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Notes on building agents that can actually touch the web

Practical writing about scraping, automation, browser workflows, and the product decisions behind Handinger.

July 17, 202613 min read

Lead qualification: how to decide whether an account deserves sales attention

Lead qualification is the process of deciding whether a lead or account deserves sales attention based on its fit, available signals, context, data quality, and the level of confidence with which you can act. An account deserves attention when what you know about it, including fit, verifiable facts, and signals, supports a proportionate and reviewable next sales action: research, contact, review, discard, or prioritize. Opening an email, appearing in a list, or having a favorable CRM score is not enough.

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July 10, 202613 min read

What Is an AI Agent? A Practitioner's Plain-English Definition

Last updated July 2026 Quick answer: an AI agent is software that perceives a goal, plans how to reach it, and takes action on its own using real tools instead of just guessing. Then it checks its own results and adjusts. That's different from a chatbot, which only responds, or an AI assistant, which suggests but leaves the decision to you. When agents need repeatable specialist workflows, those workflows are often packaged as AI agent skills.

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July 6, 20268 min read

Qualified leads: do you need more contacts or better accounts?

A qualified lead is an account or contact with enough fit, signals, and context to justify prioritized sales attention. When a team asks for “more leads,” it should answer a few questions before filling the pipeline again. The problem may genuinely be insufficient volume, but it may also be poor-fit accounts, weak signals, incomplete data, or priorities that marketing, sales, and leadership interpret differently.

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July 2, 202613 min read

AI sales prospecting: from leads to relevant conversations

B2B sales prospecting is the process of identifying, evaluating and preparing to approach accounts or contacts with commercial potential. The difference with “capturing leads” is in the criteria: a lead can be a name on a list, a form, an imported contact or an account suggested by a tool; whereas a prospecting opportunity requires a sound reason to think that account deserves attention now, or at least a more serious review.

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June 12, 20268 min read

Handinger made me faster at lead sourcing, which was apparently a problem

By 8:57 every morning, I was already at my desk, pretending the first coffee is still warm. The office lights had that particular white glow that makes everyone look less healthy than they are, and a bit older. Our sales floor was one big open room with the emotional texture of an airport gate: monitors glowing, backpacks half-zipped under desks, protein bar wrappers folded into tiny packets and a wall-mounted TV showing pipeline numbers like a flight panel. I was an outbound SDR, which meant I was technically in sales but the very last of the hierarchy, a bottom feeder. I felt less like a seller and more like an inexpensive clipboard with a LinkedIn account.

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May 28, 20267 min read

Where to read AI agents news

In 2024, most of us were still arguing about whether chatbots could write a decent email, and just two years later, my grandma is publishing iOS apps with the help of AI agents. Things move so fast that keeping up feels like a red queen's race. You have to run faster and faster just to stay in place. "Omg, the new OpenAI model is the best! Ah no, now it's Claude now! Wait, Google just announced a new Gemini thing!" The trick is knowing where the signal lives, because the AI news machine thrives on hype, smoke, and mirrors.

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May 14, 202613 min read

Agentic Coding Tool Guide: 10 AI Tools for Building Software

Agentic coding tool guide for AI software development An agentic coding tool helps people build software with less manual work. These tools can read project files, edit code, run commands, check errors, and prepare changes for review. Instead of only giving advice, they can carry out parts of the development process like practical AI agents. Agentic AI coding tools are changing every day, making it difficult to keep up. You may be wondering what tool to choose and which to use for what purpose. This guide will give you a quick overview of the most popular agentic AI coding tools.

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May 14, 202611 min read

Best Alternatives to Zapier for Workflow Automation in 2026

Best Zapier alternatives for workflow automation in 2026 Many teams start using Zapier because it helps solve the problem of too much work stuck between apps. These are tasks that take a lot of time when done manually and usually involve copy-pasting data. For example, a lead that comes in through a form still has to be copied into a CRM. Or a customer sends a request, but someone still has to create the task. A report needs fresh data, but someone still has to update the spreadsheet. Of course, no one does these tasks manually nowadays. That's why everyone is looking for a platform to automate these things. And Zapier has been one of the main automation platforms for a long time that people went to first. But that is changing.

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