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Real opinions about what AI is getting right and wrong for operators in 2026, written by us, in our own voice, not a content calendar. Plus the occasional teardown of something Izzy built and what it taught us.

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It's not the tools. It's the shape
The Operator Shift · Izzy A

It's not the tools. It's the shape

AI didn't just make our work faster. It changed what our work actually is, and what makes a business or a person valuable now.

July 3, 20264 min read

Articles

Claude Code Dynamic Workflows Explained
Orchestration Playbooks · Izzy A

Claude Code Dynamic Workflows Explained

Single-window AI breaks at scale , context degradation hits 85%, self-bias skews results by 50%. Dynamic workflows in Claude Code fix this by...

Jun 2711 min
Stop Prompting AI: Why Autonomous Loops Drive Real ROI
Orchestration Playbooks · Izzy A

Stop Prompting AI: Why Autonomous Loops Drive Real ROI

Prompt engineering is the wrong paradigm. Learn how Dev, RevOps, and HubSpot teams are maximizing ROI by replacing single prompts with autonomous AI loops.

Jun 1117 min
HubSpot Agent CLI vs MCP vs Custom API: Which Wins?
Orchestration Playbooks · Izzy A

HubSpot Agent CLI vs MCP vs Custom API: Which Wins?

HubSpot Agent CLI vs MCP vs Custom Skill: Which is best for your CRM? Discover the setup times, limits, and winning architecture for your Claude Code agents.

Jun 842 min
How to Build an AI-Native Company: The YC Blueprint
The Operator Shift · Izzy A

How to Build an AI-Native Company: The YC Blueprint

Discover YC Partner Diana Hu’s framework for AI-native companies. Learn how closed loops, token maxing, and lean org charts drive 5.7x more revenue.

May 2015 min
AI-Native RevOps: A 12-Month Roadmap to Transform Revenue
RevOps & Revenue · Izzy A

AI-Native RevOps: A 12-Month Roadmap to Transform Revenue

Stop doing AI theater. Discover how to build a true AI-native RevOps strategy with our 12-month roadmap. Fix your CRM data and automate core workflows today.

May 1917 min
Claude Code for RevOps: Automate Pipeline Cleanup in 30 Mins
Orchestration Playbooks · Izzy A

Claude Code for RevOps: Automate Pipeline Cleanup in 30 Mins

Learn how to automate RevOps workflows like pipeline cleanup and territory reporting using plain English with Claude Code. No coding experience required.

May 1816 min
Stop AI Hallucinations in RevOps with Eval Datasets
Agent Trust & Guardrails · Izzy A

Stop AI Hallucinations in RevOps with Eval Datasets

AI hallucinations cost businesses billions. Learn why vibe coding in RevOps is dangerous and how to build a production-grade eval dataset in just one week.

May 1812 min
AI Agents Are Redefining Databases: 5 Major Shifts
Signal (Tool & Model Watch) · Izzy A

AI Agents Are Redefining Databases: 5 Major Shifts

AI agents don't use data as humans do. Discover the 5 major shifts transforming databases from passive systems of record into active execution environments.

May 1717 min
The AI RevOps Stack: 10 Trending GitHub Repos You Need (2026)
RevOps & Revenue · Izzy A

The AI RevOps Stack: 10 Trending GitHub Repos You Need (2026)

Move beyond basic prompting. Discover the top open-source GitHub repos, from agent memory to stealth browsers, essential for automating your RevOps workflows.

May 1712 min
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