Notes from the work.
Recorded walkthroughs of workflows we build, written up so you can read, watch, or skim them.
Searches titles, chapters and everything said in the videos. j and k move through the list.
Integrating Jev for Fast PatchOps Argument Validation
Solved Systems uses Jev to validate PatchOps arguments before tool calls. The process returns a decision and confidence score in 240 milliseconds, helping protect write calls from bad or poisoned input.
Watch 6 minRead 4 min
Pricing AI in Barrels: Why We Denominate Tokens in Energy
We built a live ticker that converts commodity prices into AI tokens. Here's the methodology behind it — and why the connection between energy markets and AI compute is more than a gimmick.
Read 6 min
How We're Using Reinforcement Learning Principles to Build Better Oil & Gas Tools
PatchOps is building a connector eval system that applies the same task-and-verify loop behind modern AI training to continuously improve the quality of our MCP tools for the energy industry.
Read 5 min
Paylocity to Active Directory: Automating Employee Lifecycle Sync for Mark-Taylor Residential
How we built an automated employee lifecycle system that bridges Paylocity HR data with both cloud and on-premises identity infrastructure, eliminating manual IT overhead and notification noise.
Read 5 min
How We Made Keyframe Editing Feel Like Moving a Camera
We replaced nine property tracks and manual number entry with a visual framing overlay that lets you drag a rectangle on the video preview to control zoom and pan keyframes.
Read 4 min
How We Replaced Hardcoded Video Templates with AI-Generated Layouts
We had 48 hardcoded Remotion templates that made every client's video look the same. Here's how we replaced them with an AI-driven scene description language that treats layout as data — and never wrote another template again.
Read 8 min
How We Cut Token Consumption by 98% Moving from Tool Calling to Code Execution
Every MCP tool call was flooding our context window with raw JSON. By shifting to server-side code execution, we reduced token consumption by 95-99% across our energy industry API integrations.
Read 8 min
How We Automated 200+ Daily Tasks for an Oil & Gas Company
From 40+ manual spreadsheets to intelligent automation. A case study in systematic workflow transformation.
Read 3 min
Tell us about your workflow
If it is not in the notes yet, describe it in a sentence. We will draw it back to you, and show where it stalls.
One task your team does by hand is enough. We will sketch the automated version in about a minute.