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Field notes on shipping AI agents.

Playbooks, ROI, and how teams get agents from pilot to production, and become AI-native.

149 field notes, updated regularly

Featured field note

AI Agent Data and Privacy: What Enterprises Need to Know Before Production

A practical guide to AI agent data privacy for enterprises: what agents touch, where data leaks, and the controls that get a pilot safely into production.

Jun 23, 2026Read →
AI agents

How to Evaluate AI Agents: A Test Plan for Production

A practical framework for evaluating AI agents before you ship: build an eval set, score the steps not just the answer, and gate every deploy on real metrics.

Jun 17, 2026
LLMs & RAG

AI Agent Tooling Explained: MCP, Function Calling, and APIs

How MCP, function calling, and APIs actually fit together when you build production AI agents, the tooling layer, the tradeoffs, and what breaks at scale.

Jun 10, 2026
AI agents

How AI Agents Integrate With Your Stack (CRM, ERP, Helpdesk)

A practical guide to AI agent integration across CRM, ERP, and helpdesk systems, covering connectors, auth, data access, and the pilot-to-production reality.

Jun 4, 2026
Industry

AI Agents for Finance: FP&A, Close, and Reporting in Production

How finance teams put AI agents into production for FP&A, the monthly close, and reporting, what works, where pilots stall, and how to deploy safely.

May 29, 2026
Industry

AI Agents for HR: Screening, Onboarding, and Support That Run in Production

A practical guide to AI agents for HR, where screening, onboarding, and employee support agents earn their keep, and what it takes to get them running in production.

May 23, 2026
AI agents

AI Agents for Marketing: Use Cases and Production Workflows

A practical guide to AI agents for marketing teams: the use cases that survive production, the workflows that work, and what it takes to ship.

May 16, 2026
Automation

AI Agents for Operations Teams: Where to Start

A practical guide for ops leaders rolling out AI agents: how to pick the right first workflow, scope it, and get from pilot to production without stalling.

May 10, 2026
Industry

How AI Agents Are Reshaping Customer Support Teams

AI agents are changing how support teams work, not by replacing them, but by absorbing repetitive tickets. Here's what production deployment actually takes.

May 4, 2026
AI agents

Agentic AI Trends to Watch in 2026: From Pilot to Production

The agentic AI trends that matter in 2026 are about getting agents to production: evals, memory, governance, and ROI inside real workflows.

Apr 28, 2026
AI agents

The State of AI Agents in 2026: What's Actually Working

A grounded look at the state of AI agents in 2026, what reaches production, where pilots stall, and the patterns separating working deployments from demos.

Apr 21, 2026
AI

Chatbot ROI: The Real Reason Your Bot Isn't Saving Money

Most chatbots stall before they ever pay back. Here's why chatbot ROI breaks at the pilot-to-production line, and what it takes to fix the math.

Apr 15, 2026
AI-native

Why Buying an AI Platform Won't Make You AI-Native

Becoming AI-native isn't a license you buy. It's the discipline of shipping agents into production inside your real workflows, data, and stack.

Apr 9, 2026
AI agents

AI Agent Myths vs. Reality: What Enterprise Buyers Get Wrong

A practical breakdown of the most common AI agent myths and the production reality enterprise buyers face when taking agents from pilot to live workflows.

Apr 2, 2026
AI agents

7 Reasons AI Agent Projects Fail (and How to Avoid Them)

Most AI agent projects die between the demo and production. Here are the seven failure modes that kill them, and the operating decisions that get agents shipped.

Mar 27, 2026
AI agents

How to Run an AI Agent Pilot That Actually Ships to Production

A practical playbook for running an AI agent pilot that reaches production: scope tight, instrument from day one, and design the handoff before you start.

Mar 21, 2026
Automation

The AI Agent Implementation Checklist for Ops Leaders

A practical AI agent implementation checklist for ops leaders: scope, data access, guardrails, eval, deployment, and the metrics that get an agent into production.

Mar 15, 2026
AI agents

How to Scope Your First AI Agent Project (Without It Dying in Pilot)

A practical guide to scoping your first AI agent project so it survives the jump from demo to production: picking the workflow, defining done, and planning for failure.

Mar 8, 2026
AI agents

A 30-60-90 Day Plan for Your First AI Agent Deployment

A concrete 30-60-90 day plan to take your first AI agent from idea to running in production inside real workflows, with the milestones and guardrails that matter.

Mar 2, 2026
Automation

Startup automation stack, explained

Learn how startup automation full stack explained non drives results for US businesses. AI agents + top 1% engineers, starting at $35/hr. Get a free assessment.

Feb 24, 2026
AI agents

How to Write a Great AI Agent System Prompt

A practical guide to writing AI agent system prompts that survive production, role, tools, guardrails, and the iteration loop that turns a demo into a reliable agent.

Feb 24, 2026
AI agents

Ai Agent Development Stack for Business

Learn how ai agent development stack drives results for US businesses. AI agents + top 1% engineers, starting at $35/hr. Get a free assessment.

Feb 17, 2026
AI agents

Agentic Replace Jobs for Business

American workforce of 2030 will look fundamentally different from today, with agentic AI serving as colleague, tool, and competitor across diverse sectors of the economy.

Oct 8, 2025
AI agents

Agent Kelly Is Out To Change US Healthcare

Sep 25, 2025
AI agents

AI Agent Frameworks: Choose the Right One for Your Business

Selecting the right AI agent framework represents one of the most critical technology decisions your business will make in 2025. Agentic frameworks are the building blocks for developing, deploying and managing AI agents.

Sep 18, 2025
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