Blog

Making AI agents reliable.

One article per way an agent actually gets stuck, and what makes it stop happening.

Guide · 6 min

Why Your Browser Agent Fails at Login, and What Actually Works

Browser agents fail at login screens for four predictable reasons. Here is each one, how to tell them apart, and the pattern that stops the same login from failing twice.

Guide · 5 min

AI Agent Stuck on a CAPTCHA: The Honest Answer

CAPTCHA solvers are a losing race and increasingly a legal risk. Here is why agents hit CAPTCHAs, what to do instead, and how to make it happen less often.

Guide · 5 min

How to Handle 2FA in an AI Agent Without Breaking Security

Two-factor authentication stops agents by design. Here is how to let an agent pass a 2FA step without sharing codes, storing secrets, or turning 2FA off.

Guide · 5 min

Your Agent's Session Expired Mid-Task. Here Is Why It Keeps Happening

Agents that were signed in an hour ago get bounced to a login halfway through a run. The causes are mundane and fixable. Here is the checklist.

Guide · 4 min

The Cookie Banner That Silently Breaks Your Agent

Consent banners cover the button your agent needs, and the agent keeps clicking underneath them. Here is why it is so common and how to make it stop for the whole fleet.

Guide · 6 min

Selector Rot: Why Your Playwright Agent Broke After the Site Redesign

Selectors are a snapshot of a page on one afternoon. Here is which kinds break, which survive, and how to stop rewriting them every time a vendor ships a redesign.

Guide · 5 min

Your LangChain Agent Is Stuck in a Loop. Here Is What It Is Actually Doing

An agent repeating the same tool call is not confused, it is trapped by a wall it cannot see past. Here is how to detect the loop, stop it cheaply, and route it to a human before it burns your budget.

Guide · 5 min

CrewAI Task Never Completes: Diagnosing the Silent Hang

A CrewAI crew that runs for twenty minutes and returns nothing is usually one agent waiting on a wall. Here is how to find which one and what to do about it.

Guide · 6 min

How to Hand an AI Agent's Task to a Human Without Losing the Session

Escalating to a person usually means the human starts from scratch in their own browser. Here is the pattern where they take over the agent's live session instead, and the agent resumes afterwards.

Guide · 6 min

What Is a Compiled Skill, and Why It Beats Recording a Human

Recording a person's fix as a macro breaks the next time the page moves. Compiling it into a procedure written as intent does not. Here is the difference, with an example of each.

Guide · 7 min

Why AI Agents Fail in Production (and How to Actually Fix It)

The real reason agents break in production isn't the model, it's the changing world around them. And why observability alone won't save you.

Guide · 6 min

What to Do When Your AI Agent Hits a Login Wall

Login walls, 2FA, and CAPTCHAs stop agents cold. The human-in-the-loop pattern that lets an agent pause, get help, and resume.