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The Operator

I build control systems for AI — not prompts. Frameworks that measure compliance, collapse output variance, and make LLM behavior predictable. The Override Manual and BSP ship here.

italy Joined on Oct 6, 2026 https://coldriver8.gumroad.com

Work

Independent — Operational Systems & Automation Tools

Nov 1

Your AI isn't limited. It's compliant. These are not the same problem.

#ai #promptengineering #chatgpt #llm

3 min read

Nov 1

I ran 200 prompts through a statistical compliance framework. Here's what failed.

#ai #llm #machinelearning #testing

3 min read

Oct 30

Stop Telling Your AI What Format You Want. Start Writing It.

#ai #promptengineering #chatgpt #productivity

4 min read

Oct 19

Repurposing One Piece of Content into a Week of Posts with an AI‑Driven Workflow

#ai #automation #content #workflow

4 min read

Oct 12

Building Context-Aware AI Agents That Understand User Intent: Beyond Simple Prompt Engineering

#ai #llm #agents #engineering

4 min read

Oct 10

Securing AI Agents: Enforce Boundaries Outside the Model, Not Inside the Prompt

#ai #security #llm #devops

4 min read

Oct 10

Testing AI Agent Guardrails Before Production: A Practical Playbook

#ai #llm #security #testing

4 min read

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