By the Numbers
20+
Products Built
$30k
Bootstrap Budget
9
Months
25
Services
823+
API Endpoints
300GB+
VRAM
100%
Success Rate
DreamDraper
Technical Innovations
Novel approaches and architectures developed from first principles.
Cognitive Context Curation (C³)
A dynamic system that intelligently curates, ranks, and injects contextual knowledge into AI conversations — enabling deep, multi-turn reasoning without token bloat.
Dynamic Model Expansion Surgery
A technique for surgically expanding pre-trained model architectures at runtime — adding new capability layers without retraining from scratch.
Nested Memory Cortex
A hierarchical memory architecture that mirrors human cognition — short-term, working, and long-term memory layers with automatic consolidation and retrieval.
Intelligent Routing Layer
A smart orchestration layer that analyzes incoming requests and routes them to the optimal AI model or pipeline based on task complexity, cost, and latency requirements.
Custom Observability Stack
A purpose-built monitoring system for AI workloads — tracking token usage, model performance, inference latency, and system health across the entire constellation.
SigLIP Vision Projector
A custom vision-language bridge using SigLIP embeddings projected into LLM latent space — enabling multimodal understanding for domain-specific visual tasks.
Systems & Deployments
Production systems built, deployed, and maintained.
Mnemon
Persistent memory engine with hierarchical storage, semantic search, and automatic knowledge consolidation across AI sessions.
Ogma
Agentic AI assessment platform — architecture audits, business analysis, portfolio reviews, and self-improvement workflows.
Dream Draper
AI-powered furniture visualization platform with fabric simulation, room rendering, and real-time design tools.
KrAIvis
M&A intelligence platform — agentic document analysis, Excel/PowerPoint generation, and multi-model validation pipelines.
ARIA
AI command center for orchestrating multi-model conversations, task delegation, and real-time system monitoring.
Aratta Gateway
Unified API gateway managing authentication, rate limiting, and intelligent routing across 25+ microservices.
Neural Mesh
Inter-AI communication network enabling real-time message passing, entity discovery, and distributed coordination.
Torus Flow
Data pipeline orchestration system for ETL workflows, model training pipelines, and automated data quality checks.
Security Center
Centralized security management — JWT authentication, RBAC policies, encryption, and audit logging across all services.
Akasha
Knowledge management system with vector search, epistemic state tracking, and automated document ingestion and curation.
Infrastructure
Full-stack deployment infrastructure — Docker Compose orchestration, Nginx reverse proxy, SSL, monitoring, and automated backups.
Technical Stack
AI/ML
Hardware
Platforms
Engineering
Security
Deployment
Experience
Founder & AI Systems Architect
SCRI AI · May 2025–Present
- Built 20+ production AI systems from zero coding experience
- Architected a 25-service microservice constellation
- Designed novel AI techniques including C³ and Dynamic Model Expansion Surgery
Aviation Electronics Technician
U.S. Marine Corps
- Maintained and repaired complex avionics systems
- Developed systematic troubleshooting and diagnostic expertise
- Built discipline, precision, and mission-critical reliability mindset
Interested in working together?
“In the age of AI, answers are no longer the hard part. The right questions are.”
— Founder, SCRI AI