC, drift monitoring
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Financial Services
SR 11-7
Transaction Anomaly Detection
Autoencoder flags suspicious transactions in real-time. When it flags one, a LangGraph investigation agent pulls customer history, checks merchant risk, and generates a natural language investigation summary. Not just a score, but an explanation.
PyTorch
LangGraph
LangChain
Bedrock Claude
Kinesis
ECS Fargate
SageMaker
DynamoDB
ML Pattern
Autoencoder anomaly detection + agentic investigation with feature-level explainability
Architecture
Kinesis → Lambda scoring → SQS → ECS Fargate (LangGraph) → SNS fraud alerts
Governance
SR 11-7 compliant: model documentation, validation, drift monitoring, feedback retraining loop
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Government & Legal
FedRAMP
Legal Document Classification & Risk Scoring
A multi-agent system that classifies legal documents, extracts and scores high-risk clauses, cross-references regulations, and generates plain-English attorney briefings. Parallel agent execution cuts processing time in half.
PyTorch
DistilBERT
LangGraph
LangChain
Bedrock Claude
Textract
ECS Fargate
SageMaker
ML Pattern
Fine-tuned transformer (DistilBERT) + 3 parallel LangGraph agents for legal analysis
Architecture
S3 → Textract → SageMaker → ECS (LangGraph fan-out/fan-in) → SQS attorney queues
Governance
FedRAMP-aware: KMS encryption, CloudTrail audit, Cognito RBAC, 7-year retention
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Financial Services
MRM, 8 Guardrails
ShootItPicks
A live, revenue-generating NFL analytics SaaS with paying subscribers. 5-step Chain of Thought AI pipeline with MRM confidence calibration enforcing 8 guardrails before any pick reaches a user. This is a business.
LangChain
Monte Carlo CVaR
8 Lambdas
API Gateway
Cognito
DynamoDB
S3/CloudFront
Stripe
ML Pattern
5-step Chain of Thought pipeline with MRM confidence calibration layer
Architecture
Fully serverless: 8 Lambdas, API Gateway, Cognito auth, DynamoDB, S3/CloudFront
Business
Revenue-generating SaaS with Stripe billing, tiered subscriptions, paying customers
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Financial Services
SR 11-7
FinTech AI
Hedge fund intelligence platform with three LangGraph agents, Monte Carlo CVaR risk engine with fat-tail distributions, and a full SR 11-7 Model Risk Management framework: 6-model inventory, PSI drift detection, CRO report generator.
LangGraph
Monte Carlo CVaR
Bedrock
Titan Embeddings
FAISS
Streamlit
ML Pattern
3 LangGraph agents with shared state: market analysis → risk assessment → portfolio mgmt
Risk Engine
10,000 Monte Carlo simulations, fat-tail mixture distribution, 5 historical stress scenarios
Governance
SR 11-7: 6-model inventory, independent validation, PSI drift, immutable audit log
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Education
FERPA
EduAI Connect
FERPA-compliant education AI that helps teachers proactively identify at-risk students. Multi-agent RAG on Amazon Bedrock with LangGraph orchestration and HyDE query transformation for improved retrieval quality.
Amazon Bedrock
Claude 3 Sonnet
Titan Embeddings
LangGraph
FAISS
HyDE
CDK
ML Pattern
Multi-agent RAG with HyDE query transformation and LLM-based re-ranking
Architecture
Bedrock agents, FAISS vector store, LangGraph StateGraph, S3, Lambda, API Gateway
Governance
FERPA: Bedrock Guardrails PII filtering, KMS CMK encryption, least-privilege IAM
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