Available for Projects · 2025

We build software that ships.

A team of engineers with 20+ years in public and private industry — now building AI agents, MCP servers, and intelligent automation on AWS, Azure, and GCP for businesses across North America.

Claude · GPT · Gemini · Llama AWS · Azure · GCP MCP · LangChain · CrewAI
ClinicMcpServer.cs
live
using ModelContextProtocol;
using Anthropic.SDK;

[McpServerToolType]
public static class ClinicTools
{
  [McpServerTool, Description("Summarize patient intake")]
  public static async Task<string> SummarizeIntake(int patientId)
  {
    var intake = await db.GetIntake(patientId);
    return await claude.Summarize(intake,
      model: "claude-opus-4-7");
  }

  [McpServerTool]
  public static Task BookAppointment(DateTime when, int providerId)
    => scheduler.Book(when, providerId);
}
MCP server · 2 tools · 184ms p50

What our work has shipped

5–8 min
saved per provider visitAI-powered patient intake summarization
184 ms
MCP server p50 latencyProduction tool calls, audited and traced
3 clouds
AWS · Azure · GCPMulti-cloud delivery with no vendor lock-in
20+ yrs
inside Fortune-500, telecom & govEnterprise pedigree on every engagement
0+
Years of Experience
0+
Projects Delivered
0
Cloud Platforms — AWS · Azure · GCP
0+
AI Frameworks We Ship With
What we do

Services built for the AI-native era

From autonomous agents and MCP servers to enterprise full-stack apps and multi-cloud infrastructure — we ship across the whole modern AI stack.

AI Agents & Automation

Custom AI agents that handle the work humans shouldn't have to.

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MCP Server Development

Custom Model Context Protocol servers that connect AI to your tools.

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RAG & Knowledge Systems

Knowledge bases that actually answer the question.

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Full-Stack Web Applications

Enterprise-grade web apps with modern architecture.

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Healthcare & Clinic Software

HIPAA-aware, Alberta-aware patient and clinic systems.

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Cloud & DevOps — AWS, Azure, GCP

All three major clouds. Real infrastructure, not just slideware.

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Selected work

Things we've actually shipped

Production systems, not slideware. Live sites, published apps, deployed AI.

View all projects

Upload internal documents, contracts, or knowledge bases — ask questions, get sourced answers with citations. Hybrid retrieval with re-ranking, eval harness, audit trail.

PythonLangChainpgvectorOpenAIClaudeFastAPI

Online booking, AI-driven patient intake summarization, automated reminders, and a real-time front-desk queue dashboard. Designed for primary care and specialty clinics.

.NET CoreAngularPostgreSQLTwilioAnthropic Claude
How we work

From idea to live system in weeks, not quarters

Four stages. Tight feedback loops. Demoable software at every step.

01

Discovery

We learn your business and pain points — typically a single 60-minute call plus async follow-ups.

02

Design

We prototype fast, get your feedback, and lock scope before we write production code.

03

Build

AI-accelerated engineering: weekly demos, real working software, no surprises at the end.

04

Launch & Support

We deploy, monitor, and iterate. Optional retainer for ongoing improvements and AI tuning.

Our toolbox

Built with the full modern stack

Three rows. Three speeds. Every logo is something we've shipped to production — across all three major clouds and the entire current AI ecosystem.

Cloud & DevOps
AWS
Lambda, ECS, Bedrock, SageMaker
Azure
App Service, AKS, Azure OpenAI, AI Foundry
GCP
Cloud Run, GKE, Vertex AI, BigQuery
Vercel
Edge + frontend deploys
Cloudflare
Edge, R2, Workers
Docker
Containers everywhere
Kubernetes
EKS / AKS / GKE
Terraform
Infra as code
GitHub Actions
CI/CD
AWS
Lambda, ECS, Bedrock, SageMaker
Azure
App Service, AKS, Azure OpenAI, AI Foundry
GCP
Cloud Run, GKE, Vertex AI, BigQuery
Vercel
Edge + frontend deploys
Cloudflare
Edge, R2, Workers
Docker
Containers everywhere
Kubernetes
EKS / AKS / GKE
Terraform
Infra as code
GitHub Actions
CI/CD
AI & ML
Anthropic Claude
Sonnet 4.6 / Opus 4.7
OpenAI
GPT-4.x, o-series, Realtime
Google Gemini
1.5 / 2.0 Pro & Flash
Llama
Self-hosted via vLLM
Mistral
Open-weight options
MCP
Model Context Protocol
LangChain
Composable LLM apps
LangGraph
Stateful agent graphs
CrewAI
Multi-agent teams
AutoGen
Multi-agent conversations
Pinecone
Managed vector DB
Weaviate
Open-source vectors
pgvector
Vectors in Postgres
ElevenLabs
TTS voices
Whisper
Open STT
LangSmith
LLM observability
Anthropic Claude
Sonnet 4.6 / Opus 4.7
OpenAI
GPT-4.x, o-series, Realtime
Google Gemini
1.5 / 2.0 Pro & Flash
Llama
Self-hosted via vLLM
Mistral
Open-weight options
MCP
Model Context Protocol
LangChain
Composable LLM apps
LangGraph
Stateful agent graphs
CrewAI
Multi-agent teams
AutoGen
Multi-agent conversations
Pinecone
Managed vector DB
Weaviate
Open-source vectors
pgvector
Vectors in Postgres
ElevenLabs
TTS voices
Whisper
Open STT
LangSmith
LLM observability
App Stack
.NET Core
Enterprise services
Angular
Enterprise SPAs
React
Component UIs
Next.js
App Router + RSC
TypeScript
Strictly typed
Python
AI + data
FastAPI
Async Python APIs
Node.js
JS runtime
PostgreSQL
Primary RDBMS
MongoDB
Document store
Redis
Cache + queues
Cosmos DB
Azure NoSQL
BigQuery
Analytics warehouse
Stripe
Payments
Tailwind CSS
Utility-first styling
shadcn/ui
Accessible primitives
.NET Core
Enterprise services
Angular
Enterprise SPAs
React
Component UIs
Next.js
App Router + RSC
TypeScript
Strictly typed
Python
AI + data
FastAPI
Async Python APIs
Node.js
JS runtime
PostgreSQL
Primary RDBMS
MongoDB
Document store
Redis
Cache + queues
Cosmos DB
Azure NoSQL
BigQuery
Analytics warehouse
Stripe
Payments
Tailwind CSS
Utility-first styling
shadcn/ui
Accessible primitives
Free 30-min consultation

Ready to build something intelligent?

Let's talk about how AI agents, MCP servers, and modern cloud architecture can transform your business. We'll scope, estimate, and ship.