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Click Like a Human: Why Avenir-Web Is a Quiet Breakthrough in Web Agents

Click. That is where most web-agent demos become either impressive or mildly tragic. The model reads the instruction, understands the goal, produces a confident plan, and then clicks the wrong thing. Or it clicks the right thing before a modal appears. Or it scrolls, forgets why it scrolled, repeats an action, and quietly turns a three-step workflow into interpretive dance. ...

February 3, 2026 · 16 min · Zelina
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Pricing Plans, Meet Prompt Engineering: LLMs and the Future of SaaS Monetization

TL;DR for operators SaaS pricing has become too complex to live only as a web page. Plans, feature gates, usage limits, add-ons, annual discounts, enterprise exceptions, and product bundles now behave like operational logic. Yet in many companies, that logic is still scattered across marketing pages, billing systems, sales decks, spreadsheets, and someone’s memory. A robust governance model, naturally. ...

July 17, 2025 · 18 min · Zelina
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Judge, Jury, and GPT: Bringing Courtroom Rigor to Business Automation

TL;DR for operators A web agent that looks impressive in a demo may still fail when asked to complete ordinary live tasks across messy websites. That is the central finding of An Illusion of Progress? Assessing the Current State of Web Agents, which introduces Online-Mind2Web, a benchmark of 300 realistic tasks across 136 websites.1 ...

April 4, 2025 · 18 min · Zelina