My AI Agents Wasted $1,000 Until I Did This

Описание: Context engineering is the difference between AI agents that hallucinate and AI agents that work in production. Most people building agentic workflows focus on models and prompts and then wonder why their systems dont function the way they need them to.

In this video you'll understand why this is a vital process and you'll get a free tool to help you through it.

TIMESTAMPS:
00:00 - Why Your AI Hallucinates
03:10 - What Is Context Engineering
06:30 - Step 1: Definition of Done
09:13 - Step 2: Map Your Process
13:32 - Step 3: Organize Context
15:56 - Step 4: Create Prompts
17:15 - Step 5: Assemble Workflow
20:31 - Step 6: Test and Iterate
23:13 - Production Guardrails
25:33 - 6-Step System TLDR
26:31 - Free Tool Walkthrough

Download the context builder: https://drive.google.com/drive/folder...

-- Work with atomicOps:
🤝 Ready to transform your business? Let's talk: https://bit.ly/3TinLo5
🚀 Join the community → https://bit.ly/4okIaaa
💡 Add me on LinkedIn -   / mansel-scheffel  

[ABOUT ME]

If you're new here — I’m Mansel.

In 2011, I left South Africa with nothing but a laptop and a digital piano.

I taught myself IT, broke into cybersecurity in London, and built two consulting businesses — one in cyber, one in cloud — scaling solo to $52K+/month.

Today, I run atomicOps, an AI consultancy based in New York where we help mid-market companies turn AI chaos into scalable systems as a transformation partner.

I also help AI Automation Experts escape underpaid gigwork and build $25K+/month businesses using the same frameworks I used to scale mine.