StaxEdge.

Core Competencies

• ▸ Custom AI agent development (LLM + tool-use)
• ▸ Private & on-prem AI deployment (GovCloud-ready)
• ▸ Real-time / edge inference systems
• ▸ RAG pipelines, embeddings, fine-tuning
• ▸ Custom web apps & APIs (FastAPI, Next.js)
• ▸ Workflow automation & legacy modernization
• ▸ DevSecOps & cloud delivery (AWS, Azure, GCP)
• ▸ Counter-UAS / edge detection (in development)

Differentiators

• ▸ USMC veteran-led — mission discipline applied to delivery; direct engineer access on every engagement.
• ▸ In-house dual-GPU AI lab (28GB VRAM) — rapid prototyping with no external API dependency for sensitive data.
• ▸ Production AI experience — built and operates DayEdge, a real-time AI trading platform (FastAPI / Next.js / Postgres / Ollama). Edge detection in active development.

Past Performance & Key Personnel Experience

1. DayEdge— End-to-end AI trading platform with 7-scanner composite scoring, ML ranking, and Claude-driven trade review. FastAPI / Next.js / Postgres+pgvector / Redis / Celery / Ollama. Sole architect & engineer. 2025–present.
2. Edge Detection System — Real-time local inference system; sensor-fused detection. In development. 2026–present.
3. Personal AI Infrastructure — Operates a dual-GPU on-prem AI stack with Ollama, vector search, document ingestion, and orchestration agents in production daily use.

Company Data