Insights on intelligent automation.

Strategy, implementation, and lessons from building AI workflows for modern businesses.

How We Made Keyframe Editing Feel Like Moving a Camera

ARTICLE | 4 MINUTE READ

How We Made Keyframe Editing Feel Like Moving a Camera

Martin Rodriguez

Martin Rodriguez

Fullstack Developer

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Feb 23, 2026

How We Replaced Hardcoded Video Templates with AI-Generated Layouts

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.

Martin Rodriguez

Martin Rodriguez

Fullstack Developer

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How We Cut Token Consumption by 98% Moving from Tool Calling to Code Execution

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.

Jeff Bernard

Jeff Bernard

Founder & Automation Architect

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How We Automated 200+ Daily Tasks for an Oil & Gas Company

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.

Jeff Bernard

Jeff Bernard

Founder & Automation Architect

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