Software and AI that still works Monday morning.
Small team, long résumés. The same people take a feature from requirements to production and answer when something breaks at an awkward hour. Comfortable with security, software, and compliance, and allergic to theater.
Build, operations, and AI from one team, not three vendors in a thread.
Core CapabilitiesSoftware Engineering
Product and platform work that survives real traffic: APIs, releases you trust, and interfaces people actually use. Built for the next feature, not only the next deadline.
- Custom Builds
- Scalability Strategy
- Legacy Refactoring
IT Support and Remote Management
Microsoft 365, Google Workspace, and the rest of your estate: monitored, patched, and explained in plain language. We try to spot trouble before your team opens another IT ticket.
- M365 & Google Workspace
- 24/7 Monitoring
- Managed Security
AI Enablement
From pilot to production: LLMs connected to your systems with MCP, tight tool boundaries, and humans in the loop, so automation saves time instead of inventing new risk.
- MCP Server Design
- Workflow Automation
- Internal LLM Systems
AI that survives real workdays
We wire language models into your systems with MCP (Model Context Protocol), automation, and humans who can still say no. The point is fewer copy-paste hours, not a demo that dies in production.
GET /mcp/v1/servers/inventory
AUTHORIZATION: BEARER WM_SECURE_TOKEN
STATUS: 200 OK, ACTIVE ENABLEMENTFind the real bottlenecks
Where automation saves time, and where it would just add risk.
MCP implementation
Controlled access to the databases, files, and tools your staff already trust.
Agent-style workflows
Repeatable loops for high-volume tasks, with logging and ways to stop the run.
Tune and trim
Cost, latency, and answer quality based on what people actually use.
We want systems you can explain, swap out, and still sleep after deploying.
Written first
We protect focus time. Decisions land in writing so everyone sees what was promised and shipped.
Modular design
Small pieces, clear boundaries: easier to test, replace, and grow without rewiring everything.
Speed that holds up
Fast code and fast delivery matter, but not if observability or security gets traded away. Whoever is on call should not pay for shortcuts.
Plain feedback
We say when an idea is a bad fit and still help you move. Better a correct fix than a quick patch nobody wants to own.
Want to talk it through?
Send a short note about what broke, what you are building, or what you are unsure about. We reply with a concrete next step.
Meet us