Services
Productized engagements, not open-ended retainers
Each engagement below has a defined scope, a defined deliverable, and ends with something running in production. Book a call today.
Production-Grade AI Agents
Agents that survive contact with your team and customers.
We set up AI Agents that automate workflows costing your team hours every week — depending on requirements we can also perform evaluation, implement guardrails, and set up the observability needed for rock solid production deployments.
- Workflow discovery and scoping session
- Agent setup with tool integrations
- Eval suite and guardrails (depending on requirements)
- Deployment to AWS or GCP with monitoring (for custom-built agents only)
Private Knowledge Bases
Answers from your data, not the open internet.
Private knowledge bases grounded in your company documents, tickets, and internal wikis. Your team asks questions in plain language and gets sourced answers, without your data leaving infrastructure you control.
- Document ingestion and indexing pipeline
- Retrieval tuned on your content
- Cited answers with source links
- Access controls and audit logging
Full-Stack Web Applications
From scoping to revenue-generating product.
A complete web application built on Next.js and/or FastAPI hosted locally or in the cloud. The same engagement that produced the SAIV tool — delivered, deployed, and handed over with documentation your team can build on.
- Architecture and data modeling
- Next.js and/or FastAPI
- AWS or GCP supported for cloud deployments
- Handover documentation and walkthrough
Content & Social Automation
Publish content with less manual effort.
AI Automation that turns your media into revenue. Discovery call will determine whether this service fits your revenue strategy and timeline.
- Content strategy audit
- Automated or semi-automated video, image, and post generation
- Scheduling and multi-channel publishing
- Performance reporting
AI Readiness Audit
Find out what is actually worth automating.
A fixed-scope engagement that maps your workflows, identifies the highest-ROI automation opportunities, and returns a prioritized roadmap with effort and impact estimates — so you spend budget on the right build.
- Stakeholder interviews and workflow mapping
- Opportunity scoring by ROI and effort
- Prioritized implementation roadmap
- Executive readout session
AI Training
Level up the people you already have.
Hands-on training that takes you or your team from experimenting with AI to value creation. Live sessions built around your schedule.
- Curriculum tailored
- Live hands-on sessions
- Text, Email, and/or Slack support throughout
- Summaries and action items provided after each session
See it working
Demonstrations of the work
Walkthroughs of these systems running for real — architecture, tradeoffs, and the parts that usually break.
Production-Grade AI Agents (Masterclass)
The full walkthrough of how we architect agents that hold up under real usage.
AI Agents That Run Your Social Media
A content automation pipeline running end to end, from source material to published post.
A Private AI Assistant Over Your Own Data
How the private knowledge assistant retrieves and cites answers from internal documents.
AI Agents That Operate Your Software
Agents driving existing tools directly, replacing manual click-through work.
Keeping AI Reliable Enough to Ship
The evaluation and guardrail layer that separates a demo from a production system.
End-to-End AI Video Automation
The full automated video pipeline, from script generation through final render.
The Fundamentals of CrewAI and AgentOps
A full-length session on the agent framework and observability stack we build on.
CrewAI and AgentOps for Beginners
The ground-up introduction to multi-agent systems and how they get monitored.
Building Agents with the CrewAI CLI
Scaffolding a real agent project from the command line, start to finish.
Hierarchical Agents vs. Sequential Agents with CrewAI
Choosing the right orchestration shape for the workflow you are automating.
Intro to Ollama, Llama Stack, and AgentOps
The local-first agent stack for teams that need models running on their own hardware.
How to Set Up Llama Stack in 14 Minutes
Standing up the runtime that self-hosted agent deployments are built on.
The Origin Story of AG2
Background on the agent frameworks shaping how these systems get designed.
Ralph Loop Step-by-Step Demo
An autonomous coding loop running unattended — agents doing sustained real work.
Learn LLM-as-a-Judge in 15 Minutes
The evaluation technique behind the guardrails on every production build.
Leveraging LLMs for Technical Documentation and Unit Tests
Putting models to work on the engineering overhead that slows delivery down.
Understanding RAG Agents with Pinecone and LangChain
How retrieval-augmented generation grounds answers in your own documents.
Full-Stack Vectors with Pinecone
Wiring a vector database through a complete application, front to back.
How to Use a Local Vector Database (Node.js + Chroma + OpenAI)
Running retrieval entirely on infrastructure you control.
What is Ollama?
Local model hosting — the foundation for knowledge bases that never send data out.
How to Run DeepSeek AI Models on a Laptop
Proof of how far private, self-hosted models can go on modest hardware.
How to Deploy a Dockerized FastAPI to Cloud Run
The deployment path behind our Python-backed application builds.
Automate Deployments to GCP Cloud Run with GitHub Actions
The CI/CD pipeline that ships every project we hand over.
Learn Google Cloud Run in 8 Minutes
The serverless runtime we deploy client applications onto.
How to Run Cron Jobs on GCP Like a Pro
Scheduled work in production — the unglamorous layer that keeps systems running.
Development Containers in 5 Minutes
Reproducible environments, so the handover works on your team's machines too.
Code an OpenAI Integration with Python and Flask
Wiring a model into a real web backend rather than a notebook.
GraphQL 101 in 5 Minutes
One of the API layers we reach for when data modeling gets complex.
Code a D3.js Timeline with React + TypeScript
Custom data visualization work inside a production front end.
react-i18next in 8 Minutes
Internationalizing a React front end — one of the details that separates a shipped product from a demo.
How to Vibe Code a Custom Website
The AI-assisted build process, shown end to end on a real site.
AI Video Automation with Airtable, JSON2Video, and Make.com or n8n
A complete content pipeline driven from a spreadsheet-style backend.
Automate Video Content with Make.com + JSON2Video in 12 Minutes
The fast version of the content automation build.
Overview of Basic JSON2Video Elements
The building blocks — audio, video, and voice — behind automated video output.
How to Make #1 Songs with CrewAI and Suno
Agents generating original audio, applied to creative production work.
Suno Helped Me Create The Best Jazz Album of 2025
A long-form look at what AI-generated media can produce at album scale.
DeepSeek AI vs OpenAI Cost/Benefit Analysis
The kind of model tradeoff analysis a readiness audit produces.
What is PyTorch? THE UNOFFICIAL MOVIE
Foundational background on the framework underneath modern AI systems.
How to Train a Neuron with Python
First-principles teaching from the training curriculum.