Does ChatGPT know you exist? AI visibility as an ops problem.


A growing share of buyers ask an assistant instead of a search engine. Treat brand visibility in those answers like an SLO: a fixed prompt set, scheduled sampling, alerting when it drops.


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Agent memory. What it remembers, what it should.


Between sessions your coding agent remembers nothing — unless it has somewhere to write. The mechanics of memory files, what belongs in them, and how they rot.


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Giving your agent a browser. Playwright MCP, honestly reviewed.


Playwright MCP hands a coding agent a real browser — driven through the accessibility tree, not screenshots. Two weeks of smoke tests, scraping and form-filling: what it is good at, and where it burns tokens.


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Your internal API as an MCP server. An afternoon project.


The internal API your team already runs, wrapped as an MCP server in an afternoon. What the protocol gives you for free, and the three rules that decide whether the agent uses it well.


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2,400 tools through one MCP connection. Agentik.


One MCP connection instead of fifty installs. Agentik fronts a catalogue of social, ads, SEO, B2B and AI-media tools, and bills per call at the provider’s own price.


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