Technical Stack

Technical Stack

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Languages

Language	Usage
Python	Primary language — simulations, data processing, report generation, ML pipelines
Prolog	Risk factor reasoning engine (Lean Dream)
HTML/CSS	Street Math screenplays, responsibility reports, market exit reports
NetLogo	Sugarscape agent-based simulations
R	Statistical reference scripts
Markdown (Marp)	Presentations

Python Libraries

Library	Used In
numpy	Simulations, statistical modeling
matplotlib	Visualizations across all projects
seaborn	Responsibility Futures reports
pandas	Data processing, CSV I/O
scipy	Capital lifecycle model (skewnorm, logistic curves)
scikit-learn	ML pipelines (planned)
spaCy	NLP processing (planned)
Pillow	Street Math screenplay image generation
tqdm	Pickleball simulation progress bars

Cloud & AI Services

Service	Usage
AWS Bedrock (Claude)	Agentic Procurement decision-making
AWS Lambda	Serverless compute (planned)
AWS DynamoDB	Data storage (planned)
AWS EventBridge	Event-driven workflows (planned)
Gemini 2.5 Pro	Prolog script generation from risk factors
Claude 3.5 / GPT-4	AI-assisted development prompts

Data & Visualization

Tool	Usage
Tableau	Dashboard visualization for Dark Campus, Pickleball, Sugarscape, Schrodinger's Fish
Elasticsearch	Risk data indexing (planned)
D3.js	Interactive frontend visualizations (planned)
React	Progressive web apps (planned)

Standards & Frameworks

Standard	Application
ISO 31000	Risk management framework — implemented as 17-CSV data model
ISO 31010	Risk assessment techniques — taught through Street Math screenplays
FHIR (HL7)	Healthcare data integration (Family FHIR, Sugar Oracle)
PFMEA	Process Failure Mode and Effects Analysis for underwriting cycles
SOA/CAS	Society of Actuaries / Casualty Actuarial Society exam standards

Key Integrations

LinguaLint (NLP) ──→ RiskRunners.com (10-K risk factors)
                          │
                          ▼
                    Lean Dream (Prolog) ──→ Queryable risk predicates
                          │
Cortext.io (Event Codes) ─┤
                          ▼
              Responsibility Futures (R = I/N) ──→ HTML/PNG reports
                          │
                          ▼
                    Account Ninja (planned) ──→ Financial decisions from R-scores