AI Agent & Skills Infrastructure

Project at a glance

Challenge: Repeated procedures and separately maintained integrations.
My delivery: Integration services, skills, schedules, and reusable alerts.
Business value: Greater consistency and a maintainable foundation for business workflows.

Process overview: from incoming information to team use.

The challenge

As the team adopted AI, different accounts and tasks needed access to the same systems and consistent operating procedures. The challenge was supporting ongoing work beyond isolated prompts.

My contribution

I designed the architecture, configured VPS services, organized the skills library, and maintained integrations and schedules. Implementation was AI-assisted, with my review and ownership of technical decisions.

I turned recurring routines into components with defined instructions and interfaces. This organization supported reuse across workflows, made the component responsible for each step easier to identify, and supported integration maintenance beyond the history of AI conversations.

The solution

Authenticated MCP services exposed purpose-built tools for business systems.
A library of 24 packaged skills organized reusable processes, with version control and authoritative source material.
Schedules, completion markers, and task handoffs supported recurring workflows.
Internal alerts and dependency checks made issues requiring intervention visible. I separated public-web research from operational customer data.

Different skills, different business goals

The shared infrastructure supported specialized real estate routines. Each skill combined a defined task, relevant sources, and an expected output; client-facing material remained subject to review.

Documents and MLS listings. Skills supported form and document completion and new-property entry in the Multiple Listing Service (MLS). The listing and transaction case covers the preparation and review workflow.
Condominium updates. Recurring research supported relevant updates for condominium owners and clients considering a sale, giving the team material for more informed client communication.
Mortgage-rate updates. A separate routine gathered mortgage-rate information to support conversations about financing conditions and property decisions.
Biweekly newsletter. Research and content preparation supported the newsletter’s editorial cycle. The content-production case explains the broader adaptation and review process.
Social comments. Social-channel checks supported comment handling and response preparation, helping the team keep up with audience interactions.
Google presence and reviews. Dedicated routines supported review requests and Google Business Profile management, organizing recurring work around the business’s public presence.

Business value

I created a shared foundation for reusing procedures and connecting sales, content, and document workflows. Organizing versions, interfaces, and alerts made maintenance easier and reduced dependence on instructions scattered across conversations.

Expanded sample deliverable

Editorial package produced by a skill

Fictional content, properties, contacts, and figures. Recreated deliverable structure, without client data or actual results.

Real estate update · Material for review and distribution

Open each section to explore the complete deliverable.

01Routine brief and deliverables

Goal and audience

Prepare content for owners and buyers about common condominium questions and purchase planning. The package connects research to email, blog, and social-post preparation, with editorial review before distribution.

Input	How it shapes the output
Approved topic and final transcript	Email and copy aligned with final content.
Audience and objective	Owner-focused language and an invitation to talk.
Reviewed property information	Editorial block for property opportunities and updates.

02Email ready for review

Subject and preview

Subject: your next property starts with the right questions.
Preview: association costs, planning, and what to consider before deciding.

Newsletter body

Buying or selling a condominium involves more than comparing layouts and prices. Understanding what fees cover, which documents are available, and how the property compares with alternatives helps prepare a more productive conversation.

In this edition: cost questions, property-comparison considerations, and points to discuss with your agent.

For owners: organize association information and property differentiators before the presentation.
For buyers: assess total cost and ask about details that could change your decision.

Let’s talk: reply with your main question so the team can help plan the next step.

03Adaptations for other channels

Blog · prepared opening

Title: what to clarify before buying or selling a condominium.
Property comparisons become more useful when they include costs, documentation, and features relevant to each client’s goals. A question list helps turn interest into an informed decision.

Social channels · adapted copy

What does the association fee cover? Before comparing price alone, understand property costs and documentation. Bring your questions to your next agent conversation.

Video · title options

Condominiums: questions to ask before deciding
Beyond price: comparing properties
Is your property ready to present?

04Review and reuse

Check	Delivery criterion
Editorial consistency	Copy reflects the topic and final content version.
Property information	Details reviewed before inclusion.
Human approval	Publishing and sending require the responsible team.

Other routines on the same infrastructure

Separate skills prepared documents and MLS entries, mortgage updates, comment follow-up, and Google review tasks. Each had its own objective and output format.

Applied capabilities

Integration architecture, VPS operations, MCP, authentication, orchestration, version management, and access-boundary design.